release: bump version to 0.54.0

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

.claude/commands/cleanup.md

@@ -12,6 +12,19 @@ allowed-tools: ["Read", "Edit", "Bash", "Grep", "Glob"]
 
 若 `$ARGUMENTS` 非空，则只检查指定文件/目录；否则检查所有未提交修改（`git diff HEAD`）。
 
+## 节省上下文规则
+
+优先用确定性的 CLI 检查缩小范围，不要一上来把完整文件或大 diff 读入上下文：
+
+```bash
+git diff --name-only HEAD
+git diff --unified=0 HEAD -- <path>
+git diff --check
+rg -n "TODO|FIXME|console\.log|debugger|print\(" <changed-paths>
+```
+
+只有 focused diff 不足以安全判断或修改时，才读取完整文件。
+
 ## 审查清单
 
 按优先级检查以下问题（只报告在本次 diff 中**新增或修改**的代码里存在的问题）：
@@ -59,8 +72,13 @@ git diff HEAD --name-only
 
 ### Step 2 — 逐文件阅读并分析
 
-- 用 Read 工具读取完整文件（不只读 diff）
-- 对照审查清单，记录每个问题：文件名、行号、问题类型、建议修复方式
+先从 focused diff 开始：
+
+```bash
+git diff --unified=0 HEAD -- <file>
+```
+
+用 `rg`、`git diff --check`、编译器或 linter 输出确认确定性问题。只有需要上下文时才用 Read 读取完整文件。对照审查清单，记录每个问题：文件名、行号、问题类型、建议修复方式。
 
 ### Step 3 — 报告问题清单
 
@@ -95,6 +113,7 @@ git diff HEAD --name-only
 - 只改在审查清单中发现的问题，不做额外优化
 - 每次 Edit 只修改确实有问题的行，保持 diff 最小
 - 改完后用 `grep` 验证旧的坏代码已消失
+- 优先做精确补丁；只有仓库已有对应格式化流程时，才运行格式化工具
 
 ### Step 5 — 输出总结
 

.claude/commands/docs.md

@@ -0,0 +1,103 @@
+---
+description: Create or update repository documentation from current code changes
+argument-hint: Optional: topic to document, or leave empty to infer from git diff
+allowed-tools: ["Read", "Edit", "Write", "Bash", "Glob", "Grep"]
+---
+
+# /docs — Documentation Workflow
+
+## Goal
+
+Create or update documentation that explains why a change exists, how it behaves, and what maintainers need to know. Keep this command generic. Repository-specific coverage rules live in the repository and must be loaded separately.
+
+## Repository Rules
+
+Before deciding scope, check whether the repository has a documentation rules file:
+
+```bash
+test -f docs/documentation-coverage-rules.md && sed -n '1,240p' docs/documentation-coverage-rules.md
+```
+
+If it exists, apply it as the project-specific coverage checklist. If it does not exist, continue with the generic workflow below.
+
+## Workflow
+
+### Step 1 — Understand The Change
+
+```bash
+git diff HEAD --stat
+git diff HEAD --name-only
+git log --oneline -10
+rg --files docs
+```
+
+If `$ARGUMENTS` specifies a topic, focus on that topic. Otherwise infer the documentation topic from the changed files. Do not read the full repository diff by default; inspect focused files only:
+
+```bash
+git diff HEAD -- <path>
+rg -n "class |def |function |export |router|@router|interface |type " <path>
+```
+
+### Step 2 — Decide Scope
+
+- Prefer updating an existing relevant document over creating a duplicate.
+- Use one document for one coherent topic.
+- Split documents only when the change crosses meaningful domains.
+- Keep filenames lowercase and hyphenated.
+- Apply the repository-specific rules file before writing.
+
+#### Document Audience Routing (Planet)
+
+In this repository, classify the action's performer before picking a target file:
+
+- Browser/UI end user → `docs/technical/{zh,en}/manual.md` or `quickstart.md`.
+- Shell / Docker / log paths / `planet.sh` / SMTP fallbacks / port forwarding → `docs/technical/{zh,en}/ops-runbook.md` (or an existing `ops-*.md`).
+- Second-party developers → existing `*-context.md` / `backend-*.md` / `earth-*.md` files.
+
+Never put shell commands, log paths, or Docker operations into `manual.md` / `quickstart.md`. Never put UI button labels or screenshots into `ops-*.md`. When the same action has both a UI and a CLI path, write each in its own home and cross-link them with one sentence.
+
+For ambiguous or large documentation changes, briefly state the intended doc plan before editing. For clear small changes, proceed directly.
+
+### Step 3 — Write
+
+Explain:
+
+- Background/problem: what was wrong or missing before.
+- Core design decisions and rationale.
+- Operational or user-facing impact.
+- Relevant code paths, only when useful for future maintainers.
+
+Style:
+
+- Follow the repository’s existing language and heading conventions.
+- Use fenced code blocks with language tags.
+- Prefer tables for comparisons or parameter lists.
+- Keep snippets concise and relevant.
+
+### Step 4 — Verify
+
+- Read the completed docs once for clarity and stale statements.
+- Verify referenced paths exist with `test -e` or `rg --files`.
+- Run applicable checks from `docs/documentation-coverage-rules.md`.
+- Check Markdown links use readable user-facing titles unless repository rules allow otherwise.
+
+### Step 5 — Report
+
+Summarize changed docs and verification:
+
+```md
+Updated:
+- path/to/doc.md — what changed
+
+Verified:
+- checks that passed
+- checks that could not be run, if any
+```
+
+## Hard Constraints
+
+- Do not leave placeholder docs.
+- Do not duplicate bilingual files byte-for-byte.
+- Do not reference PR numbers, issue numbers, or the current conversation unless explicitly requested.
+- Do not write changelog-style lists without the reasoning and tradeoffs behind the change.
+- Keep docs maintainable and concise.

.claude/commands/goal-driven.md

@@ -0,0 +1,93 @@
+---
+description: 用 goal-driven 方法推动一个复杂任务持续执行，直到明确成功标准被满足
+argument-hint: 建议填写任务目标；若同时给出成功标准更好
+allowed-tools: ["Read", "Edit", "Bash", "Grep", "Glob"]
+---
+
+# /goal-driven — 目标驱动执行模式
+
+使用 `lidangzzz/goal-driven` 的核心思想来推进复杂任务：先固定目标与成功标准，再持续执行和反复验收，直到标准真正满足。
+
+适用场景：
+
+- 长周期实现任务
+- 高复杂度工程任务
+- 可被明确验收的研究、实现、迁移、验证类工作
+
+不适用场景：
+
+- 纯脑暴
+- 无法定义成功标准的模糊任务
+- 很小的一次性修改
+
+## 输入要求
+
+若 `$ARGUMENTS` 只包含目标，没有成功标准，先补全一版可执行的成功标准再开始。
+
+启动时先输出：
+
+```md
+Goal
+- ...
+
+Criteria for success
+- ...
+
+Plan
+1. ...
+2. ...
+3. ...
+
+Verification
+- ...
+```
+
+## 执行规则
+
+1. 先把任务固化为两个核心块：
+   - `Goal`
+   - `Criteria for success`
+
+2. 成功标准必须尽量客观，可验证，可落地。
+   优先写成：
+   - 需要交付什么
+   - 需要通过哪些测试或验证
+   - 如何判断结果真的完成
+
+3. 进入持续执行循环：
+   - 完成一个阶段
+   - 检查当前结果是否满足成功标准
+   - 若未满足，明确剩余差距并继续推进
+
+4. 任何“完成了”“差不多了”“已实现”之类的结论，都必须经过验证，不能直接接受。
+
+5. 如果验证失败：
+   - 明确指出哪条成功标准没满足
+   - 继续工作，不要把阶段性进展误判为完成
+
+6. 只有在以下情况之一才能停止：
+   - 成功标准已满足
+   - 用户明确要求停止
+
+## 执行风格
+
+- 重证据，轻口头判断
+- 优先使用确定性工具证据：`rg`、`git diff --stat`、`git diff -- <path>`、测试、构建、lint、`curl`、数据库查询等能直接证明成功标准的方式
+- 不把大段命令输出粘进回复；保留在工具调用里，回复只总结关键证据
+- 重验收，轻自我感觉
+- 优先用测试、日志、产物、对比结果来证明完成
+- 对长期任务保持“未达标就继续”的节奏
+
+## 简版模板
+
+```md
+Goal: [[[[[在此填写最终目标]]]]]
+
+Criteria for success: [[[[[在此填写成功标准]]]]]
+
+循环执行：
+1. 推进任务
+2. 检查是否满足成功标准
+3. 若未满足，继续工作
+4. 直到满足标准或用户明确停止
+```

.claude/commands/release.md

@@ -28,6 +28,19 @@ allowed-tools: ["Read", "Edit", "Bash", "Glob", "Grep"]
 - `docs/CHANGELOG.md`
 - `docs/version-history.md`
 
+## 节省上下文规则
+
+发版判断应以确定性 CLI 证据为主，优先使用紧凑命令和定点读取：
+
+```bash
+git status --short
+git diff --stat HEAD
+git diff --name-only HEAD
+rg -n "version|^## |^Released:|当前开发版本|current" VERSION frontend/package.json pyproject.toml docs/CHANGELOG.md docs/version-history.md
+```
+
+除非需要判断某个代码变更是否属于本次发版，否则不要读取完整 diff。
+
 ## 执行步骤
 
 ### Step 1 — 环境检查
@@ -45,7 +58,7 @@ cat VERSION                        # 读取当前版本
 ### Step 2 — 确定发版类型与新版本号
 
 - 若 `$ARGUMENTS` 提供了明确类型（`feature` / `bugfix`），直接使用
-- 否则根据当前 `git diff HEAD` 和 `git log` 推断
+- 否则根据 `git diff --stat HEAD`、`git diff --name-only HEAD`、必要的 focused diff 和 `git log` 推断
 - 计算新版本号（例：`0.26.2` → bugfix → `0.26.3`）
 - **先输出发版计划供用户确认**：
 
@@ -91,12 +104,13 @@ cat VERSION                        # 读取当前版本
 
 针对本次变更范围做最小验证：
 
-- Python 文件有修改：`python3 -m py_compile <changed_files>`
-- Frontend 文件有修改：运行项目标准检查（若无则跳过并说明）
+- Python 文件有修改：先用 `git diff --name-only HEAD -- '*.py'` 列出，再运行 `python3 -m py_compile <changed_files>`
+- Frontend 文件有修改：先用 `git diff --name-only HEAD -- frontend` 判断范围，再运行项目标准检查（若无则跳过并说明）
 - 版本号一致性检查：用 grep 确认 VERSION、package.json、pyproject.toml 中的版本号完全一致
 
 ```bash
-grep -h "version" VERSION frontend/package.json pyproject.toml
+cat VERSION
+rg -n "\"version\":|^version =|version = " frontend/package.json pyproject.toml uv.lock
 ```
 
 ### Step 7 — 提交前预览

.codex/config.toml

@@ -0,0 +1,3 @@
+approval_policy = "never"
+
+sandbox_mode = "danger-full-access"

.codex/skills/cleanup/SKILL.md

@@ -21,6 +21,19 @@ If the user specifies a file or directory, check only that. Otherwise check all
 
 Only report issues present in **newly added or modified** lines of this diff — do not audit unchanged code.
 
+## Token-Saving Rule
+
+Prefer deterministic CLI checks before reading files into model context:
+
+```bash
+git diff --name-only HEAD
+git diff --unified=0 HEAD -- <path>
+git diff --check
+rg -n "TODO|FIXME|console\.log|debugger|print\(" <changed-paths>
+```
+
+Read full files only when the focused diff does not provide enough surrounding context to make a safe edit.
+
 ## Checklist
 
 ### 1. Duplicate Logic
@@ -64,7 +77,13 @@ Filter to the user-specified path if one was provided.
 
 ### Step 2 — Read and analyze each file
 
-Read the full file (not just the diff) with the Read tool. For each file, record every issue found: filename, line number, category, and suggested fix.
+Start with focused diffs:
+
+```bash
+git diff --unified=0 HEAD -- <file>
+```
+
+Use `rg`, `git diff --check`, and compiler/linter output for deterministic findings. Read the full file only for files that need surrounding context. For each issue found, record filename, line number, category, and suggested fix.
 
 ### Step 3 — Report findings before touching anything
 
@@ -99,6 +118,7 @@ Principles:
 - Only fix issues identified in the checklist — no extra improvements
 - Keep each Edit as small as possible
 - After fixing, verify the old bad pattern is gone with grep
+- Prefer `apply_patch` for targeted edits; use formatters only when the repository already uses them for the touched file type
 
 ### Step 5 — Summary
 

.codex/skills/docs/SKILL.md

@@ -0,0 +1,82 @@
+---
+name: docs
+description: Create or update repository documentation from current code changes. Use when the user asks to write docs, update docs, summarize implementation changes into docs, or check documentation coverage. Load repository-specific coverage rules from docs/documentation-coverage-rules.md when present.
+---
+
+# Docs
+
+Use this skill when the task is documentation work: creating, updating, checking, or summarizing docs for code or behavior changes.
+
+## Goal
+
+Write documentation that explains why a change exists, how it behaves, and what maintainers need to know. Keep the skill generic; repository-specific rules belong in the repository, not in this skill.
+
+## Repository Rules
+
+Before deciding scope, check whether the repository has a documentation rules file:
+
+```bash
+test -f docs/documentation-coverage-rules.md && sed -n '1,240p' docs/documentation-coverage-rules.md
+```
+
+If it exists, apply it as the project-specific coverage checklist. If it does not exist, continue with the generic workflow below.
+
+## Workflow
+
+1. Gather focused context:
+
+```bash
+git diff HEAD --stat
+git diff HEAD --name-only
+git log --oneline -10
+rg --files docs
+```
+
+If the user gives a topic, focus on that topic. Otherwise infer the doc topic from changed files. Avoid reading large full diffs by default; inspect focused files and symbols:
+
+```bash
+git diff HEAD -- <path>
+rg -n "class |def |function |export |router|@router|interface |type " <path>
+```
+
+2. Decide scope:
+
+- Prefer updating an existing relevant doc over creating a duplicate.
+- Use one document for one coherent topic.
+- Split documents only when changes cross meaningful domains.
+- Keep filenames lowercase and hyphenated.
+
+3. Write the doc:
+
+- Explain background/problem, design decisions, constraints, and operational impact.
+- Keep code snippets short and directly relevant.
+- List related files only when they help future maintainers navigate.
+- Use the repository’s existing language, heading style, and naming conventions.
+
+4. Verify:
+
+- Read the completed doc once for clarity and stale statements.
+- Verify important referenced paths exist with `test -e` or `rg --files`.
+- Run repository-specific doc checks from `docs/documentation-coverage-rules.md` when present.
+- For Markdown links, check that user-facing titles are readable and not raw filenames unless the repository rules allow it.
+
+## Hard Constraints
+
+- Do not leave placeholder docs or copied source text pretending to be documentation.
+- Do not duplicate bilingual files byte-for-byte.
+- Do not reference PR numbers, issue numbers, or the current conversation unless explicitly requested.
+- Do not write changelog-style lists without the reasoning, constraints, and tradeoffs behind the change.
+- Keep docs concise enough to maintain.
+
+## Recommended Output
+
+After editing, summarize:
+
+```md
+Updated:
+- path/to/doc.md — what changed
+
+Verified:
+- checks that passed
+- checks that could not be run, if any
+```

.codex/skills/goal-driven/SKILL.md

@@ -0,0 +1,103 @@
+---
+name: goal-driven
+description: Run a goal-driven execution loop for very large, long-horizon, rigorously verifiable tasks. Use when the user explicitly wants the lidangzzz/goal-driven method, a master-agent plus worker-agent style workflow, or a persistent loop that keeps working until concrete success criteria are satisfied.
+---
+
+# Goal-Driven
+
+Use this skill when the user wants a strict goal-driven workflow for a hard task with:
+
+- one clear end goal
+- explicit success criteria
+- repeated verification against those criteria
+- continued execution until the criteria are actually met
+
+This skill is adapted from `lidangzzz/goal-driven`, but trimmed for local skill use to avoid bloating context.
+
+## When To Use
+
+Use it for tasks like:
+
+- compilers, interpreters, theorem-like proof work, deep refactors
+- long-running system design or implementation work
+- problems that are expensive and complex, but still objectively testable
+
+Do not use it for:
+
+- vague brainstorming without a success condition
+- short one-shot edits
+- tasks where "done" cannot be evaluated in a meaningful way
+
+## Core Model
+
+The workflow has two roles:
+
+1. Master role
+   Defines the goal, defines the success criteria, audits progress, and decides whether the work is actually complete.
+
+2. Worker role
+   Keeps advancing the task toward the goal. If a result is partial, stalled, or unverifiable, the worker continues.
+
+In Codex, only use actual subagents when the user explicitly asks for delegation or subagent work and the platform supports it. Otherwise emulate the same loop locally: keep working, checkpointing, and re-verifying until the criteria are satisfied.
+
+## Workflow
+
+1. Normalize the task into two blocks:
+   - `Goal`
+   - `Criteria for success`
+
+2. Make the criteria concrete and testable.
+   Good criteria usually include:
+   - required outputs
+   - required validations or tests
+   - edge cases or coverage thresholds
+   - what evidence proves completion
+
+3. Break the work into milestones that can each produce evidence.
+
+4. Execute the next milestone.
+   If subagents are explicitly allowed, the master may delegate bounded worker tasks.
+   If not, do the work locally but keep the master/worker mindset.
+
+5. Whenever work pauses, stalls, or appears complete, audit against the criteria directly.
+   Check artifacts, tests, logs, diffs, metrics, or other real evidence.
+
+6. If the criteria are not met, continue with a specific delta:
+   - what is still missing
+   - what evidence failed
+   - what the next worker pass must improve
+
+7. Stop only when the criteria are met, or when the user explicitly stops the process.
+
+## Operating Rules
+
+- Prefer objective checks over self-reported completion.
+- Prefer deterministic tool evidence over long model summaries: use `rg`, `git diff --stat`, targeted `git diff -- <path>`, tests, builds, linters, `curl`, or database queries when they can prove a criterion.
+- Do not paste large command output into the conversation; summarize the evidence and keep raw output in tool calls.
+- Do not confuse progress with completion.
+- If the worker says "done", verify it.
+- If verification fails, continue from the gap instead of restarting blindly.
+- Keep the goal stable unless the user changes it.
+- Tighten fuzzy criteria before sinking large amounts of effort.
+
+## Recommended Response Shape
+
+When starting a goal-driven task, structure the kickoff like this:
+
+```md
+Goal
+- ...
+
+Criteria for success
+- ...
+
+Current plan
+1. ...
+2. ...
+3. ...
+
+Verification
+- What evidence will prove completion
+```
+
+For a reusable prompt template, read [references/prompt-template.md](references/prompt-template.md).

.codex/skills/goal-driven/agents/openai.yaml

@@ -0,0 +1,7 @@
+interface:
+  display_name: "Goal-Driven"
+  short_description: "Drive complex work until explicit success criteria are met."
+  default_prompt: "Use $goal-driven to turn this task into a concrete goal, explicit success criteria, and a verification-driven execution loop."
+
+policy:
+  allow_implicit_invocation: true

.codex/skills/goal-driven/references/prompt-template.md

@@ -0,0 +1,38 @@
+# Goal-Driven Prompt Template
+
+Use this when you want a reusable kickoff prompt for a master/worker execution loop.
+
+```md
+# Goal-Driven System
+
+Goal: [[[[[DEFINE THE FINAL GOAL HERE]]]]]
+
+Criteria for success: [[[[[DEFINE THE SUCCESS CRITERIA HERE]]]]]
+
+You are the master agent.
+
+Your job is to:
+1. Keep the goal and criteria fixed.
+2. Start worker execution toward the goal.
+3. Audit any claimed progress against the criteria.
+4. If the criteria are not met, continue the work with a precise next delta.
+5. Stop only when the criteria are satisfied or the user explicitly stops the process.
+
+Worker requirements:
+1. Break the task into subproblems.
+2. Keep producing concrete progress toward the goal.
+3. Report evidence, not just claims.
+4. Continue until the criteria are satisfied.
+
+Master audit loop:
+1. Check whether the worker is still making progress.
+2. If the worker stalls or claims completion, verify against the criteria.
+3. If verification fails, resume work from the remaining gap.
+4. Repeat until the criteria are met.
+```
+
+## Notes
+
+- Stronger criteria produce better results than stronger rhetoric.
+- Prefer measurable checks such as tests, parity checks, generated artifacts, benchmarks, or reviewable outputs.
+- If the environment does not support subagents, emulate the same loop locally.

.codex/skills/release/SKILL.md

@@ -18,7 +18,7 @@ Do not use this skill for ordinary commits that are not being released.
 
 ## Versioning Rules
 
-- `feature` -> bump `+0.1.0`
+- `feature` -> bump minor and reset patch to `0` (`x.y.z` → `x.(y+1).0`; for example `0.41.2` → `0.42.0`)
 - `bugfix` -> bump `+0.0.1`
 - `docs`, `maintenance`, and `refactor` do not bump by default unless the user explicitly wants a release
 
@@ -35,6 +35,19 @@ Use `git rev-parse --show-toplevel` to get the repo root. All paths are relative
 - `docs/CHANGELOG.md`
 - `docs/version-history.md`
 
+## Token-Saving Rule
+
+Release work should be driven by deterministic CLI evidence. Prefer compact commands and targeted file reads:
+
+```bash
+git status --short
+git diff --stat HEAD
+git diff --name-only HEAD
+rg -n "version|^## |^Released:|current" VERSION frontend/package.json pyproject.toml docs/CHANGELOG.md docs/version-history.md
+```
+
+Do not inspect full diffs unless deciding whether changed code belongs in the release.
+
 ## Workflow
 
 ### Step 1 — Environment check
@@ -52,8 +65,10 @@ If unrelated uncommitted changes exist, list them and ask the user whether to in
 ### Step 2 — Determine release type and next version
 
 - If the user provided an explicit type (`feature` / `bugfix`), use it
-- Otherwise infer from `git diff HEAD` and recent `git log`
-- Compute the next version (e.g. `0.26.2` → bugfix → `0.26.3`)
+- Otherwise infer from `git diff --stat HEAD`, `git diff --name-only HEAD`, focused diffs for changed code, and recent `git log`
+- Compute the next version:
+  - `feature`: increment minor and reset patch to `0` (e.g. `0.41.2` → `0.42.0`)
+  - `bugfix`: increment patch only (e.g. `0.26.2` → `0.26.3`)
 - **Show the release plan before making any changes:**
 
 ```
@@ -104,12 +119,13 @@ Get today's date with `date +%Y-%m-%d`.
 
 Run the smallest relevant validation for the changes in scope:
 
-- Python files changed: `python3 -m py_compile <changed_files>`
-- Frontend files changed: run the project-standard check if available; otherwise skip and say so
+- Python files changed: list changed Python files with `git diff --name-only HEAD -- '*.py'`, then run `python3 -m py_compile <changed_files>`
+- Frontend files changed: list changed frontend files with `git diff --name-only HEAD -- frontend`, then run the project-standard check if available; otherwise skip and say so
 - Version consistency: confirm VERSION, package.json, pyproject.toml, and uv.lock all show the same version
 
 ```bash
-grep -h "version" VERSION frontend/package.json pyproject.toml
+cat VERSION
+rg -n "\"version\":|^version =|version = " frontend/package.json pyproject.toml uv.lock
 ```
 
 ### Step 7 — Pre-commit preview

.dockerignore

@@ -0,0 +1,18 @@
+**
+
+!pyproject.toml
+!uv.lock
+!VERSION
+!backend/
+!backend/**
+!aiprovider/
+!aiprovider/**
+
+backend/.env
+backend/.env.*
+aiprovider/.env
+aiprovider/.env.*
+!aiprovider/.env.example
+**/__pycache__/
+**/*.pyc
+**/*.pyo

.gitea/workflows/ci.yaml

@@ -0,0 +1,64 @@
+name: ci
+
+on:
+  push:
+    branches:
+      - dev
+      - main
+  pull_request:
+
+env:
+  REGISTRY: gitea.rclaw.top
+  IMAGE_NAMESPACE: linkong/planet
+
+jobs:
+  backend:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Install uv
+        run: curl -LsSf https://astral.sh/uv/install.sh | sh
+      - name: Sync Python dependencies
+        run: ~/.local/bin/uv sync --group dev
+      - name: Run backend smoke tests
+        working-directory: backend
+        run: PYTHONPATH=. "$GITHUB_WORKSPACE/.venv/bin/python" -m pytest -s tests/test_api.py tests/test_realtime_sources.py -q
+
+  frontend:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Install Bun
+        run: curl -fsSL https://bun.sh/install | bash
+      - name: Build frontend
+        working-directory: frontend
+        run: |
+          ~/.bun/bin/bun install --frozen-lockfile
+          ~/.bun/bin/bun run build
+
+  delivery:
+    runs-on: ubuntu-latest
+    needs:
+      - backend
+      - frontend
+    steps:
+      - uses: actions/checkout@v4
+      - name: Install Helm
+        run: |
+          mkdir -p "$HOME/.local/bin"
+          curl -fsSL https://get.helm.sh/helm-v3.15.4-linux-amd64.tar.gz -o /tmp/helm.tar.gz
+          tar -xzf /tmp/helm.tar.gz -C /tmp
+          mv /tmp/linux-amd64/helm "$HOME/.local/bin/helm"
+          echo "$HOME/.local/bin" >> "$GITHUB_PATH"
+      - name: Docker build smoke
+        run: |
+          docker build -t "$REGISTRY/$IMAGE_NAMESPACE/frontend:${GITHUB_SHA}" ./frontend
+          docker build -t "$REGISTRY/$IMAGE_NAMESPACE/backend:${GITHUB_SHA}" -f backend/Dockerfile .
+          docker build -t "$REGISTRY/$IMAGE_NAMESPACE/aiprovider:${GITHUB_SHA}" -f aiprovider/Dockerfile .
+      - name: Helm template smoke
+        run: |
+          helm lint deploy/helm/planet
+          helm template planet-staging deploy/helm/planet \
+            --namespace planet-staging \
+            -f deploy/helm/planet/values.single-node.yaml \
+            --set image.tag="${GITHUB_SHA}" >/tmp/planet-rendered.yaml

.gitea/workflows/deploy-staging.yaml

@@ -0,0 +1,67 @@
+name: deploy-staging
+
+on:
+  workflow_dispatch:
+  push:
+    branches:
+      - main
+
+env:
+  REGISTRY: gitea.rclaw.top
+  IMAGE_NAMESPACE: linkong/planet
+  RELEASE_NAME: planet-staging
+  NAMESPACE: planet-staging
+
+jobs:
+  deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Install deploy tools
+        run: |
+          mkdir -p "$HOME/.local/bin"
+          curl -fsSL https://get.helm.sh/helm-v3.15.4-linux-amd64.tar.gz -o /tmp/helm.tar.gz
+          tar -xzf /tmp/helm.tar.gz -C /tmp
+          mv /tmp/linux-amd64/helm "$HOME/.local/bin/helm"
+          curl -fsSL https://dl.k8s.io/release/v1.30.5/bin/linux/amd64/kubectl -o /tmp/kubectl
+          install -m 0755 /tmp/kubectl "$HOME/.local/bin/kubectl"
+          echo "$HOME/.local/bin" >> "$GITHUB_PATH"
+      - name: Configure kubeconfig
+        run: |
+          mkdir -p "$HOME/.kube"
+          printf "%s" "${{ secrets.KUBE_CONFIG_STAGING }}" | base64 -d > "$HOME/.kube/config"
+          chmod 600 "$HOME/.kube/config"
+      - name: Deploy Helm release
+        run: |
+          kubectl create namespace "$NAMESPACE" --dry-run=client -o yaml | kubectl apply -f -
+          helm upgrade --install "$RELEASE_NAME" deploy/helm/planet \
+            --namespace "$NAMESPACE" \
+            -f deploy/helm/planet/values.single-node.yaml \
+            --set global.imageRegistry="$REGISTRY" \
+            --set global.imageNamespace="$IMAGE_NAMESPACE" \
+            --set image.tag="${GITHUB_SHA}"
+      - name: Wait for rollout
+        run: |
+          kubectl rollout status deployment/planet-frontend -n "$NAMESPACE" --timeout=180s
+          kubectl rollout status deployment/planet-backend -n "$NAMESPACE" --timeout=180s
+          kubectl rollout status deployment/planet-aiprovider -n "$NAMESPACE" --timeout=180s
+      - name: Smoke test services
+        run: |
+          kubectl run planet-smoke-${GITHUB_RUN_NUMBER} \
+            --rm -i --restart=Never \
+            --namespace "$NAMESPACE" \
+            --image=curlimages/curl:8.11.1 \
+            --command -- sh -c '
+              set -eu
+              curl -fsS http://planet-frontend:3000/ >/dev/null
+              curl -fsS http://planet-frontend:3000/health >/dev/null
+              curl -fsS http://planet-frontend:3000/api/health >/dev/null
+              curl -fsS http://planet-backend:8000/health >/dev/null
+              curl -fsS http://planet-aiprovider:8010/health >/dev/null
+            '
+      - name: Collect diagnostics on failure
+        if: failure()
+        run: |
+          kubectl get all -n "$NAMESPACE" -o wide || true
+          kubectl describe pods -n "$NAMESPACE" || true
+          kubectl logs -n "$NAMESPACE" -l app.kubernetes.io/instance="$RELEASE_NAME" --all-containers --tail=200 || true

.gitea/workflows/release.yaml

@@ -0,0 +1,58 @@
+name: release
+
+on:
+  push:
+    branches:
+      - main
+    tags:
+      - "v*"
+  workflow_dispatch:
+
+env:
+  REGISTRY: gitea.rclaw.top
+  IMAGE_NAMESPACE: linkong/planet
+
+jobs:
+  images:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - name: Resolve image tags
+        id: meta
+        run: |
+          echo "sha_tag=${GITHUB_SHA}" >> "$GITHUB_OUTPUT"
+          if printf "%s" "${GITHUB_REF}" | grep -q '^refs/tags/v'; then
+            echo "release_tag=${GITHUB_REF_NAME}" >> "$GITHUB_OUTPUT"
+          else
+            echo "release_tag=" >> "$GITHUB_OUTPUT"
+          fi
+      - name: Login to registry
+        run: echo "${{ secrets.REGISTRY_PASSWORD }}" | docker login "$REGISTRY" -u "${{ secrets.REGISTRY_USER }}" --password-stdin
+      - name: Build and push images
+        run: |
+          for service in frontend backend aiprovider; do
+            case "$service" in
+              frontend)
+                dockerfile="./frontend/Dockerfile"
+                context="./frontend"
+                ;;
+              backend)
+                dockerfile="backend/Dockerfile"
+                context="."
+                ;;
+              aiprovider)
+                dockerfile="aiprovider/Dockerfile"
+                context="."
+                ;;
+            esac
+
+            image="$REGISTRY/$IMAGE_NAMESPACE/$service:${{ steps.meta.outputs.sha_tag }}"
+            docker build -t "$image" -f "$dockerfile" "$context"
+            docker push "$image"
+
+            if [ -n "${{ steps.meta.outputs.release_tag }}" ]; then
+              release_image="$REGISTRY/$IMAGE_NAMESPACE/$service:${{ steps.meta.outputs.release_tag }}"
+              docker tag "$image" "$release_image"
+              docker push "$release_image"
+            fi
+          done

README.md

@@ -227,6 +227,122 @@ bun run build
 
 启动服务后访问: `http://localhost:8000/docs`
 
+## WSL / Windows 局域网访问
+
+如果服务运行在 WSL 中，而你希望：
+
+- Windows 本机浏览器访问开发服务
+- 同一局域网内的手机或其他电脑访问开发服务
+
+推荐按下面顺序排查和配置。
+
+端口占用、`iphlpsvc` / portproxy、摄像头和依赖问题的集中排障入口见 [常见问题](/home/ray/dev/linkong/planet/docs/technical/zh/faq.md)。
+
+### 1. 在 WSL 中启动服务
+
+```bash
+./planet.sh start --allow-lan
+```
+
+这会让前端监听 `0.0.0.0:3000`，后端监听 `0.0.0.0:8000`。
+
+### 2. 先确认 WSL 内部服务正常
+
+在 WSL 中执行：
+
+```bash
+curl http://localhost:3000
+curl http://localhost:8000/health
+ss -ltnp | grep -E ':3000|:8000'
+```
+
+预期：
+
+- `3000` 返回前端 HTML
+- `8000/health` 返回健康检查 JSON
+- `ss` 中能看到 `0.0.0.0:3000` 和 `0.0.0.0:8000`
+
+如果这一步不通，先不要继续做 Windows 转发。
+
+### 3. 在 Windows 本机验证 localhost 直通
+
+在 Windows PowerShell 中执行：
+
+```powershell
+curl http://localhost:3000
+curl http://localhost:8000/health
+```
+
+在常见的 WSL2 开发环境下，Windows 通常可以直接通过 `localhost` 访问 WSL 中的服务。
+
+### 4. 如果需要让局域网设备访问，再做 Windows 端口转发
+
+注意：下面的命令必须在“以管理员身份运行”的 PowerShell 中执行。
+
+先把 Windows 对外网卡上的 `3000` / `8000` 转发到 Windows 本机 `127.0.0.1`：
+
+```powershell
+netsh interface portproxy delete v4tov4 listenaddress=0.0.0.0 listenport=3000
+netsh interface portproxy delete v4tov4 listenaddress=0.0.0.0 listenport=8000
+
+netsh interface portproxy add v4tov4 listenaddress=0.0.0.0 listenport=3000 connectaddress=127.0.0.1 connectport=3000
+netsh interface portproxy add v4tov4 listenaddress=0.0.0.0 listenport=8000 connectaddress=127.0.0.1 connectport=8000
+```
+
+再放行 Windows 防火墙：
+
+```powershell
+New-NetFirewallRule -DisplayName "WSL Planet 3000" -Direction Inbound -Action Allow -Protocol TCP -LocalPort 3000
+New-NetFirewallRule -DisplayName "WSL Planet 8000" -Direction Inbound -Action Allow -Protocol TCP -LocalPort 8000
+```
+
+检查转发规则是否生效：
+
+```powershell
+netsh interface portproxy show all
+```
+
+预期能看到：
+
+- `0.0.0.0:3000 -> 127.0.0.1:3000`
+- `0.0.0.0:8000 -> 127.0.0.1:8000`
+
+### 5. 查 Windows 局域网 IP，并让其他设备访问
+
+在 Windows PowerShell 中执行：
+
+```powershell
+ipconfig
+```
+
+找到当前联网网卡的 IPv4 地址，例如 `192.168.8.228`。
+
+局域网其他设备可访问：
+
+- `http://<Windows局域网IP>:3000/earth`
+- `http://<Windows局域网IP>:3000/admin`
+
+例如：
+
+- `http://192.168.8.228:3000/earth`
+
+### 6. 常见现象与判断
+
+- WSL 中 `curl localhost:3000` 能通，但 Windows 访问 `WSL 的局域网 IP:3000` 不通：这是正常现象之一，优先验证 Windows 的 `localhost:3000`
+- Windows `localhost:3000` 能通，但局域网设备访问 `Windows 局域网 IP:3000` 不通：通常缺少 `portproxy` 或防火墙放行
+- `whoami /groups` 中 `S-1-5-32-544` 显示 `deny only`：说明当前 PowerShell 不是提权管理员窗口
+
+### 7. 本项目一次性验证顺序
+
+建议固定按这个顺序验证：
+
+1. WSL 中执行 `curl http://localhost:3000`
+2. WSL 中执行 `curl http://localhost:8000/health`
+3. Windows 中执行 `curl http://localhost:3000`
+4. Windows 中执行 `curl http://localhost:8000/health`
+5. 管理员 PowerShell 配置 `portproxy` 和防火墙
+6. 用手机或其他电脑访问 `http://<Windows局域网IP>:3000/earth`
+
 ## 启动容错参数
 
 `planet.sh` 现在为依赖安装、数据库、AI Provider 启动加入了有限次重试，并会在数据库与 `aiprovider` 启动后额外等待 Docker healthcheck。
@@ -249,7 +365,7 @@ DATABASE_RETRY_INTERVAL=10 \
 - `AI_PROVIDER_START_MAX_RETRIES` / `AI_PROVIDER_RETRY_INTERVAL`: 控制 `aiprovider` 的构建/启动与容器重启自愈，默认 `3` 次、`5` 秒
 - `BACKEND_MAX_RETRIES`: 控制后端进程启动重试次数，默认 `3`
 - `FRONTEND_MAX_RETRIES`: 控制前端 dev server 启动重试次数，默认 `3`
-- `BACKEND_HEALTH_CHECK_ATTEMPTS` / `BACKEND_HEALTH_CHECK_INTERVAL`: 控制后端 HTTP 健康检查等待次数与间隔，默认 `10` 次、`2` 秒
+- `BACKEND_HEALTH_CHECK_ATTEMPTS` / `BACKEND_HEALTH_CHECK_INTERVAL`: 控制后端 HTTP 健康检查等待次数与间隔，默认 `60` 次、`2` 秒
 - `FRONTEND_HEALTH_CHECK_ATTEMPTS` / `FRONTEND_HEALTH_CHECK_INTERVAL`: 控制前端 HTTP 可访问检查等待次数与间隔，默认 `10` 次、`2` 秒
 - `AI_PROVIDER_HEALTH_CHECK_ATTEMPTS` / `AI_PROVIDER_HEALTH_CHECK_INTERVAL`: 控制 `aiprovider` HTTP 健康检查等待次数与间隔，默认 `10` 次、`2` 秒
 

TODO.md

@@ -22,5 +22,24 @@
 - [ ] 可选优化（非必做）：将 BGP incident/collector 标点改为 HTML marker（参考 worldmonitor 的 `htmlElementsData` 思路），实现近乎固定屏幕尺寸与更高密度可点击性
 - [ ] 保持 Earth 当前这批纯个人偏好设置继续走本地持久化：`旋转模式`、HUD 面板显示/隐藏、`地形透明度` 暂不升级到后端系统设置，避免把设备级偏好过早做成全局配置
 - [ ] 如果后续明确需要“账号级同步 Earth 偏好”，再单独设计 `Earth user preferences`：优先按用户维度而不是全局系统设置保存，并规划 `localStorage -> backend` 的平滑迁移策略
+- [ ] 为 Planet / Earth 补一个可用的日志查看系统：先明确前后端/AI Provider/采集任务的日志入口、最近日志聚合、筛选与 tail 能力，再决定是先做脚本级统一入口还是控制台内置日志面板
+- [ ] 重写控制台 UI，逐步抛弃 Ant Design，建立自有组件体系，并统一采用 `tabler.io` / Tabler Icons 作为控制台主图标库
 - [ ] 把 Earth 态势新闻源从 [earth_news.py](/home/ray/dev/linkong/planet/backend/app/services/earth_news.py) 的硬编码列表抽成可配置目录，优先保持当前“实时聚合”链路不变，只先解决新闻源不可配置的问题
 - [ ] 为 Earth 态势新闻设计后续采集器化方案：明确新闻数据模型、去重策略、区域映射、过期清理和 Earth/AI 复用方式，再决定何时把新闻从实时抓取升级成正式 collector
+- [ ] AIS v3.1：修复船只聚合完整性，`/geo/vessels` 合并 raw observation 聚合结果与 legacy `vessel_position + vessel_static` 最新结果，确保 BarentsWatch-only 船只不会因为 AISStream 子集存在而消失，并增加 raw/legacy/final unique MMSI 诊断统计
+- [ ] AIS v3.2：把 AISStream 从收满 `max_messages` 后结束的批采集改成长连接 streaming service，持续写入 raw observations，通过内部 `/ws` 的 `vessels` channel 推送新船、位置和航向增量，Earth 前端按 MMSI upsert marker
+- [ ] AIS v3.3：修正 AISStream 采集页面状态语义，使用 connecting/streaming/reconnecting/stopped 与 indeterminate 状态，展示运行时长、消息数、unique MMSI、message rate、最近消息和错误，不再用一次性 REST 进度条表示长连接
+- [ ] AIS v3.4：修复船只身份字段和名称聚合，MMSI/IMO/callsign 按字符串显示且不带千分位符；查询并列出所有仍以 MMSI 号码或 `MMSI <number>` 作为船名的记录，标注来源、最近观测、message types 和缺失原因，并把这批 fallback-name 船只纳入名称聚合修复集合
+- [ ] Earth Live Sync：建立统一态势实时同步链路，新增 `earth_summary` WS channel，任意采集器成功后广播轻量 summary invalidation，前端收到后重新拉 `/api/v1/visualization/geo/summary` 并更新 HUD；同时为 BGP 增加 `bgp` WS channel，使 BGP incidents/anomalies/collectors 在不刷新页面时也能 upsert 图层；卫星采集完成后触发 summary 刷新，必要时按 TLE 版本重新 hydrate 卫星数据
+- [ ] AIS v4：开放船只多源聚合策略配置，支持 source priority、字段级规则、freshness 窗口和高级保护开关；保存时校验未知字段、非法模式和危险动态字段锁定，并在聚合接口返回命中的配置版本
+- [ ] AIS v5：实现船舶资料 enrichment 与冲突治理，按 `mmsi + imo + name + callsign` 异步补充船型细分、AIS 大类、旗国、尺寸、建造年份、运营方和图片缓存；详情面板展示缓存资料和字段来源，不在实时 AIS 请求链路现场抓第三方页面
+- [ ] 为 Earth 地球表面增加一层与基础纹理对齐的材质/纹理 overlay，并在同层叠加国界轮廓参考线；要求国界线与底图稳定对齐，且 hover 到国家轮廓时能高亮当前国家，便于校准地表和增强交互
+- [ ] 把 Earth 新闻接入通用巡航队列：按新闻发生地和时间排序生成巡航目标，巡航聚焦到新闻事件时显示对应新闻卡片，并保持实现边界为“通用巡航层 + 新闻业务适配层”，不要再把新闻逻辑直接耦合回 `main.js` 状态机
+- [ ] 为未知位置的算力中心建立分层坐标补全链路：优先 `精确坐标 > 站点/园区命中 > 城市 > 州/省 > 国家内主要算力城市 > 国家质心`，并把每次回退的 `confidence / reason / precision` 明确写进统一 GeoJSON
+- [ ] 为算力中心补一份可维护的本地位置注册表，例如 `canonical_name / aliases / operator / country / region / city / lat / lon / confidence / source_note`，避免把地点知识长期硬编码在 `visualization.py`
+- [ ] 增强 `epoch_ai_gpu` 和相关算力采集器的源页面解析：即使公开 API 不给坐标，也继续尝试从详情页、HTML、内嵌 JSON、schema.org、OpenGraph、脚本变量和 PDF/新闻稿链接里抽地点线索
+- [ ] 为未知位置算力中心增加外部富化策略评估：可选接入公开知识源或搜索兜底，只抓“站点名/园区名/城市名”级别线索，不直接抓经纬度结论，并把结果作为候选证据而不是真值
+- [ ] 为算力中心建立 `operator / cluster name / facility alias` 归一化层，先解决 `xAI / Colossus / Memphis`、`OpenAI / Stargate`、`CoreWeave`、`Lambda`、`Crusoe` 这类同一对象多种写法导致的地点匹配失败
+- [ ] 为估算位置增加更细的视觉和产品表达：除了问号角标，还要支持 tooltip/详情中的“估算依据”“精度级别”“最后核验时间”，并允许在设置中单独开关“仅看精确位置”
+- [ ] 为国家级估算点设计更合理的落点策略：优先落在“该国主要算力/数据中心城市候选集”而不是几何质心，必要时同国多节点做稳定散列分配，避免大量节点堆在荒漠或海上
+- [ ] 为未知位置算力中心建立人工校验工作流：支持导出待核验清单、记录人工确认结果，并把人工确认反哺到位置注册表，逐步减少问号点比例

VERSION

@@ -1 +1 @@
-0.33.0
+0.54.0

aiprovider/.env.example

@@ -32,6 +32,15 @@ AI_API_KEY=sk-cp-change-me
 AI_MAX_TOKENS=1200
 AI_ANTHROPIC_VERSION=2023-06-01
 
+# Optional provider-specific keys used by Settings fallback before AI_API_KEY
+# MINIMAX_API_KEY=sk-cp-change-me
+# OPENAI_API_KEY=sk-change-me
+# ANTHROPIC_API_KEY=sk-ant-change-me
+# DEEPSEEK_API_KEY=sk-change-me
+# DASHSCOPE_API_KEY=sk-change-me
+# MOONSHOT_API_KEY=sk-change-me
+# OPENROUTER_API_KEY=sk-or-change-me
+
 # OpenAI-compatible example (vLLM / LM Studio / One API / local gateway)
 # AI_PROVIDER=openai
 # AI_PROVIDER_API=openai-completions

aiprovider/Dockerfile

@@ -1,6 +1,12 @@
-FROM python:3.14-slim
+# syntax=docker/dockerfile:1.7
 
-COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+ARG PYTHON_IMAGE=python:3.14-slim
+ARG UV_IMAGE=ghcr.io/astral-sh/uv:latest
+
+FROM ${UV_IMAGE} AS uv
+FROM ${PYTHON_IMAGE}
+
+COPY --from=uv /uv /uvx /bin/
 
 WORKDIR /app
 
@@ -14,10 +20,14 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
     && rm -rf /var/lib/apt/lists/*
 
 COPY pyproject.toml uv.lock /app/
-RUN uv sync --frozen --no-dev
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --frozen --no-dev
 
-COPY . /app
+COPY aiprovider /app/aiprovider
 
 EXPOSE 8010
 
-CMD ["uv", "run", "--frozen", "--no-dev", "--project", "/app", "python", "-m", "uvicorn", "aiprovider.main:app", "--host", "0.0.0.0", "--port", "8010", "--reload"]
+HEALTHCHECK --interval=30s --timeout=5s --retries=3 \
+    CMD curl -fsS http://127.0.0.1:8010/health >/dev/null || exit 1
+
+CMD ["uv", "run", "--frozen", "--no-dev", "--project", "/app", "python", "-m", "uvicorn", "aiprovider.main:app", "--host", "0.0.0.0", "--port", "8010"]

aiprovider/main.py

@@ -37,8 +37,26 @@ def verify_service_token(x_provider_token: str | None = Header(default=None)) ->
         )
 
 
-def get_provider_service() -> ProviderService:
-    return ProviderService()
+def get_provider_service(
+    x_ai_provider: str | None = Header(default=None),
+    x_ai_provider_api: str | None = Header(default=None),
+    x_ai_base_url: str | None = Header(default=None),
+    x_ai_api_key: str | None = Header(default=None),
+    x_ai_model: str | None = Header(default=None),
+    x_ai_max_tokens: str | None = Header(default=None),
+    x_ai_anthropic_version: str | None = Header(default=None),
+) -> ProviderService:
+    overrides = {
+        "provider": x_ai_provider,
+        "provider_api": x_ai_provider_api,
+        "base_url": x_ai_base_url,
+        "api_key": x_ai_api_key,
+        "model": x_ai_model,
+        "anthropic_version": x_ai_anthropic_version,
+    }
+    if x_ai_max_tokens:
+        overrides["max_tokens"] = x_ai_max_tokens
+    return ProviderService({key: value for key, value in overrides.items() if value not in (None, "")})
 
 
 @app.get("/health")

aiprovider/provider_service.py

@@ -46,19 +46,22 @@ def _resolve_provider_api(provider: str, configured_api: str) -> str:
 
 
 class ProviderService:
-    def __init__(self) -> None:
-        self.provider = _normalize_provider(settings.AI_PROVIDER)
+    def __init__(self, overrides: dict[str, Any] | None = None) -> None:
+        overrides = overrides or {}
+        self.provider = _normalize_provider(overrides.get("provider") or settings.AI_PROVIDER)
         self.provider_api = _resolve_provider_api(
             self.provider,
-            _normalize_provider_api(settings.AI_PROVIDER_API),
+            _normalize_provider_api(overrides.get("provider_api") or settings.AI_PROVIDER_API),
         )
-        self.base_url = settings.AI_BASE_URL.rstrip("/")
-        self.api_key = settings.AI_API_KEY
-        self.default_model = settings.AI_MODEL
+        self.base_url = str(overrides.get("base_url") or settings.AI_BASE_URL).rstrip("/")
+        self.api_key = str(overrides.get("api_key") or settings.AI_API_KEY)
+        self.default_model = str(overrides.get("model") or settings.AI_MODEL)
         self.timeout = settings.AI_TIMEOUT_SECONDS
         self.http_retry_attempts = max(settings.AI_HTTP_RETRY_ATTEMPTS, 1)
-        self.max_tokens = settings.AI_MAX_TOKENS
-        self.anthropic_version = settings.AI_ANTHROPIC_VERSION
+        self.max_tokens = int(overrides.get("max_tokens") or settings.AI_MAX_TOKENS)
+        self.anthropic_version = str(
+            overrides.get("anthropic_version") or settings.AI_ANTHROPIC_VERSION
+        )
         self.system_prompt = settings.AI_ANALYSIS_SYSTEM_PROMPT
 
     def get_status(self) -> AIProviderStatusResponse:

backend/Dockerfile

@@ -1,6 +1,10 @@
-FROM python:3.14-slim
+ARG PYTHON_IMAGE=python:3.14-slim
+ARG UV_IMAGE=ghcr.io/astral-sh/uv:latest
 
-COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
+FROM ${UV_IMAGE} AS uv
+FROM ${PYTHON_IMAGE}
+
+COPY --from=uv /uv /uvx /bin/
 
 WORKDIR /app
 
@@ -8,6 +12,7 @@ ENV PYTHONDONTWRITEBYTECODE=1
 ENV PYTHONUNBUFFERED=1
 ENV UV_COMPILE_BYTECODE=1
 ENV UV_LINK_MODE=copy
+ENV PYTHONPATH=/app/backend
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
     curl \
@@ -21,4 +26,7 @@ COPY VERSION /app/VERSION
 
 EXPOSE 8000
 
-CMD ["uv", "run", "--frozen", "--no-dev", "--project", "/app", "python", "-m", "uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
+HEALTHCHECK --interval=30s --timeout=5s --retries=3 \
+    CMD curl -fsS http://127.0.0.1:8000/health >/dev/null || exit 1
+
+CMD ["uv", "run", "--frozen", "--no-dev", "--project", "/app", "python", "-m", "uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000"]

backend/app/api/main.py

@@ -5,15 +5,20 @@ from app.api.v1 import (
     users,
     datasource_config,
     datasources,
+    docs,
     tasks,
     dashboard,
-    websocket,
     alerts,
     settings,
     collected_data,
+    data_products,
+    layers,
     visualization,
+    vessel_aggregation,
+    vessels,
     bgp,
     news,
+    realtime_sources,
     system_control,
     tv,
 )
@@ -28,12 +33,22 @@ api_router.include_router(
 )
 api_router.include_router(datasources.router, prefix="/datasources", tags=["datasources"])
 api_router.include_router(collected_data.router, prefix="/collected", tags=["collected-data"])
+api_router.include_router(docs.router, prefix="/docs", tags=["docs"])
 api_router.include_router(tasks.router, prefix="/tasks", tags=["tasks"])
 api_router.include_router(dashboard.router, prefix="/dashboard", tags=["dashboard"])
 api_router.include_router(alerts.router, prefix="/alerts", tags=["alerts"])
 api_router.include_router(settings.router, prefix="/settings", tags=["settings"])
 api_router.include_router(system_control.router, prefix="/system", tags=["system"])
+api_router.include_router(data_products.router, prefix="/data-products", tags=["data-products"])
+api_router.include_router(layers.router, prefix="/layers", tags=["layers"])
 api_router.include_router(visualization.router, prefix="/visualization", tags=["visualization"])
+api_router.include_router(
+    vessel_aggregation.router,
+    prefix="/vessel-aggregation",
+    tags=["vessel-aggregation"],
+)
+api_router.include_router(vessels.router, prefix="/vessels", tags=["vessels"])
 api_router.include_router(bgp.router, prefix="/bgp", tags=["bgp"])
 api_router.include_router(tv.router, prefix="/tv", tags=["tv"])
 api_router.include_router(news.router, prefix="/news", tags=["news"])
+api_router.include_router(realtime_sources.router, prefix="/realtime-sources", tags=["realtime-sources"])

backend/app/api/v1/auth.py

@@ -1,26 +1,85 @@
-from datetime import timedelta
-
 from fastapi import APIRouter, Depends, HTTPException, status
 from fastapi.security import OAuth2PasswordRequestForm
 from sqlalchemy.ext.asyncio import AsyncSession
 from sqlalchemy import text
 
 from app.core.config import settings
+from app.core.logging import get_logger
 from app.core.security import (
     create_access_token,
     create_refresh_token,
-    blacklist_token,
     get_current_user,
+    get_password_hash,
     verify_password,
 )
 from app.db.session import get_db
 from app.models.user import User
 from app.schemas.token import Token
-from app.schemas.user import UserCreate, UserResponse
+from app.schemas.user import (
+    ForgotPasswordRequest,
+    ResendCodeRequest,
+    ResetPasswordRequest,
+    UserRegister,
+    UserResponse,
+    VerifyEmailRequest,
+)
+from app.services import otp
+from app.services.email import (
+    EmailError,
+    EmailNotConfiguredError,
+    send_verification_email,
+)
+
+logger = get_logger(__name__)
 
 router = APIRouter()
 
 
+def _token_response(user: User) -> dict:
+    access_token = create_access_token(data={"sub": user.id})
+    refresh = create_refresh_token(data={"sub": user.id})
+    expires_in = (
+        settings.ACCESS_TOKEN_EXPIRE_MINUTES * 60
+        if settings.ACCESS_TOKEN_EXPIRE_MINUTES > 0
+        else None
+    )
+    return {
+        "access_token": access_token,
+        "token_type": "bearer",
+        "expires_in": expires_in,
+        "refresh_token": refresh,
+        "user": {
+            "id": user.id,
+            "username": user.username,
+            "role": user.role,
+            "gatekeeper_groups": user.gatekeeper_groups or [],
+        },
+    }
+
+
+async def _load_user_by_email(db: AsyncSession, email: str) -> User | None:
+    result = await db.execute(
+        text(
+            "SELECT id, username, email, password_hash, role, is_active, gatekeeper_groups, email_verified "
+            "FROM users WHERE email = :email"
+        ),
+        {"email": email},
+    )
+    row = result.fetchone()
+    if row is None:
+        return None
+    user = User()
+    user.id = row[0]
+    user.username = row[1]
+    user.email = row[2]
+    user.password_hash = row[3]
+    user.role = row[4]
+    user.is_active = row[5]
+    user.gatekeeper_groups = row[6] or []
+    user.email_verified = bool(row[7])
+    return user
+
+
 @router.post("/login", response_model=Token)
 async def login(
     form_data: OAuth2PasswordRequestForm = Depends(),
@@ -28,7 +87,8 @@ async def login(
 ):
     result = await db.execute(
         text(
-            "SELECT id, username, email, password_hash, role, is_active FROM users WHERE username = :username"
+            "SELECT id, username, email, password_hash, role, is_active, gatekeeper_groups, email_verified "
+            "FROM users WHERE username = :username"
         ),
         {"username": form_data.username},
     )
@@ -46,6 +106,8 @@ async def login(
     user.password_hash = row[3]
     user.role = row[4]
     user.is_active = row[5]
+    user.gatekeeper_groups = row[6] or []
+    user.email_verified = bool(row[7])
 
     if not verify_password(form_data.password, user.password_hash):
         raise HTTPException(
@@ -57,24 +119,13 @@ async def login(
             status_code=status.HTTP_401_UNAUTHORIZED,
             detail="User is inactive",
         )
+    if not user.email_verified:
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail={"code": "EMAIL_NOT_VERIFIED", "email": user.email},
+        )
 
-    access_token = create_access_token(data={"sub": user.id})
-    refresh_token = create_refresh_token(data={"sub": user.id})
-
-    expires_in = None
-    if settings.ACCESS_TOKEN_EXPIRE_MINUTES > 0:
-        expires_in = settings.ACCESS_TOKEN_EXPIRE_MINUTES * 60
-
-    return {
-        "access_token": access_token,
-        "token_type": "bearer",
-        "expires_in": expires_in,
-        "user": {
-            "id": user.id,
-            "username": user.username,
-            "role": user.role,
-        },
-    }
+    return _token_response(user)
 
 
 @router.post("/refresh", response_model=Token)
@@ -95,6 +146,7 @@ async def refresh_token(
             "id": current_user.id,
             "username": current_user.username,
             "role": current_user.role,
+            "gatekeeper_groups": current_user.gatekeeper_groups or [],
         },
     }
 
@@ -111,6 +163,181 @@ async def get_me(current_user: User = Depends(get_current_user)):
         "username": current_user.username,
         "email": current_user.email,
         "role": current_user.role,
+        "gatekeeper_groups": current_user.gatekeeper_groups or [],
         "is_active": current_user.is_active,
+        "email_verified": getattr(current_user, "email_verified", True),
         "created_at": current_user.created_at,
     }
+
+
+async def _send_code_or_raise(db: AsyncSession, email: str, code: str, purpose: str) -> None:
+    try:
+        await send_verification_email(db, to=email, code=code, purpose=purpose)
+    except EmailNotConfiguredError as exc:
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except EmailError as exc:
+        logger.warning_event(
+            "SMTP send failed",
+            event="auth.email.send_failed",
+            context={"email": email, "purpose": purpose, "error": str(exc)},
+        )
+        raise HTTPException(
+            status_code=status.HTTP_502_BAD_GATEWAY,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+
+
+@router.post("/register", status_code=status.HTTP_201_CREATED)
+async def register(payload: UserRegister, db: AsyncSession = Depends(get_db)):
+    existing = await db.execute(
+        text("SELECT id, email_verified FROM users WHERE username = :u OR email = :e"),
+        {"u": payload.username, "e": payload.email},
+    )
+    row = existing.fetchone()
+    if row is not None:
+        raise HTTPException(
+            status_code=status.HTTP_409_CONFLICT,
+            detail={"code": "USER_ALREADY_EXISTS", "message": "Username or email already in use"},
+        )
+
+    user = User(
+        username=payload.username,
+        email=payload.email,
+        password_hash=get_password_hash(payload.password),
+        role="viewer",
+        is_active=True,
+        email_verified=False,
+    )
+    db.add(user)
+    await db.commit()
+
+    try:
+        code = otp.issue_code(payload.email, "register")
+    except otp.OtpResendRateLimited as exc:
+        raise HTTPException(
+            status_code=status.HTTP_429_TOO_MANY_REQUESTS,
+            detail={"code": exc.code, "retry_after_seconds": exc.retry_after_seconds},
+        ) from exc
+    await _send_code_or_raise(db, payload.email, code, "register")
+    return {"status": "pending_verification", "email": payload.email}
+
+
+@router.post("/verify-email", response_model=Token)
+async def verify_email(payload: VerifyEmailRequest, db: AsyncSession = Depends(get_db)):
+    user = await _load_user_by_email(db, payload.email)
+    if user is None:
+        raise HTTPException(
+            status_code=status.HTTP_404_NOT_FOUND,
+            detail={"code": "USER_NOT_FOUND"},
+        )
+    try:
+        otp.verify_code(payload.email, "register", payload.code)
+    except otp.OtpExpired as exc:
+        raise HTTPException(
+            status_code=status.HTTP_410_GONE,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except otp.OtpAttemptsExceeded as exc:
+        raise HTTPException(
+            status_code=status.HTTP_429_TOO_MANY_REQUESTS,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except otp.OtpInvalid as exc:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+
+    await db.execute(
+        text("UPDATE users SET email_verified = TRUE WHERE id = :id"),
+        {"id": user.id},
+    )
+    await db.commit()
+    user.email_verified = True
+    return _token_response(user)
+
+
+@router.post("/resend-code")
+async def resend_code(payload: ResendCodeRequest, db: AsyncSession = Depends(get_db)):
+    user = await _load_user_by_email(db, payload.email)
+    if user is None:
+        # Avoid email enumeration; pretend success.
+        return {"status": "ok"}
+    if payload.purpose == "register" and user.email_verified:
+        raise HTTPException(
+            status_code=status.HTTP_409_CONFLICT,
+            detail={"code": "ALREADY_VERIFIED"},
+        )
+    try:
+        code = otp.issue_code(payload.email, payload.purpose)
+    except otp.OtpResendRateLimited as exc:
+        raise HTTPException(
+            status_code=status.HTTP_429_TOO_MANY_REQUESTS,
+            detail={"code": exc.code, "retry_after_seconds": exc.retry_after_seconds},
+        ) from exc
+    await _send_code_or_raise(db, payload.email, code, payload.purpose)
+    return {"status": "ok"}
+
+
+@router.post("/forgot-password")
+async def forgot_password(payload: ForgotPasswordRequest, db: AsyncSession = Depends(get_db)):
+    user = await _load_user_by_email(db, payload.email)
+    if user is None:
+        # Don't leak whether an email is registered.
+        return {"status": "ok"}
+    try:
+        code = otp.issue_code(payload.email, "reset_password")
+    except otp.OtpResendRateLimited:
+        # Silently accept; the user can retry after the cooldown.
+        return {"status": "ok"}
+    try:
+        await send_verification_email(db, to=payload.email, code=code, purpose="reset_password")
+    except EmailNotConfiguredError as exc:
+        raise HTTPException(
+            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except EmailError as exc:
+        logger.warning_event(
+            "SMTP send failed",
+            event="auth.email.send_failed",
+            context={"email": payload.email, "purpose": "reset_password", "error": str(exc)},
+        )
+    return {"status": "ok"}
+
+
+@router.post("/reset-password")
+async def reset_password(payload: ResetPasswordRequest, db: AsyncSession = Depends(get_db)):
+    user = await _load_user_by_email(db, payload.email)
+    if user is None:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail={"code": "OTP_INVALID"},
+        )
+    try:
+        otp.verify_code(payload.email, "reset_password", payload.code)
+    except otp.OtpExpired as exc:
+        raise HTTPException(
+            status_code=status.HTTP_410_GONE,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except otp.OtpAttemptsExceeded as exc:
+        raise HTTPException(
+            status_code=status.HTTP_429_TOO_MANY_REQUESTS,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+    except otp.OtpInvalid as exc:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail={"code": exc.code, "message": str(exc)},
+        ) from exc
+
+    await db.execute(
+        text("UPDATE users SET password_hash = :p, email_verified = TRUE WHERE id = :id"),
+        {"p": get_password_hash(payload.new_password), "id": user.id},
+    )
+    await db.commit()
+    return {"status": "ok"}

backend/app/api/v1/bgp.py

@@ -5,13 +5,26 @@ from fastapi import APIRouter, Depends, HTTPException, Query
 from sqlalchemy import func, select
 from sqlalchemy.ext.asyncio import AsyncSession
 
+from pydantic import BaseModel
+
 from app.core.security import get_current_user
 from app.db.session import get_db
 from app.models.bgp_anomaly import BGPAnomaly
 from app.models.bgp_incident import BGPIncident
 from app.models.bgp_observation import BGPObservation
 from app.models.user import User
+from app.services.bgp_collector_locations import (
+    build_bgp_collector_location_query,
+    collect_bgp_collector_location_candidates,
+    get_bgp_collector_location_dict,
+)
 from app.services.bgp_collectors import build_bgp_collector_coverage
+from app.services.ai_client import get_ai_provider_client
+from app.api.v1.settings import get_web_search_client
+from app.services.location.llm_fallback import (
+    collect_llm_location_fallback_candidate,
+    collect_location_search_evidence,
+)
 
 router = APIRouter()
 
@@ -264,6 +277,119 @@ async def get_bgp_collector_summary(
     }
 
 
+class CollectBGPCollectorLocationRequest(BaseModel):
+    city: Optional[str] = None
+    country: Optional[str] = None
+    site: Optional[str] = None
+    operator: Optional[str] = None
+
+
+@router.post("/collectors/{collector_id}/collect-location")
+async def collect_bgp_collector_location(
+    collector_id: str,
+    payload: CollectBGPCollectorLocationRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Run the shared location pipeline for a BGP route collector.
+
+    Mirrors ``POST /api/v1/visualization/compute-centers/{source_id}/collect-location``.
+    Returns ranked candidates from source coordinates and Nominatim queries
+    built around the collector's stored context (IXP / city / country). Stored
+    collector locations provide context only; they are not emitted as
+    candidates.
+    """
+    if not collector_id or not collector_id.strip():
+        raise HTTPException(status_code=400, detail="collector_id is required")
+
+    legacy = get_bgp_collector_location_dict(collector_id) or {}
+    site = payload.site or legacy.get("matched_location_name")
+    city = payload.city or legacy.get("city")
+    country = payload.country or legacy.get("country")
+    operator = payload.operator or "RIPE NCC"
+
+    candidates, attempted_queries = collect_bgp_collector_location_candidates(
+        collector=collector_id,
+        site=site,
+        city=city,
+        country=country,
+        operator=operator,
+    )
+    llm_failure_reason = None
+    if not candidates:
+        query = build_bgp_collector_location_query(
+            collector=collector_id,
+            site=site,
+            city=city,
+            country=country,
+            operator=operator,
+        )
+        llm_result = None
+        try:
+            web_search_client = await get_web_search_client(db)
+            search_result = await collect_location_search_evidence(
+                web_search_client=web_search_client,
+                query=query,
+                entity_type="bgp_collector",
+            )
+            attempted_queries = [*attempted_queries, *search_result.attempted_queries]
+            if not search_result.evidence:
+                llm_failure_reason = search_result.failure_reason
+                raise RuntimeError(search_result.failure_reason or "no WebSearch evidence")
+            provider_client = await get_ai_provider_client(db)
+            llm_result = await collect_llm_location_fallback_candidate(
+                provider_client=provider_client,
+                query=query,
+                entity_type="bgp_collector",
+                attempted_queries=attempted_queries,
+                search_evidence=search_result.evidence,
+            )
+        except Exception as exc:
+            if llm_failure_reason is None:
+                llm_failure_reason = f"LLM location factcheck unavailable: {exc}"
+                attempted_queries = [
+                    *attempted_queries,
+                    f"llm_factcheck:bgp_collector:{collector_id or 'unknown'}",
+                ]
+        if llm_result is not None:
+            attempted_queries = [*attempted_queries, *llm_result.attempted_queries]
+            candidates = llm_result.candidates
+            llm_failure_reason = llm_result.failure_reason
+
+    context = {
+        "collector": collector_id,
+        "site": site,
+        "city": city,
+        "country": country,
+        "operator": operator,
+    }
+
+    if not candidates:
+        return {
+            "collector_id": collector_id,
+            "name": collector_id,
+            "success": False,
+            "failure_reason": (
+                "No source coordinates or online geocoding result reached"
+                " city-level precision for this collector."
+            ),
+            "candidates": [],
+            "attempted_queries": list(attempted_queries),
+            "llm_failure_reason": llm_failure_reason,
+            "context": context,
+        }
+
+    return {
+        "collector_id": collector_id,
+        "name": collector_id,
+        "success": True,
+        "candidates": [candidate.to_dict() for candidate in candidates],
+        "best_candidate": candidates[0].to_dict(),
+        "attempted_queries": list(attempted_queries),
+        "context": context,
+    }
+
+
 @router.get("/overview/summary")
 async def get_bgp_overview_summary(
     current_user: User = Depends(get_current_user),

backend/app/api/v1/data_products.py

@@ -0,0 +1,98 @@
+from datetime import UTC, datetime
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.api.v1.visualization import get_visualization_geo_summary
+from app.core.time import to_iso8601_utc
+from app.db.session import get_db
+
+router = APIRouter()
+
+PRODUCT_DEFINITIONS: dict[str, dict] = {
+    "vessels": {
+        "name": "船只",
+        "sources": ["aisstream_vessels", "barentswatch_vessels"],
+        "primary_stat_key": "vessel_count",
+        "stat_keys": ["vessel_count", "vessel_raw_unique_mmsi", "vessel_legacy_unique_mmsi"],
+    },
+    "cables": {
+        "name": "海底光缆",
+        "sources": [
+            "arcgis_cables",
+            "arcgis_landing_points",
+            "arcgis_cable_landing_relation",
+            "telegeography_cables",
+            "telegeography_landing",
+            "telegeography_systems",
+            "fao_landing_points",
+        ],
+        "primary_stat_key": "cable_count",
+        "stat_keys": ["cable_count", "landing_point_count"],
+    },
+    "satellites": {
+        "name": "卫星",
+        "sources": ["celestrak_tle", "spacetrack_tle"],
+        "primary_stat_key": "satellite_count",
+        "stat_keys": ["satellite_count"],
+    },
+    "bgp": {
+        "name": "BGP",
+        "sources": [
+            "ris_live_bgp",
+            "bgpstream_bgp",
+            "iptoasn_prefix_geo",
+            "opengeofeed_prefix_geo",
+            "nro_delegated_prefix_geo",
+        ],
+        "primary_stat_key": "bgp_event_count",
+        "stat_keys": ["bgp_event_count", "bgp_incident_count", "bgp_anomaly_count", "bgp_collector_count"],
+    },
+    "compute": {
+        "name": "算力",
+        "sources": ["top500", "epoch_ai_gpu"],
+        "primary_stat_key": "compute_center_count",
+        "stat_keys": ["compute_center_count", "supercomputer_count", "gpu_cluster_count"],
+    },
+}
+
+
+def _build_product_status(product_id: str, summary: dict) -> dict:
+    definition = PRODUCT_DEFINITIONS[product_id]
+    stats = summary.get("stats", {})
+    product_stats = {key: stats.get(key, 0) for key in definition["stat_keys"]}
+    total_count = int(product_stats.get(definition["primary_stat_key"]) or 0)
+    return {
+        "product_id": product_id,
+        "name": definition["name"],
+        "sources": definition["sources"],
+        "generated_at": summary.get("generated_at") or to_iso8601_utc(datetime.now(UTC)),
+        "total_count": total_count,
+        "stats": product_stats,
+        "build_state": "ready",
+        "stats_scope": "global",
+        "stats_freshness": "cached_or_indexed",
+    }
+
+
+@router.get("")
+async def list_data_products(db: AsyncSession = Depends(get_db)):
+    summary = await get_visualization_geo_summary(db)
+    return {
+        "generated_at": summary.get("generated_at"),
+        "data": [
+            _build_product_status(product_id, summary)
+            for product_id in PRODUCT_DEFINITIONS
+        ],
+    }
+
+
+@router.get("/{product_id}/status")
+async def get_data_product_status(
+    product_id: str,
+    db: AsyncSession = Depends(get_db),
+):
+    if product_id not in PRODUCT_DEFINITIONS:
+        raise HTTPException(status_code=404, detail="Unknown data product")
+    summary = await get_visualization_geo_summary(db)
+    return _build_product_status(product_id, summary)

backend/app/api/v1/datasource_config.py

@@ -1,20 +1,52 @@
 """DataSourceConfig API for user-defined data sources"""
 
-from typing import Optional
+from typing import Any, Optional
 from datetime import datetime
 import base64
-from fastapi import APIRouter, Depends, HTTPException, status
-from sqlalchemy import select, func
+import json
+import re
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy import delete, select, func
 from sqlalchemy.ext.asyncio import AsyncSession
 from pydantic import BaseModel, Field
 import httpx
 
+from app.core.target_schema_registry import get_target_schema, list_target_schemas
+from app.core.datasource_defaults import DEFAULT_DATASOURCES
 from app.db.session import get_db
 from app.models.user import User
 from app.models.datasource_config import DataSourceConfig
+from app.models.datasource_mapping import DataSourceMappingTemplate
+from app.models.collected_data import CollectedData
+from app.models.vessel import AISRawObservation, AISSourceHealth
 from app.core.security import get_current_user
 from app.core.cache import cache
 from app.core.time import to_iso8601_utc
+from app.schemas.ai import SituationalAnalysisRequest
+from app.services.ai_client import AIProviderClient, get_ai_provider_client
+from app.services.datasource_mapping import (
+    MappingError,
+    build_heuristic_mapping,
+    execute_mapping,
+    redact_for_llm,
+    stable_payload_hash,
+)
+from app.services.custom_datasource_runtime import (
+    CustomDatasourceRuntimeError,
+    fetch_rest_payload,
+    get_custom_stream_status,
+    run_mapped_rest_config,
+    run_mapped_websocket_config,
+    start_custom_stream,
+    stop_custom_stream,
+    test_websocket_config,
+)
+from app.services.datasource_connectivity import (
+    get_builtin_connection_status,
+    save_connectivity_success,
+    strip_connectivity_validation,
+    test_builtin_connectivity,
+)
 
 router = APIRouter()
 
@@ -22,7 +54,7 @@ router = APIRouter()
 class DataSourceConfigCreate(BaseModel):
     name: str = Field(..., min_length=1, max_length=100)
     description: Optional[str] = None
-    source_type: str = Field(..., description="http, api, database")
+    source_type: str = Field(..., description="rest, websocket, http, api, database")
     endpoint: str = Field(..., max_length=500)
     auth_type: str = Field(default="none", description="none, bearer, api_key, basic")
     auth_config: dict = Field(default={})
@@ -59,6 +91,70 @@ class DataSourceConfigResponse(BaseModel):
         from_attributes = True
 
 
+def _is_builtin_config_name(name: str | None) -> bool:
+    return bool(name and name in DEFAULT_DATASOURCES)
+
+
+async def _ensure_builtin_connection_verified(
+    db: AsyncSession,
+    config_data: DataSourceConfigCreate,
+) -> None:
+    if not _is_builtin_config_name(config_data.name):
+        return
+
+    status_result = await get_builtin_connection_status(
+        db,
+        config_data.name,
+        config_data.endpoint,
+        config_data.auth_type,
+        config_data.headers,
+        config_data.config,
+    )
+    if not status_result.get("connected"):
+        raise HTTPException(
+            status_code=400,
+            detail=status_result.get("message") or "请先完成连接验证，再保存内置采集器配置。",
+        )
+
+
+class CustomSampleRequest(BaseModel):
+    datasource_config_id: Optional[int] = None
+    config: Optional[DataSourceConfigCreate] = None
+    limit_bytes: int = Field(default=200000, ge=1000, le=1000000)
+
+
+class MappingProposeRequest(BaseModel):
+    sample_payload: Any
+    target_schema: str
+    use_ai: bool = True
+
+
+class MappingPreviewRequest(BaseModel):
+    sample_payload: Any
+    target_schema: str
+    mapping_json: dict
+    limit: int = Field(default=20, ge=1, le=100)
+
+
+class MappingTemplateCreate(BaseModel):
+    datasource_config_id: int
+    target_schema: str
+    mapping_json: dict
+    sample_payload: Any | None = None
+    sample_payload_hash: Optional[str] = None
+    validation_status: str = Field(default="draft", pattern="^(draft|valid|invalid)$")
+    is_active: bool = False
+
+
+class MappingTemplateUpdate(BaseModel):
+    target_schema: Optional[str] = None
+    mapping_json: Optional[dict] = None
+    sample_payload: Any | None = None
+    sample_payload_hash: Optional[str] = None
+    validation_status: Optional[str] = Field(default=None, pattern="^(draft|valid|invalid)$")
+    is_active: Optional[bool] = None
+
+
 async def test_endpoint(
     endpoint: str,
     auth_type: str,
@@ -96,6 +192,136 @@ async def test_endpoint(
         }
 
 
+def _build_request_headers(auth_type: str, auth_config: dict, headers: dict) -> dict[str, str]:
+    request_headers = {str(key): str(value) for key, value in (headers or {}).items()}
+    auth_type = str(auth_type or "none").lower()
+    auth_config = auth_config or {}
+
+    if auth_type == "bearer" and auth_config.get("token"):
+        request_headers["Authorization"] = f"Bearer {auth_config['token']}"
+    elif auth_type == "api_key" and auth_config.get("api_key"):
+        location = str(auth_config.get("in") or auth_config.get("location") or "header").lower()
+        if location != "query":
+            key_name = auth_config.get("key_name", "X-API-Key")
+            request_headers[str(key_name)] = str(auth_config["api_key"])
+    elif auth_type == "basic":
+        username = auth_config.get("username", "")
+        password = auth_config.get("password", "")
+        credentials = f"{username}:{password}"
+        encoded = base64.b64encode(credentials.encode()).decode()
+        request_headers["Authorization"] = f"Basic {encoded}"
+    return request_headers
+
+
+def _build_query_params(auth_type: str, auth_config: dict, config: dict) -> dict[str, Any]:
+    params = {}
+    candidate = (config or {}).get("params") or (config or {}).get("query_params")
+    if isinstance(candidate, dict):
+        params.update(candidate)
+
+    auth_type = str(auth_type or "none").lower()
+    auth_config = auth_config or {}
+    if auth_type == "api_key" and auth_config.get("api_key"):
+        location = str(auth_config.get("in") or auth_config.get("location") or "header").lower()
+        if location == "query":
+            key_name = auth_config.get("key_name") or auth_config.get("param_name") or "api_key"
+            params[str(key_name)] = auth_config["api_key"]
+    return params
+
+
+async def fetch_custom_sample_from_config(config: DataSourceConfig, limit_bytes: int) -> Any:
+    if str(config.source_type or "").lower() in {"websocket", "ws"}:
+        raise HTTPException(status_code=400, detail="WebSocket sources must use connection test or run-mapped stream.")
+    request_config = config.config or {}
+    method = str(request_config.get("method") or request_config.get("request_method") or "GET").upper()
+    if method not in {"GET", "POST"}:
+        raise HTTPException(status_code=400, detail="Only GET and POST sample requests are supported.")
+
+    headers = _build_request_headers(config.auth_type, config.auth_config or {}, config.headers or {})
+    params = _build_query_params(config.auth_type, config.auth_config or {}, request_config)
+    timeout = float(request_config.get("timeout", 30))
+    json_body = request_config.get("json_body")
+    if json_body is None and str(request_config.get("body_type") or "").lower() in {"json", ""}:
+        candidate = request_config.get("body")
+        if isinstance(candidate, (dict, list)):
+            json_body = candidate
+
+    async with httpx.AsyncClient(timeout=timeout, follow_redirects=True) as client:
+        response = await client.request(
+            method,
+            config.endpoint,
+            headers=headers,
+            params=params or None,
+            json=json_body,
+        )
+        response.raise_for_status()
+        content = response.content[:limit_bytes]
+        if "application/json" in response.headers.get("content-type", ""):
+            return json.loads(content.decode(response.encoding or "utf-8"))
+        return {"text": content.decode(response.encoding or "utf-8", errors="replace")}
+
+
+def _parse_mapping_from_ai_text(content: str) -> dict[str, Any] | None:
+    if not content:
+        return None
+
+    candidates = [content]
+    fenced = re.findall(r"```(?:json)?\s*(\{.*?\})\s*```", content, flags=re.DOTALL)
+    candidates = fenced + candidates
+    for candidate in candidates:
+        try:
+            parsed = json.loads(candidate)
+        except json.JSONDecodeError:
+            continue
+        if isinstance(parsed, dict) and isinstance(parsed.get("fields"), dict):
+            return parsed
+    return None
+
+
+async def _get_config_for_sample(
+    payload: CustomSampleRequest,
+    db: AsyncSession,
+) -> DataSourceConfig:
+    if payload.datasource_config_id is not None:
+        result = await db.execute(
+            select(DataSourceConfig).where(DataSourceConfig.id == payload.datasource_config_id)
+        )
+        config = result.scalar_one_or_none()
+        if not config:
+            raise HTTPException(status_code=404, detail="Configuration not found")
+        return config
+
+    if payload.config is None:
+        raise HTTPException(status_code=400, detail="datasource_config_id or config is required")
+
+    config_data = payload.config
+    return DataSourceConfig(
+        name=config_data.name,
+        description=config_data.description,
+        source_type=config_data.source_type,
+        endpoint=config_data.endpoint,
+        auth_type=config_data.auth_type,
+        auth_config=config_data.auth_config,
+        headers=config_data.headers,
+        config=config_data.config,
+    )
+
+
+def serialize_mapping_template(template: DataSourceMappingTemplate) -> dict[str, Any]:
+    return {
+        "id": template.id,
+        "datasource_config_id": template.datasource_config_id,
+        "target_schema": template.target_schema,
+        "mapping_json": template.mapping_json,
+        "sample_payload_hash": template.sample_payload_hash,
+        "validation_status": template.validation_status,
+        "version": template.version,
+        "is_active": template.is_active,
+        "created_at": to_iso8601_utc(template.created_at),
+        "updated_at": to_iso8601_utc(template.updated_at),
+    }
+
+
 @router.get("/configs")
 async def list_configs(
     active_only: bool = False,
@@ -105,7 +331,7 @@ async def list_configs(
     """List all user-defined data source configurations"""
     query = select(DataSourceConfig)
     if active_only:
-        query = query.where(DataSourceConfig.is_active == True)
+        query = query.where(DataSourceConfig.is_active)
     query = query.order_by(DataSourceConfig.created_at.desc())
 
     result = await db.execute(query)
@@ -132,6 +358,52 @@ async def list_configs(
     }
 
 
+@router.get("/configs/all")
+async def list_all_datasources(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """List all data sources: YAML defaults + DB overrides"""
+    from app.core.data_sources import COLLECTOR_URL_KEYS, get_data_sources_config
+
+    config = get_data_sources_config()
+
+    db_query = await db.execute(select(DataSourceConfig))
+    db_configs = {c.name: c for c in db_query.scalars().all()}
+
+    result = []
+    for name, yaml_key in COLLECTOR_URL_KEYS.items():
+        yaml_url = config.get_yaml_url(name)
+        db_config = db_configs.get(name)
+
+        result.append(
+            {
+                "name": name,
+                "default_url": yaml_url,
+                "endpoint": db_config.endpoint if db_config else yaml_url,
+                "is_overridden": db_config is not None and db_config.endpoint != yaml_url
+                if yaml_url
+                else db_config is not None,
+                "is_active": db_config.is_active if db_config else True,
+                "source_type": db_config.source_type if db_config else "http",
+                "auth_type": db_config.auth_type if db_config else "none",
+                "auth_configured": {
+                    "api_key": bool((db_config.auth_config or {}).get("api_key"))
+                    if db_config
+                    else False,
+                },
+                "headers": db_config.headers if db_config else {},
+                "config": strip_connectivity_validation(db_config.config if db_config else {}),
+                "config_id": db_config.id if db_config else None,
+                "description": db_config.description
+                if db_config
+                else f"Data source from YAML: {yaml_key}",
+            }
+        )
+
+    return {"total": len(result), "data": result}
+
+
 @router.get("/configs/{config_id}")
 async def get_config(
     config_id: int,
@@ -176,7 +448,7 @@ async def create_config(
         auth_type=config_data.auth_type,
         auth_config=config_data.auth_config,
         headers=config_data.headers,
-        config=config_data.config,
+        config=strip_connectivity_validation(config_data.config),
     )
 
     db.add(config)
@@ -208,6 +480,10 @@ async def update_config(
 
     update_data = config_data.model_dump(exclude_unset=True)
     for field, value in update_data.items():
+        if field == "config":
+            value = strip_connectivity_validation(value)
+        if field == "auth_config" and value == {} and (config.auth_config or {}):
+            continue
         setattr(config, field, value)
 
     await db.commit()
@@ -225,6 +501,8 @@ async def update_config(
 @router.delete("/configs/{config_id}")
 async def delete_config(
     config_id: int,
+    delete_mappings: bool = Query(False),
+    delete_source_data: bool = Query(False),
     current_user: User = Depends(get_current_user),
     db: AsyncSession = Depends(get_db),
 ):
@@ -235,12 +513,59 @@ async def delete_config(
     if not config:
         raise HTTPException(status_code=404, detail="Configuration not found")
 
+    deleted_mappings = 0
+    deleted_records = {
+        "collected_data": 0,
+        "ais_raw_observations": 0,
+        "ais_source_health": 0,
+    }
+
+    if delete_source_data:
+        collected_result = await db.execute(
+            delete(CollectedData).where(CollectedData.source == config.name)
+        )
+        raw_result = await db.execute(
+            delete(AISRawObservation).where(AISRawObservation.source == config.name)
+        )
+        health_result = await db.execute(
+            delete(AISSourceHealth).where(AISSourceHealth.source == config.name)
+        )
+        deleted_records = {
+            "collected_data": collected_result.rowcount or 0,
+            "ais_raw_observations": raw_result.rowcount or 0,
+            "ais_source_health": health_result.rowcount or 0,
+        }
+
+    if delete_mappings or delete_source_data:
+        mapping_result = await db.execute(
+            delete(DataSourceMappingTemplate).where(
+                DataSourceMappingTemplate.datasource_config_id == config_id
+            )
+        )
+        deleted_mappings = mapping_result.rowcount or 0
+
     await db.delete(config)
     await db.commit()
 
     cache.delete_pattern("datasource_configs:*")
 
-    return {"message": "Configuration deleted successfully"}
+    if delete_source_data and (config.config or {}).get("target_schema") == "vessel_ais":
+        from app.core.websocket.broadcaster import broadcaster
+
+        await broadcaster.broadcast_custom(
+            "vessels",
+            {
+                "action": "reload",
+                "source": config.name,
+                "reason": "custom_source_deleted",
+            },
+        )
+
+    return {
+        "message": "Configuration deleted successfully",
+        "deleted_mappings": deleted_mappings,
+        "deleted_records": deleted_records,
+    }
 
 
 @router.post("/configs/{config_id}/test")
@@ -257,6 +582,8 @@ async def test_config(
         raise HTTPException(status_code=404, detail="Configuration not found")
 
     try:
+        if str(config.source_type or "").lower() in {"websocket", "ws"}:
+            return await test_websocket_config(config)
         result = await test_endpoint(
             endpoint=config.endpoint,
             auth_type=config.auth_type,
@@ -287,6 +614,18 @@ async def test_new_config(
 ):
     """Test a new data source configuration without saving"""
     try:
+        if str(config_data.source_type or "").lower() in {"websocket", "ws"}:
+            config = DataSourceConfig(
+                name=config_data.name,
+                description=config_data.description,
+                source_type=config_data.source_type,
+                endpoint=config_data.endpoint,
+                auth_type=config_data.auth_type,
+                auth_config=config_data.auth_config,
+                headers=config_data.headers,
+                config=config_data.config,
+            )
+            return await test_websocket_config(config)
         result = await test_endpoint(
             endpoint=config_data.endpoint,
             auth_type=config_data.auth_type,
@@ -310,38 +649,363 @@ async def test_new_config(
         }
 
 
-@router.get("/configs/all")
-async def list_all_datasources(
+@router.post("/configs/builtin/connection-status")
+async def get_builtin_config_connection_status(
+    config_data: DataSourceConfigCreate,
     current_user: User = Depends(get_current_user),
     db: AsyncSession = Depends(get_db),
 ):
-    """List all data sources: YAML defaults + DB overrides"""
-    from app.core.data_sources import COLLECTOR_URL_KEYS, get_data_sources_config
+    if not _is_builtin_config_name(config_data.name):
+        raise HTTPException(status_code=400, detail="Only built-in datasource configs are supported.")
 
-    config = get_data_sources_config()
+    return await get_builtin_connection_status(
+        db,
+        config_data.name,
+        config_data.endpoint,
+        config_data.auth_type,
+        config_data.headers,
+        config_data.config,
+    )
 
-    db_query = await db.execute(select(DataSourceConfig))
-    db_configs = {c.name: c for c in db_query.scalars().all()}
 
-    result = []
-    for name, yaml_key in COLLECTOR_URL_KEYS.items():
-        yaml_url = config.get_yaml_url(name)
-        db_config = db_configs.get(name)
+@router.post("/configs/builtin/connect")
+async def connect_builtin_config(
+    config_data: DataSourceConfigCreate,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    if not _is_builtin_config_name(config_data.name):
+        raise HTTPException(status_code=400, detail="Only built-in datasource configs are supported.")
 
-        result.append(
+    result = await test_builtin_connectivity(
+        config_data.name,
+        config_data.endpoint,
+        config_data.auth_type,
+        config_data.headers,
+        config_data.config,
+        db,
+        config_data.auth_config,
+    )
+    if result.get("success") and result.get("checksum"):
+        validation = await save_connectivity_success(
+            db,
+            config_data.name,
+            result["checksum"],
+            result,
+            connected_by="connection_button",
+        )
+        await db.commit()
+        return {
+            **result,
+            "connected": True,
+            "validation": validation,
+        }
+
+    return {
+        **result,
+        "connected": False,
+    }
+
+
+@router.post("/custom/sample")
+async def fetch_custom_sample(
+    payload: CustomSampleRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Fetch a sample payload for a saved or draft custom data source."""
+    config = await _get_config_for_sample(payload, db)
+    try:
+        sample = await fetch_custom_sample_from_config(config, payload.limit_bytes)
+    except httpx.HTTPStatusError as exc:
+        raise HTTPException(
+            status_code=exc.response.status_code,
+            detail=f"Sample request failed: HTTP {exc.response.status_code}",
+        ) from exc
+    except httpx.HTTPError as exc:
+        raise HTTPException(status_code=502, detail=f"Sample request failed: {exc}") from exc
+
+    return {
+        "success": True,
+        "sample_payload": sample,
+        "sample_payload_hash": stable_payload_hash(sample),
+        "redacted_preview": redact_for_llm(sample),
+    }
+
+
+@router.get("/target-schemas")
+async def get_datasource_target_schemas(
+    current_user: User = Depends(get_current_user),
+):
+    """List target schemas available for custom datasource mapping."""
+    return {"data": list_target_schemas()}
+
+
+@router.post("/mappings/propose")
+async def propose_datasource_mapping(
+    payload: MappingProposeRequest,
+    current_user: User = Depends(get_current_user),
+    ai_client: AIProviderClient = Depends(get_ai_provider_client),
+):
+    """Generate a mapping draft for a sample payload and target schema."""
+    schema = get_target_schema(payload.target_schema)
+    redacted_sample = redact_for_llm(payload.sample_payload)
+    fallback_mapping = build_heuristic_mapping(redacted_sample, payload.target_schema)
+
+    ai_error: str | None = None
+    mapping = fallback_mapping
+    generated_by = "heuristic"
+    if payload.use_ai:
+        try:
+            response = await ai_client.analyze(
+                SituationalAnalysisRequest(
+                    title=f"Generate datasource mapping for {schema.key}",
+                    objective=(
+                        "Return only JSON for a deterministic mapping DSL. "
+                        "The JSON must contain source.items_path and fields. "
+                        "Do not include prose or code."
+                    ),
+                    context={
+                        "target_schema": schema.to_dict(),
+                        "sample_payload": redacted_sample,
+                        "mapping_dsl_example": fallback_mapping,
+                    },
+                    observations=[
+                        "Use JSONPath-like paths beginning with $.",
+                        "Never generate executable code.",
+                        "Use field types from the target schema.",
+                    ],
+                    constraints=[
+                        "Return a single JSON object.",
+                        "Do not include credentials or secrets.",
+                        "Mark uncertain optional fields with default null.",
+                    ],
+                )
+            )
+            parsed = _parse_mapping_from_ai_text(response.content)
+            if parsed:
+                mapping = parsed
+                generated_by = "ai_provider"
+            else:
+                ai_error = "AI provider did not return a valid mapping JSON object."
+        except HTTPException as exc:
+            ai_error = str(exc.detail)
+
+    mapping.setdefault("meta", {})
+    if isinstance(mapping["meta"], dict):
+        mapping["meta"].update(
             {
-                "name": name,
-                "default_url": yaml_url,
-                "endpoint": db_config.endpoint if db_config else yaml_url,
-                "is_overridden": db_config is not None and db_config.endpoint != yaml_url
-                if yaml_url
-                else db_config is not None,
-                "is_active": db_config.is_active if db_config else True,
-                "source_type": db_config.source_type if db_config else "http",
-                "description": db_config.description
-                if db_config
-                else f"Data source from YAML: {yaml_key}",
+                "generated_by": generated_by,
+                "requires_review": True,
+                "ai_error": ai_error,
             }
         )
 
-    return {"total": len(result), "data": result}
+    return {
+        "target_schema": schema.to_dict(),
+        "mapping_json": mapping,
+        "sample_payload_hash": stable_payload_hash(payload.sample_payload),
+        "redacted_sample_payload": redacted_sample,
+    }
+
+
+@router.post("/mappings/preview")
+async def preview_datasource_mapping(
+    payload: MappingPreviewRequest,
+    current_user: User = Depends(get_current_user),
+):
+    """Preview deterministic mapping output for a sample payload."""
+    try:
+        preview = execute_mapping(
+            payload.sample_payload,
+            payload.mapping_json,
+            payload.target_schema,
+            limit=payload.limit,
+        )
+    except (MappingError, ValueError) as exc:
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+
+    return {
+        "success": preview["failed_count"] == 0,
+        "preview": preview,
+        "sample_payload_hash": stable_payload_hash(payload.sample_payload),
+    }
+
+
+@router.get("/mappings")
+async def list_datasource_mappings(
+    datasource_config_id: Optional[int] = None,
+    active_only: bool = False,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """List saved mapping templates."""
+    query = select(DataSourceMappingTemplate).order_by(
+        DataSourceMappingTemplate.datasource_config_id,
+        DataSourceMappingTemplate.version.desc(),
+    )
+    if datasource_config_id is not None:
+        query = query.where(DataSourceMappingTemplate.datasource_config_id == datasource_config_id)
+    if active_only:
+        query = query.where(DataSourceMappingTemplate.is_active.is_(True))
+
+    result = await db.execute(query)
+    mappings = result.scalars().all()
+    return {"total": len(mappings), "data": [serialize_mapping_template(item) for item in mappings]}
+
+
+@router.post("/mappings")
+async def create_datasource_mapping(
+    payload: MappingTemplateCreate,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Save a mapping template for a datasource config."""
+    get_target_schema(payload.target_schema)
+    datasource = await db.get(DataSourceConfig, payload.datasource_config_id)
+    if not datasource:
+        raise HTTPException(status_code=404, detail="Configuration not found")
+
+    if payload.sample_payload is not None:
+        try:
+            execute_mapping(payload.sample_payload, payload.mapping_json, payload.target_schema, limit=100)
+        except (MappingError, ValueError) as exc:
+            raise HTTPException(status_code=400, detail=f"Mapping validation failed: {exc}") from exc
+
+    result = await db.execute(
+        select(func.max(DataSourceMappingTemplate.version)).where(
+            DataSourceMappingTemplate.datasource_config_id == payload.datasource_config_id,
+            DataSourceMappingTemplate.target_schema == payload.target_schema,
+        )
+    )
+    next_version = int(result.scalar() or 0) + 1
+
+    if payload.is_active:
+        await db.execute(
+            DataSourceMappingTemplate.__table__.update()
+            .where(DataSourceMappingTemplate.datasource_config_id == payload.datasource_config_id)
+            .values(is_active=False)
+        )
+
+    template = DataSourceMappingTemplate(
+        datasource_config_id=payload.datasource_config_id,
+        target_schema=payload.target_schema,
+        mapping_json=payload.mapping_json,
+        sample_payload_hash=payload.sample_payload_hash
+        or (stable_payload_hash(payload.sample_payload) if payload.sample_payload is not None else None),
+        validation_status=payload.validation_status,
+        version=next_version,
+        is_active=payload.is_active,
+    )
+    db.add(template)
+    await db.commit()
+    await db.refresh(template)
+    return {"message": "Mapping template saved successfully", "data": serialize_mapping_template(template)}
+
+
+@router.put("/mappings/{mapping_id}")
+async def update_datasource_mapping(
+    mapping_id: int,
+    payload: MappingTemplateUpdate,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Update a mapping template in place."""
+    template = await db.get(DataSourceMappingTemplate, mapping_id)
+    if not template:
+        raise HTTPException(status_code=404, detail="Mapping template not found")
+
+    target_schema = payload.target_schema or template.target_schema
+    mapping_json = payload.mapping_json or template.mapping_json
+    get_target_schema(target_schema)
+    if payload.sample_payload is not None:
+        try:
+            execute_mapping(payload.sample_payload, mapping_json, target_schema, limit=100)
+        except (MappingError, ValueError) as exc:
+            raise HTTPException(status_code=400, detail=f"Mapping validation failed: {exc}") from exc
+
+    if payload.is_active is True:
+        await db.execute(
+            DataSourceMappingTemplate.__table__.update()
+            .where(DataSourceMappingTemplate.datasource_config_id == template.datasource_config_id)
+            .where(DataSourceMappingTemplate.id != template.id)
+            .values(is_active=False)
+        )
+
+    template.target_schema = target_schema
+    template.mapping_json = mapping_json
+    if payload.sample_payload_hash is not None:
+        template.sample_payload_hash = payload.sample_payload_hash
+    elif payload.sample_payload is not None:
+        template.sample_payload_hash = stable_payload_hash(payload.sample_payload)
+    if payload.validation_status is not None:
+        template.validation_status = payload.validation_status
+    if payload.is_active is not None:
+        template.is_active = payload.is_active
+
+    await db.commit()
+    await db.refresh(template)
+    return {"message": "Mapping template updated successfully", "data": serialize_mapping_template(template)}
+
+
+@router.post("/{config_id}/run-mapped")
+async def run_mapped_datasource(
+    config_id: int,
+    background: bool = Query(False, description="For WebSocket sources, start a background stream task."),
+    debug_max_messages: int | None = Query(None, ge=1),
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Run a saved custom datasource through its active deterministic mapping."""
+    datasource = await db.get(DataSourceConfig, config_id)
+    if not datasource:
+        raise HTTPException(status_code=404, detail="Configuration not found")
+
+    try:
+        if str(datasource.source_type or "").lower() in {"websocket", "ws"}:
+            if background and debug_max_messages is None:
+                started = start_custom_stream(config_id)
+                if not started:
+                    raise HTTPException(status_code=409, detail="Custom WebSocket source is already running")
+                return {
+                    "status": "started",
+                    "datasource_config_id": config_id,
+                    "stream": get_custom_stream_status(config_id),
+                }
+            return await run_mapped_websocket_config(
+                db,
+                datasource,
+                debug_max_messages=debug_max_messages,
+            )
+
+        return await run_mapped_rest_config(db, datasource)
+    except httpx.HTTPStatusError as exc:
+        raise HTTPException(
+            status_code=exc.response.status_code,
+            detail=f"Datasource request failed: HTTP {exc.response.status_code}",
+        ) from exc
+    except httpx.HTTPError as exc:
+        raise HTTPException(status_code=502, detail=f"Datasource request failed: {exc}") from exc
+    except (CustomDatasourceRuntimeError, MappingError, ValueError) as exc:
+        raise HTTPException(status_code=400, detail=f"Mapping failed: {exc}") from exc
+
+
+@router.post("/{config_id}/stop-mapped")
+async def stop_mapped_datasource(
+    config_id: int,
+    current_user: User = Depends(get_current_user),
+):
+    stopped = await stop_custom_stream(config_id)
+    return {
+        "status": "stopped" if stopped else "not_running",
+        "datasource_config_id": config_id,
+        "stream": get_custom_stream_status(config_id),
+    }
+
+
+@router.get("/{config_id}/stream-status")
+async def get_mapped_stream_status(
+    config_id: int,
+    current_user: User = Depends(get_current_user),
+):
+    return get_custom_stream_status(config_id)

backend/app/api/v1/datasources.py

@@ -3,12 +3,14 @@ from datetime import datetime, timedelta, timezone
 from typing import Optional
 
 from fastapi import APIRouter, Depends, HTTPException, Query
-from sqlalchemy import func, select, text
+from pydantic import BaseModel, Field
+from sqlalchemy import func, or_, select, text
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from app.core.time import to_iso8601_utc
 from app.core.security import get_current_user
 from app.core.data_sources import get_data_sources_config
+from app.core.datasource_defaults import DEFAULT_DATASOURCES
 from app.db.session import get_db
 from app.models.collected_data import CollectedData
 from app.models.data_snapshot import DataSnapshot
@@ -16,6 +18,8 @@ from app.models.datasource import DataSource
 from app.models.datasource_config import DataSourceConfig
 from app.models.task import CollectionTask
 from app.models.user import User
+from app.models.vessel import AISRawObservation
+from app.services.vessel_ais_aggregation import VESSEL_AIS_SCHEMA
 from app.services.scheduler import (
     cancel_running_collector_now,
     get_latest_task_id_for_datasource,
@@ -26,6 +30,29 @@ from app.services.scheduler import (
 router = APIRouter()
 STALE_RUNNING_TASK_TIMEOUT_MINUTES = 90
 
+PRODUCT_SOURCE_KEYWORDS: tuple[tuple[str, tuple[str, ...]], ...] = (
+    ("vessels", ("vessel", "ais")),
+    ("cables", ("cable", "landing", "telegeography", "arcgis", "fao")),
+    ("satellites", ("tle", "satellite", "spacetrack", "celestrak")),
+    ("bgp", ("bgp", "asn", "prefix_geo", "opengeofeed", "nro")),
+    ("compute", ("top500", "gpu", "supercomputer", "compute")),
+    ("ai", ("huggingface", "epoch_ai")),
+    ("media", ("news", "tv", "live_stream")),
+)
+
+
+class DatasourceBatchTriggerRequest(BaseModel):
+    source_ids: list[int] = Field(default_factory=list)
+    force: bool = False
+    module: Optional[str] = None
+    product: Optional[str] = None
+    is_active: Optional[bool] = None
+    priority: Optional[str] = None
+    run_status: Optional[str] = None
+    collected: Optional[bool] = None
+    credential_status: Optional[str] = None
+    q: Optional[str] = None
+
 
 def format_frequency_label(minutes: int) -> str:
     if minutes % 1440 == 0:
@@ -35,6 +62,31 @@ def format_frequency_label(minutes: int) -> str:
     return f"{minutes}m"
 
 
+def datasource_metadata(source: str) -> dict:
+    info = DEFAULT_DATASOURCES.get(source, {})
+    return {
+        "display_name": info.get("display_name") or info.get("name") or source,
+        "is_free": bool(info.get("is_free", True)),
+        "requires_credentials": bool(info.get("requires_credentials", False)),
+        "credential_provider": info.get("credential_provider"),
+        "credential_status": info.get("credential_status", "none"),
+    }
+
+
+def datasource_product_key(datasource: DataSource) -> str:
+    haystack = " ".join(
+        [
+            datasource.source or "",
+            datasource.name or "",
+            datasource.collector_class or "",
+        ]
+    ).lower()
+    for product, keywords in PRODUCT_SOURCE_KEYWORDS:
+        if any(keyword in haystack for keyword in keywords):
+            return product
+    return "other"
+
+
 def is_due_for_collection(datasource: DataSource, now: datetime) -> bool:
     if datasource.last_run_at is None:
         return True
@@ -72,31 +124,6 @@ async def _load_latest_running_tasks(
     return {task.datasource_id: task for task in result.scalars().all()}
 
 
-async def _load_latest_completed_tasks(
-    db: AsyncSession,
-    datasource_ids: list[int],
-) -> dict[int, CollectionTask]:
-    if not datasource_ids:
-        return {}
-
-    ranked_tasks = (
-        select(
-            CollectionTask.id.label("task_id"),
-            _task_rank_column(CollectionTask.completed_at),
-        )
-        .where(CollectionTask.datasource_id.in_(datasource_ids))
-        .where(CollectionTask.completed_at.isnot(None))
-        .where(CollectionTask.status.in_(("success", "failed", "cancelled")))
-        .subquery()
-    )
-    result = await db.execute(
-        select(CollectionTask)
-        .join(ranked_tasks, CollectionTask.id == ranked_tasks.c.task_id)
-        .where(ranked_tasks.c.row_num == 1)
-    )
-    return {task.datasource_id: task for task in result.scalars().all()}
-
-
 async def _load_latest_task_ids(
     db: AsyncSession,
     datasource_ids: list[int],
@@ -123,7 +150,7 @@ async def _load_latest_task_ids(
     return {datasource_id: task_id for datasource_id, task_id in result.all()}
 
 
-async def _load_datasource_data_counts(
+async def _load_collected_record_counts(
     db: AsyncSession,
     sources: list[str],
 ) -> dict[str, int]:
@@ -133,9 +160,29 @@ async def _load_datasource_data_counts(
     result = await db.execute(
         select(CollectedData.source, func.count(CollectedData.id))
         .where(CollectedData.source.in_(sources))
+        .where(CollectedData.is_current.is_(True))
         .group_by(CollectedData.source)
     )
-    return {source: count for source, count in result.all()}
+    counts = {source: int(count or 0) for source, count in result.all()}
+
+    vessel_sources = [
+        source
+        for source in sources
+        if datasource_metadata(source)["credential_provider"] in {"aisstream", "barentswatch"}
+        or "vessel" in source
+        or "ais" in source
+    ]
+    if vessel_sources:
+        raw_result = await db.execute(
+            select(AISRawObservation.source, func.count(AISRawObservation.id))
+            .where(AISRawObservation.target_schema == VESSEL_AIS_SCHEMA)
+            .where(AISRawObservation.source.in_(vessel_sources))
+            .group_by(AISRawObservation.source)
+        )
+        for source, count in raw_result.all():
+            counts[source] = max(counts.get(source, 0), int(count or 0))
+
+    return counts
 
 
 async def _load_datasource_endpoint_overrides(
@@ -161,7 +208,7 @@ async def _load_datasource_endpoint_overrides(
 async def _load_datasource_list_context(
     db: AsyncSession,
     datasources: list[DataSource],
-) -> tuple[dict[int, CollectionTask], dict[int, CollectionTask], dict[str, int], dict[str, str]]:
+) -> tuple[dict[int, CollectionTask], dict[str, str]]:
     datasource_ids = [datasource.id for datasource in datasources]
     sources = [datasource.source for datasource in datasources]
 
@@ -185,10 +232,194 @@ async def _load_datasource_list_context(
     if stale_datasource_ids:
         running_tasks = await _load_latest_running_tasks(db, datasource_ids)
 
-    completed_tasks = await _load_latest_completed_tasks(db, datasource_ids)
-    data_counts = await _load_datasource_data_counts(db, sources)
     endpoint_overrides = await _load_datasource_endpoint_overrides(db, sources)
-    return running_tasks, completed_tasks, data_counts, endpoint_overrides
+    return running_tasks, endpoint_overrides
+
+
+def _apply_datasource_query_filters(
+    query,
+    *,
+    module: Optional[str] = None,
+    is_active: Optional[bool] = None,
+    priority: Optional[str] = None,
+    run_status: Optional[str] = None,
+    q: Optional[str] = None,
+) -> object:
+    if module:
+        query = query.where(DataSource.module == module)
+    if is_active is not None:
+        query = query.where(DataSource.is_active == is_active)
+    if priority:
+        query = query.where(DataSource.priority == priority)
+    if run_status and run_status not in {"running", "collected", "uncollected"}:
+        if run_status == "not_run":
+            query = query.where(DataSource.last_status.is_(None))
+        else:
+            query = query.where(DataSource.last_status == run_status)
+    if q:
+        like_value = f"%{q.strip()}%"
+        query = query.where(
+            or_(
+                DataSource.name.ilike(like_value),
+                DataSource.source.ilike(like_value),
+                DataSource.collector_class.ilike(like_value),
+            )
+        )
+    return query
+
+
+def _filter_datasources_in_memory(
+    datasources: list[DataSource],
+    *,
+    running_tasks: dict[int, CollectionTask],
+    record_counts: dict[str, int],
+    product: Optional[str] = None,
+    run_status: Optional[str] = None,
+    collected: Optional[bool] = None,
+    credential_status: Optional[str] = None,
+) -> list[DataSource]:
+    filtered: list[DataSource] = []
+    for datasource in datasources:
+        record_count = record_counts.get(datasource.source, 0)
+        if product and datasource_product_key(datasource) != product:
+            continue
+        if collected is not None and (record_count > 0) != collected:
+            continue
+        if credential_status:
+            metadata = datasource_metadata(datasource.source)
+            if metadata["credential_status"] != credential_status:
+                continue
+        if run_status == "running" and datasource.id not in running_tasks:
+            continue
+        if run_status == "collected" and record_count <= 0:
+            continue
+        if run_status == "uncollected" and record_count > 0:
+            continue
+        filtered.append(datasource)
+    return filtered
+
+
+async def _trigger_datasource_batch(
+    db: AsyncSession,
+    datasources: list[DataSource],
+    *,
+    force: bool,
+) -> dict:
+    if not datasources:
+        return {
+            "status": "noop",
+            "message": "No matching data sources to trigger",
+            "force": force,
+            "triggered": [],
+            "skipped": [],
+            "failed": [],
+        }
+
+    previous_task_ids: dict[int, Optional[int]] = {}
+    triggered_sources: list[dict] = []
+    skipped_sources: list[dict] = []
+    failed_sources: list[dict] = []
+    now = datetime.now(timezone.utc)
+    running_tasks = await _load_latest_running_tasks(
+        db,
+        [datasource.id for datasource in datasources],
+    )
+
+    for datasource in datasources:
+        if not datasource.is_active:
+            skipped_sources.append(
+                {
+                    "id": datasource.id,
+                    "source": datasource.source,
+                    "name": datasource.name,
+                    "reason": "disabled",
+                }
+            )
+            continue
+
+        running_task = running_tasks.get(datasource.id)
+        if running_task is not None:
+            if not force:
+                skipped_sources.append(
+                    {
+                        "id": datasource.id,
+                        "source": datasource.source,
+                        "name": datasource.name,
+                        "reason": "already_running",
+                        "task_id": running_task.id,
+                    }
+                )
+                continue
+            cancelled = await cancel_running_collector_now(datasource.source)
+            if not cancelled:
+                await rollback_orphaned_running_task(db, datasource, running_task)
+
+        if not force and not is_due_for_collection(datasource, now):
+            skipped_sources.append(
+                {
+                    "id": datasource.id,
+                    "source": datasource.source,
+                    "name": datasource.name,
+                    "reason": "within_frequency_window",
+                    "last_run_at": to_iso8601_utc(datasource.last_run_at),
+                    "next_run_at": to_iso8601_utc(
+                        datasource.last_run_at + timedelta(minutes=datasource.frequency_minutes)
+                    ),
+                }
+            )
+            continue
+
+        previous_task_ids[datasource.id] = None
+        success = run_collector_now(datasource.source)
+        if not success:
+            failed_sources.append(
+                {
+                    "id": datasource.id,
+                    "source": datasource.source,
+                    "name": datasource.name,
+                    "reason": "trigger_failed",
+                }
+            )
+            continue
+
+        triggered_sources.append(
+            {
+                "id": datasource.id,
+                "source": datasource.source,
+                "name": datasource.name,
+                "task_id": None,
+            }
+        )
+
+    latest_task_ids = await _load_latest_task_ids(
+        db,
+        [datasource.id for datasource in datasources],
+    )
+    for datasource_id in previous_task_ids:
+        previous_task_ids[datasource_id] = latest_task_ids.get(datasource_id)
+
+    for _ in range(20):
+        await asyncio.sleep(0.1)
+        pending = [item for item in triggered_sources if item["task_id"] is None]
+        if not pending:
+            break
+        latest_task_ids = await _load_latest_task_ids(
+            db,
+            [item["id"] for item in pending],
+        )
+        for item in pending:
+            task_id = latest_task_ids.get(item["id"])
+            if task_id is not None and task_id != previous_task_ids.get(item["id"]):
+                item["task_id"] = task_id
+
+    return {
+        "status": "triggered" if triggered_sources else "partial",
+        "message": f"Triggered {len(triggered_sources)} data sources",
+        "force": force,
+        "triggered": triggered_sources,
+        "skipped": skipped_sources,
+        "failed": failed_sources,
+    }
 
 
 async def get_datasource_record(db: AsyncSession, source_id: str) -> Optional[DataSource]:
@@ -385,43 +616,54 @@ async def list_datasources(
     module: Optional[str] = None,
     is_active: Optional[bool] = None,
     priority: Optional[str] = None,
+    product: Optional[str] = None,
+    run_status: Optional[str] = None,
+    collected: Optional[bool] = None,
+    credential_status: Optional[str] = None,
+    q: Optional[str] = None,
     current_user: User = Depends(get_current_user),
     db: AsyncSession = Depends(get_db),
 ):
     query = select(DataSource).order_by(DataSource.module, DataSource.id)
-    if module:
-        query = query.where(DataSource.module == module)
-    if is_active is not None:
-        query = query.where(DataSource.is_active == is_active)
-    if priority:
-        query = query.where(DataSource.priority == priority)
+    query = _apply_datasource_query_filters(
+        query,
+        module=module,
+        is_active=is_active,
+        priority=priority,
+        run_status=run_status,
+        q=q,
+    )
 
     result = await db.execute(query)
     datasources = result.scalars().all()
 
     collector_list = []
     config = get_data_sources_config()
-    running_tasks, completed_tasks, data_counts, endpoint_overrides = await _load_datasource_list_context(
-        db,
+    running_tasks, endpoint_overrides = await _load_datasource_list_context(db, datasources)
+    record_counts = await _load_collected_record_counts(db, [datasource.source for datasource in datasources])
+    datasources = _filter_datasources_in_memory(
         datasources,
+        running_tasks=running_tasks,
+        record_counts=record_counts,
+        product=product,
+        run_status=run_status,
+        collected=collected,
+        credential_status=credential_status,
     )
     for datasource in datasources:
         running_task = running_tasks.get(datasource.id)
-        last_task = completed_tasks.get(datasource.id)
-        endpoint = endpoint_overrides.get(datasource.source) or config.get_yaml_url(
-            datasource.source,
-        )
-        data_count = data_counts.get(datasource.source, 0)
-
-        last_run_at = datasource.last_run_at or (last_task.completed_at if last_task else None)
-        last_run = to_iso8601_utc(last_run_at)
-        last_status = datasource.last_status or (last_task.status if last_task else None)
+        endpoint = endpoint_overrides.get(datasource.source) or config.get_yaml_url(datasource.source)
+        last_run_at = datasource.last_run_at
+        last_status = datasource.last_status
+        collected_records = record_counts.get(datasource.source, 0)
 
         collector_list.append(
             {
                 "id": datasource.id,
                 "source": datasource.source,
                 "name": datasource.name,
+                **datasource_metadata(datasource.source),
+                "product": datasource_product_key(datasource),
                 "module": datasource.module,
                 "priority": datasource.priority,
                 "frequency": format_frequency_label(datasource.frequency_minutes),
@@ -429,17 +671,22 @@ async def list_datasources(
                 "is_active": datasource.is_active,
                 "collector_class": datasource.collector_class,
                 "endpoint": endpoint,
-                "last_run": last_run,
+                "last_run": to_iso8601_utc(last_run_at),
                 "last_run_at": to_iso8601_utc(last_run_at),
                 "last_status": last_status,
-                "last_records_processed": last_task.records_processed if last_task else None,
-                "data_count": data_count,
                 "is_running": running_task is not None,
                 "task_id": running_task.id if running_task else None,
                 "progress": running_task.progress if running_task else None,
                 "phase": running_task.phase if running_task else None,
+                "phase_progress": running_task.phase_progress if running_task else None,
+                "phase_message": running_task.phase_message if running_task else None,
+                "phase_current": running_task.phase_current if running_task else None,
+                "phase_total": running_task.phase_total if running_task else None,
+                "phase_unit": running_task.phase_unit if running_task else None,
                 "records_processed": running_task.records_processed if running_task else None,
                 "total_records": running_task.total_records if running_task else None,
+                "collected_records": collected_records,
+                "has_collected_data": collected_records > 0,
             }
         )
 
@@ -454,110 +701,46 @@ async def trigger_all_datasources(
 ):
     result = await db.execute(
         select(DataSource)
-        .where(DataSource.is_active == True)
+        .where(DataSource.is_active.is_(True))
         .order_by(DataSource.module, DataSource.id)
     )
     datasources = result.scalars().all()
+    return await _trigger_datasource_batch(db, datasources, force=force)
 
-    if not datasources:
-        return {
-            "status": "noop",
-            "message": "No active data sources to trigger",
-            "triggered": [],
-            "skipped": [],
-            "failed": [],
-        }
 
-    previous_task_ids: dict[int, Optional[int]] = {}
-    triggered_sources: list[dict] = []
-    skipped_sources: list[dict] = []
-    failed_sources: list[dict] = []
-    now = datetime.now(timezone.utc)
-    running_tasks = await _load_latest_running_tasks(
-        db,
-        [datasource.id for datasource in datasources],
-    )
-
-    for datasource in datasources:
-        running_task = running_tasks.get(datasource.id)
-        if running_task is not None:
-            skipped_sources.append(
-                {
-                    "id": datasource.id,
-                    "source": datasource.source,
-                    "name": datasource.name,
-                    "reason": "already_running",
-                    "task_id": running_task.id,
-                }
-            )
-            continue
-
-        if not force and not is_due_for_collection(datasource, now):
-            skipped_sources.append(
-                {
-                    "id": datasource.id,
-                    "source": datasource.source,
-                    "name": datasource.name,
-                    "reason": "within_frequency_window",
-                    "last_run_at": to_iso8601_utc(datasource.last_run_at),
-                    "next_run_at": to_iso8601_utc(
-                        datasource.last_run_at + timedelta(minutes=datasource.frequency_minutes)
-                    ),
-                }
-            )
-            continue
-
-        previous_task_ids[datasource.id] = None
-        success = run_collector_now(datasource.source)
-        if not success:
-            failed_sources.append(
-                {
-                    "id": datasource.id,
-                    "source": datasource.source,
-                    "name": datasource.name,
-                    "reason": "trigger_failed",
-                }
-            )
-            continue
-
-        triggered_sources.append(
-            {
-                "id": datasource.id,
-                "source": datasource.source,
-                "name": datasource.name,
-                "task_id": None,
-            }
+@router.post("/trigger-batch")
+async def trigger_datasource_batch(
+    payload: DatasourceBatchTriggerRequest,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    query = select(DataSource).order_by(DataSource.module, DataSource.id)
+    if payload.source_ids:
+        query = query.where(DataSource.id.in_(payload.source_ids))
+    else:
+        query = _apply_datasource_query_filters(
+            query,
+            module=payload.module,
+            is_active=payload.is_active,
+            priority=payload.priority,
+            run_status=payload.run_status,
+            q=payload.q,
         )
 
-    latest_task_ids = await _load_latest_task_ids(
-        db,
-        [datasource.id for datasource in datasources],
+    result = await db.execute(query)
+    datasources = result.scalars().all()
+    running_tasks, _ = await _load_datasource_list_context(db, datasources)
+    record_counts = await _load_collected_record_counts(db, [datasource.source for datasource in datasources])
+    datasources = _filter_datasources_in_memory(
+        datasources,
+        running_tasks=running_tasks,
+        record_counts=record_counts,
+        product=None if payload.source_ids else payload.product,
+        run_status=None if payload.source_ids else payload.run_status,
+        collected=None if payload.source_ids else payload.collected,
+        credential_status=None if payload.source_ids else payload.credential_status,
     )
-    for datasource_id in previous_task_ids:
-        previous_task_ids[datasource_id] = latest_task_ids.get(datasource_id)
-
-    for _ in range(20):
-        await asyncio.sleep(0.1)
-        pending = [item for item in triggered_sources if item["task_id"] is None]
-        if not pending:
-            break
-        latest_task_ids = await _load_latest_task_ids(
-            db,
-            [item["id"] for item in pending],
-        )
-        for item in pending:
-            task_id = latest_task_ids.get(item["id"])
-            if task_id is not None and task_id != previous_task_ids.get(item["id"]):
-                item["task_id"] = task_id
-
-    return {
-        "status": "triggered" if triggered_sources else "partial",
-        "message": f"Triggered {len(triggered_sources)} data sources",
-        "force": force,
-        "triggered": triggered_sources,
-        "skipped": skipped_sources,
-        "failed": failed_sources,
-    }
+    return await _trigger_datasource_batch(db, datasources, force=payload.force)
 
 
 @router.get("/{source_id}")
@@ -576,6 +759,7 @@ async def get_datasource(
     return {
         "id": datasource.id,
         "name": datasource.name,
+        **datasource_metadata(datasource.source),
         "module": datasource.module,
         "priority": datasource.priority,
         "frequency": format_frequency_label(datasource.frequency_minutes),
@@ -665,6 +849,11 @@ async def trigger_datasource(
                 "message": "当前采集任务尚未完成，重新触发会丢失本次未完成进度。是否强制重新采集？",
                 "task_id": running_task.id,
                 "phase": running_task.phase,
+                "phase_progress": running_task.phase_progress,
+                "phase_message": running_task.phase_message,
+                "phase_current": running_task.phase_current,
+                "phase_total": running_task.phase_total,
+                "phase_unit": running_task.phase_unit,
                 "progress": running_task.progress,
                 "records_processed": running_task.records_processed,
                 "total_records": running_task.total_records,
@@ -748,13 +937,29 @@ async def get_task_status(
         task = await get_running_task(db, datasource.id)
 
     if not task:
-        return {"is_running": False, "task_id": None, "progress": None, "phase": None, "status": "idle"}
+        return {
+            "is_running": False,
+            "task_id": None,
+            "progress": None,
+            "phase": None,
+            "phase_progress": None,
+            "phase_message": None,
+            "phase_current": None,
+            "phase_total": None,
+            "phase_unit": None,
+            "status": "idle",
+        }
 
     return {
         "is_running": task.status == "running",
         "task_id": task.id,
         "progress": task.progress,
         "phase": task.phase,
+        "phase_progress": task.phase_progress,
+        "phase_message": task.phase_message,
+        "phase_current": task.phase_current,
+        "phase_total": task.phase_total,
+        "phase_unit": task.phase_unit,
         "records_processed": task.records_processed,
         "total_records": task.total_records,
         "status": task.status,

backend/app/api/v1/docs.py

@@ -0,0 +1,102 @@
+"""Authenticated documentation APIs."""
+
+from __future__ import annotations
+
+from fastapi import APIRouter, Depends, HTTPException, status
+from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
+from sqlalchemy import text
+
+from app.core.security import decode_token
+from app.db.session import async_session_factory
+from app.models.user import User
+from app.services.docs_gatekeeper import (
+    DOCS_BY_SLUG,
+    VALID_DOCS_LANGS,
+    can_read_doc,
+    catalog_for_user,
+    doc_path_for,
+    title_for,
+)
+
+router = APIRouter()
+optional_bearer = HTTPBearer(auto_error=False)
+
+
+async def get_optional_current_user(
+    credentials: HTTPAuthorizationCredentials | None = Depends(optional_bearer),
+) -> User | None:
+    if credentials is None:
+        return None
+
+    payload = decode_token(credentials.credentials)
+    if payload is None or payload.get("type") != "access" or payload.get("sub") is None:
+        raise HTTPException(
+            status_code=status.HTTP_401_UNAUTHORIZED,
+            detail="Invalid token",
+        )
+
+    async with async_session_factory() as db:
+        result = await db.execute(
+            text(
+                "SELECT id, username, email, password_hash, role, is_active, gatekeeper_groups FROM users WHERE id = :id"
+            ),
+            {"id": int(payload["sub"])},
+        )
+        row = result.fetchone()
+    if row is None or not row[5]:
+        raise HTTPException(
+            status_code=status.HTTP_401_UNAUTHORIZED,
+            detail="User not found or inactive",
+        )
+
+    user = User()
+    user.id = row[0]
+    user.username = row[1]
+    user.email = row[2]
+    user.password_hash = row[3]
+    user.role = row[4]
+    user.is_active = row[5]
+    user.gatekeeper_groups = row[6] or []
+    return user
+
+
+@router.get("/catalog")
+async def get_docs_catalog(current_user: User | None = Depends(get_optional_current_user)):
+    return {
+        "items": catalog_for_user(current_user),
+        "authenticated": current_user is not None,
+    }
+
+
+@router.get("/{lang}/{slug}")
+async def get_doc_content(
+    lang: str,
+    slug: str,
+    current_user: User | None = Depends(get_optional_current_user),
+):
+    if lang not in VALID_DOCS_LANGS:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Document not found")
+
+    entry = DOCS_BY_SLUG.get(slug)
+    if entry is None:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Document not found")
+
+    path = doc_path_for(entry, lang)
+    if not path.exists():
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Document not found")
+
+    if not can_read_doc(entry, current_user):
+        if current_user is None:
+            raise HTTPException(status_code=status.HTTP_401_UNAUTHORIZED, detail="Authentication required")
+        raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail="Insufficient Docs permissions")
+
+    return {
+        "slug": entry.slug,
+        "filename": entry.filename,
+        "lang": lang,
+        "title": title_for(entry, lang),
+        "group": entry.group,
+        "order": entry.order,
+        "access": entry.access,
+        "markdown": path.read_text(encoding="utf-8"),
+    }

backend/app/api/v1/layers.py

@@ -0,0 +1,229 @@
+from typing import Any, Optional
+
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.api.v1.visualization import (
+    _parse_bbox,
+    get_bgp_anomalies_geojson,
+    get_bgp_collectors_geojson,
+    get_bgp_incidents_geojson,
+    get_cables_geojson,
+    get_landing_points_geojson,
+    get_satellites_geojson,
+)
+from app.api.v1.vessels import build_vessel_snapshot_response
+from app.db.session import get_db
+
+router = APIRouter()
+
+DEFAULT_LAYER_LIMIT = 1000
+MAX_LAYER_LIMIT = 5000
+LOW_ZOOM_FEATURE_LIMIT = 500
+
+
+def _clamp_limit(limit: int, zoom: int) -> tuple[int, bool]:
+    clamped = min(max(limit, 1), MAX_LAYER_LIMIT)
+    if zoom <= 3:
+        return min(clamped, LOW_ZOOM_FEATURE_LIMIT), clamped != limit or clamped > LOW_ZOOM_FEATURE_LIMIT
+    return clamped, clamped != limit
+
+
+def _coordinate_in_bbox(coord: Any, bbox: tuple[float, float, float, float]) -> bool:
+    if not isinstance(coord, (list, tuple)) or len(coord) < 2:
+        return False
+    try:
+        lon = float(coord[0])
+        lat = float(coord[1])
+    except (TypeError, ValueError):
+        return False
+    lon_min, lat_min, lon_max, lat_max = bbox
+    return lon_min <= lon <= lon_max and lat_min <= lat <= lat_max
+
+
+def _geometry_intersects_bbox(geometry: dict, bbox: tuple[float, float, float, float]) -> bool:
+    coordinates = geometry.get("coordinates")
+    geometry_type = geometry.get("type")
+    if geometry_type == "Point":
+        return _coordinate_in_bbox(coordinates, bbox)
+    if geometry_type in {"LineString", "MultiPoint"}:
+        return any(_coordinate_in_bbox(coord, bbox) for coord in coordinates or [])
+    if geometry_type in {"Polygon", "MultiLineString"}:
+        return any(
+            _coordinate_in_bbox(coord, bbox)
+            for line in coordinates or []
+            for coord in line
+        )
+    if geometry_type == "MultiPolygon":
+        return any(
+            _coordinate_in_bbox(coord, bbox)
+            for polygon in coordinates or []
+            for line in polygon
+            for coord in line
+        )
+    return False
+
+
+def _guard_geojson_layer(
+    geojson: dict,
+    *,
+    bbox: tuple[float, float, float, float],
+    zoom: int,
+    limit: int,
+) -> dict:
+    bounded_limit, limit_clamped = _clamp_limit(limit, zoom)
+    features = [
+        feature
+        for feature in geojson.get("features", [])
+        if _geometry_intersects_bbox(feature.get("geometry") or {}, bbox)
+    ]
+    visible_count = len(features)
+    returned_features = features[:bounded_limit]
+    return {
+        **geojson,
+        "features": returned_features,
+        "visible_count": visible_count,
+        "returned_count": len(returned_features),
+        "diagnostics": {
+            "bbox_limited": True,
+            "limit": bounded_limit,
+            "limit_clamped": limit_clamped,
+            "truncated": visible_count > len(returned_features),
+            "degraded": zoom <= 3 or visible_count > len(returned_features),
+            "stats_scope": "viewport",
+        },
+    }
+
+
+def _parse_layer_bbox(bbox: str) -> tuple[float, float, float, float]:
+    parsed = _parse_bbox(bbox)
+    if parsed is None:
+        raise HTTPException(status_code=400, detail="bbox is required")
+    return parsed
+
+
+@router.get("/vessels/snapshot")
+async def get_vessel_layer_snapshot(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    vessel_type: Optional[str] = Query(None, alias="type"),
+    since_minutes: int = Query(60, ge=1, le=1440),
+    db: AsyncSession = Depends(get_db),
+):
+    parsed_bbox = _parse_layer_bbox(bbox)
+    return await build_vessel_snapshot_response(
+        db,
+        bbox=parsed_bbox,
+        zoom=zoom,
+        limit=limit,
+        type_filter=vessel_type,
+        since_minutes=since_minutes,
+    )
+
+
+@router.get("/cables")
+async def get_cable_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    db: AsyncSession = Depends(get_db),
+):
+    return _guard_geojson_layer(
+        await get_cables_geojson(db),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )
+
+
+@router.get("/landing-points")
+async def get_landing_point_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    db: AsyncSession = Depends(get_db),
+):
+    return _guard_geojson_layer(
+        await get_landing_points_geojson(db),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )
+
+
+@router.get("/satellites")
+async def get_satellite_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    db: AsyncSession = Depends(get_db),
+):
+    bounded_limit, _ = _clamp_limit(limit, zoom)
+    return _guard_geojson_layer(
+        await get_satellites_geojson(limit=bounded_limit, db=db),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )
+
+
+@router.get("/bgp/anomalies")
+async def get_bgp_anomaly_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    severity: Optional[str] = Query(None),
+    status: Optional[str] = Query("active"),
+    db: AsyncSession = Depends(get_db),
+):
+    bounded_limit, _ = _clamp_limit(limit, zoom)
+    return _guard_geojson_layer(
+        await get_bgp_anomalies_geojson(
+            severity=severity,
+            status=status,
+            limit=bounded_limit,
+            db=db,
+        ),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )
+
+
+@router.get("/bgp/incidents")
+async def get_bgp_incident_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    severity: Optional[str] = Query(None),
+    status: Optional[str] = Query("active"),
+    db: AsyncSession = Depends(get_db),
+):
+    bounded_limit, _ = _clamp_limit(limit, zoom)
+    return _guard_geojson_layer(
+        await get_bgp_incidents_geojson(
+            severity=severity,
+            status=status,
+            limit=min(bounded_limit, 500),
+            db=db,
+        ),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )
+
+
+@router.get("/bgp/collectors")
+async def get_bgp_collector_layer(
+    bbox: str = Query(..., description="lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20),
+    limit: int = Query(DEFAULT_LAYER_LIMIT, ge=1),
+    db: AsyncSession = Depends(get_db),
+):
+    return _guard_geojson_layer(
+        await get_bgp_collectors_geojson(db),
+        bbox=_parse_layer_bbox(bbox),
+        zoom=zoom,
+        limit=limit,
+    )

backend/app/api/v1/realtime_sources.py

@@ -0,0 +1,280 @@
+"""Realtime datasource operations and runtime statistics."""
+
+from datetime import UTC, datetime, timedelta
+import os
+from typing import Any
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy import distinct, func, select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.data_sources import get_data_sources_config
+from app.core.security import get_current_user
+from app.core.time import to_iso8601_utc
+from app.db.session import get_db
+from app.models.datasource import DataSource
+from app.models.datasource_config import DataSourceConfig
+from app.models.user import User
+from app.models.vessel import AISRawObservation, AISSourceHealth
+from app.services.custom_datasource_runtime import (
+    get_custom_stream_status,
+    start_custom_stream,
+    stop_custom_stream,
+)
+from app.services.scheduler import (
+    cancel_running_collector_now,
+    is_collector_running,
+    run_collector_now,
+)
+from app.services.vessel_ais_aggregation import VESSEL_AIS_SCHEMA, update_ais_source_health
+
+router = APIRouter()
+
+BUILTIN_REALTIME_SOURCES = {"aisstream_vessels"}
+REALTIME_SOURCE_TYPES = {"websocket", "ws"}
+
+
+def _is_realtime_config(config: DataSourceConfig) -> bool:
+    return str(config.source_type or "").lower() in REALTIME_SOURCE_TYPES
+
+
+def _safe_config_dict(value: Any) -> dict[str, Any]:
+    return value if isinstance(value, dict) else {}
+
+
+def _credential_configured(config: DataSourceConfig | None) -> bool:
+    if config is not None:
+        auth_config = _safe_config_dict(config.auth_config)
+        config_payload = _safe_config_dict(config.config)
+        if auth_config.get("api_key") or config_payload.get("api_key"):
+            return True
+    return bool(os.getenv("AISSTREAM_API_KEY"))
+
+
+async def _load_realtime_stats(db: AsyncSession, source: str) -> dict[str, Any]:
+    now = datetime.now(UTC)
+    observed_24h = now - timedelta(hours=24)
+    observed_1h = now - timedelta(hours=1)
+    payload_mmsi = AISRawObservation.entity_key
+
+    result = await db.execute(
+        select(
+            func.count(AISRawObservation.id).label("total_observations"),
+            func.count(AISRawObservation.id)
+            .filter(AISRawObservation.observed_at >= observed_24h)
+            .label("observations_24h"),
+            func.count(AISRawObservation.id)
+            .filter(AISRawObservation.observed_at >= observed_1h)
+            .label("observations_1h"),
+            func.count(distinct(payload_mmsi)).label("unique_mmsi_total"),
+            func.count(distinct(payload_mmsi))
+            .filter(AISRawObservation.observed_at >= observed_24h)
+            .label("unique_mmsi_24h"),
+            func.max(AISRawObservation.observed_at).label("latest_observed_at"),
+            func.max(AISRawObservation.collected_at).label("latest_collected_at"),
+        )
+        .where(AISRawObservation.target_schema == VESSEL_AIS_SCHEMA)
+        .where(AISRawObservation.source == source)
+    )
+    row = result.mappings().one()
+    return {
+        "total_observations": int(row["total_observations"] or 0),
+        "observations_24h": int(row["observations_24h"] or 0),
+        "observations_1h": int(row["observations_1h"] or 0),
+        "unique_mmsi_total": int(row["unique_mmsi_total"] or 0),
+        "unique_mmsi_24h": int(row["unique_mmsi_24h"] or 0),
+        "latest_observed_at": to_iso8601_utc(row["latest_observed_at"]),
+        "latest_collected_at": to_iso8601_utc(row["latest_collected_at"]),
+    }
+
+
+def _runtime_status_for_builtin(source: str) -> dict[str, Any]:
+    running = is_collector_running(source)
+    return {
+        "running": running,
+        "done": False,
+        "runtime": "collector",
+    }
+
+
+def _runtime_status_for_custom(config_id: int) -> dict[str, Any]:
+    status = get_custom_stream_status(config_id)
+    return {
+        "running": bool(status.get("running")),
+        "done": bool(status.get("done")),
+        "runtime": "custom_stream",
+    }
+
+
+async def _serialize_builtin_aisstream(
+    db: AsyncSession,
+    datasource: DataSource,
+    config: DataSourceConfig | None,
+) -> dict[str, Any]:
+    health = await db.get(AISSourceHealth, datasource.source)
+    config_payload = _safe_config_dict(config.config if config else {})
+    endpoint = (
+        (config.endpoint if config else None)
+        or get_data_sources_config().get_yaml_url(datasource.source)
+    )
+    return {
+        "source": datasource.source,
+        "name": datasource.name,
+        "display_name": "AISStream 实时船舶",
+        "kind": "builtin",
+        "source_type": "websocket",
+        "endpoint": endpoint,
+        "is_active": bool(datasource.is_active),
+        "credential_configured": _credential_configured(config),
+        "message_types": config_payload.get("message_types") or ["PositionReport", "ShipStaticData"],
+        "bounding_boxes": config_payload.get("bounding_boxes") or [[[-90, -180], [90, 180]]],
+        "config": config_payload,
+        "runtime": _runtime_status_for_builtin(datasource.source),
+        "health": health.to_dict() if health else None,
+        "stats": await _load_realtime_stats(db, datasource.source),
+    }
+
+
+async def _serialize_custom_stream(
+    db: AsyncSession,
+    config: DataSourceConfig,
+) -> dict[str, Any]:
+    health = await db.get(AISSourceHealth, config.name)
+    config_payload = _safe_config_dict(config.config)
+    return {
+        "source": config.name,
+        "name": config.name,
+        "display_name": config.description or config.name,
+        "kind": "custom",
+        "config_id": config.id,
+        "source_type": config.source_type,
+        "endpoint": config.endpoint,
+        "is_active": bool(config.is_active),
+        "credential_configured": config.auth_type == "none" or bool(_safe_config_dict(config.auth_config)),
+        "message_types": config_payload.get("message_types") or [],
+        "bounding_boxes": config_payload.get("bounding_boxes") or [],
+        "config": config_payload,
+        "runtime": _runtime_status_for_custom(config.id),
+        "health": health.to_dict() if health else None,
+        "stats": await _load_realtime_stats(db, config.name),
+    }
+
+
+async def _load_builtin_aisstream(db: AsyncSession) -> tuple[DataSource | None, DataSourceConfig | None]:
+    result = await db.execute(select(DataSource).where(DataSource.source == "aisstream_vessels"))
+    datasource = result.scalar_one_or_none()
+    config_result = await db.execute(
+        select(DataSourceConfig)
+        .where(DataSourceConfig.name == "aisstream_vessels")
+        .where(DataSourceConfig.is_active.is_(True))
+        .order_by(DataSourceConfig.id.desc())
+        .limit(1)
+    )
+    return datasource, config_result.scalar_one_or_none()
+
+
+async def _load_custom_realtime_config(db: AsyncSession, source: str) -> DataSourceConfig | None:
+    result = await db.execute(
+        select(DataSourceConfig)
+        .where(DataSourceConfig.name == source)
+        .order_by(DataSourceConfig.id.desc())
+        .limit(1)
+    )
+    config = result.scalar_one_or_none()
+    return config if config is not None and _is_realtime_config(config) else None
+
+
+@router.get("")
+async def list_realtime_sources(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    sources: list[dict[str, Any]] = []
+    datasource, builtin_config = await _load_builtin_aisstream(db)
+    if datasource is not None:
+        sources.append(await _serialize_builtin_aisstream(db, datasource, builtin_config))
+
+    custom_result = await db.execute(
+        select(DataSourceConfig)
+        .where(func.lower(DataSourceConfig.source_type).in_(REALTIME_SOURCE_TYPES))
+        .order_by(DataSourceConfig.name)
+    )
+    for config in custom_result.scalars().all():
+        if config.name in BUILTIN_REALTIME_SOURCES:
+            continue
+        sources.append(await _serialize_custom_stream(db, config))
+
+    return {"total": len(sources), "data": sources}
+
+
+async def _ensure_builtin_startable(db: AsyncSession) -> DataSourceConfig | None:
+    datasource, config = await _load_builtin_aisstream(db)
+    if datasource is None:
+        raise HTTPException(status_code=404, detail="Realtime source not found")
+    if not datasource.is_active:
+        raise HTTPException(status_code=400, detail="Realtime source is disabled")
+    if not _credential_configured(config):
+        raise HTTPException(status_code=400, detail="AISStream API key is not configured")
+    return config
+
+
+@router.post("/{source}/start")
+async def start_realtime_source(
+    source: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    if source == "aisstream_vessels":
+        await _ensure_builtin_startable(db)
+        if is_collector_running(source):
+            return {"status": "already_running", "source": source, "runtime": _runtime_status_for_builtin(source)}
+        if not run_collector_now(source):
+            raise HTTPException(status_code=409, detail="Realtime source could not be started")
+        return {"status": "started", "source": source, "runtime": _runtime_status_for_builtin(source)}
+
+    config = await _load_custom_realtime_config(db, source)
+    if config is None:
+        raise HTTPException(status_code=404, detail="Realtime source not found")
+    if not config.is_active:
+        raise HTTPException(status_code=400, detail="Realtime source is disabled")
+    started = start_custom_stream(config.id)
+    return {
+        "status": "started" if started else "already_running",
+        "source": source,
+        "runtime": _runtime_status_for_custom(config.id),
+    }
+
+
+@router.post("/{source}/stop")
+async def stop_realtime_source(
+    source: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    if source == "aisstream_vessels":
+        stopped = await cancel_running_collector_now(source)
+        await update_ais_source_health(db, source=source, connection_state="disconnected", last_error=None)
+        await db.commit()
+        return {"status": "stopped" if stopped else "not_running", "source": source, "runtime": _runtime_status_for_builtin(source)}
+
+    config = await _load_custom_realtime_config(db, source)
+    if config is None:
+        raise HTTPException(status_code=404, detail="Realtime source not found")
+    stopped = await stop_custom_stream(config.id)
+    await update_ais_source_health(db, source=source, connection_state="disconnected", last_error=None)
+    await db.commit()
+    return {
+        "status": "stopped" if stopped else "not_running",
+        "source": source,
+        "runtime": _runtime_status_for_custom(config.id),
+    }
+
+
+@router.post("/{source}/restart")
+async def restart_realtime_source(
+    source: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    await stop_realtime_source(source, current_user=current_user, db=db)
+    return await start_realtime_source(source, current_user=current_user, db=db)

backend/app/api/v1/system_control.py

@@ -4,12 +4,15 @@ import os
 import subprocess
 import sys
 
-from fastapi import APIRouter, Depends, HTTPException, status
+from datetime import datetime
+
+from fastapi import APIRouter, Depends, HTTPException, Query, Request, status
 from pydantic import BaseModel
 
 from app.core.config import ROOT_DIR
 from app.core.security import get_current_user
 from app.models.user import User
+from app.services.persistent_logs import record_audit_log, record_system_log
 from app.services.system_control import (
     build_task_id,
     clear_active_task_id,
@@ -23,6 +26,15 @@ from app.services.system_control import (
     set_active_task_id,
     upsert_task_state,
 )
+from app.services.system_logs import (
+    DEFAULT_LOG_LINE_LIMIT,
+    MAX_LOG_LINE_LIMIT,
+    SUPPORTED_LOG_LEVELS,
+    append_buffer_log,
+    list_log_sources,
+    normalize_log_level,
+    read_log_snapshot,
+)
 
 router = APIRouter()
 
@@ -47,6 +59,59 @@ class RestartTaskLogsResponse(BaseModel):
     lines: list[str]
 
 
+class SystemLogSourceSummary(BaseModel):
+    source_id: str
+    name: str
+    kind: str
+    location: str
+    description: str
+    category: str
+    status: str
+
+
+class SystemLogSourcesResponse(BaseModel):
+    items: list[SystemLogSourceSummary]
+
+
+class SystemLogDailyMarker(BaseModel):
+    date_token: str
+    total: int
+    dominant_level: str
+
+
+class SystemLogSnapshotResponse(BaseModel):
+    source_id: str
+    name: str
+    kind: str
+    location: str
+    description: str
+    category: str
+    status: str
+    level: str
+    selected_levels: list[str] = []
+    search_query: str = ""
+    available_levels: list[str]
+    daily_markers: list[SystemLogDailyMarker] = []
+    line_limit: int
+    line_count: int
+    lines: list[str]
+
+
+class EarthClientLogEventCreate(BaseModel):
+    level: str = "error"
+    message: str
+    category: str | None = None
+    url: str | None = None
+    module: str | None = None
+    detail: str | None = None
+
+
+class EarthClientLogEventResponse(BaseModel):
+    accepted: bool
+    source_id: str
+    level: str
+
+
 def ensure_super_admin(current_user: User) -> None:
     if not require_super_admin(current_user.role):
         raise HTTPException(
@@ -55,9 +120,22 @@ def ensure_super_admin(current_user: User) -> None:
         )
 
 
+def validate_log_date(raw_value: str | None, field_name: str) -> str | None:
+    if raw_value in {None, ""}:
+        return None
+    try:
+        return datetime.strptime(raw_value, "%Y-%m-%d").date().isoformat()
+    except ValueError as exc:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"{field_name} must be in YYYY-MM-DD format",
+        ) from exc
+
+
 @router.post("/restart-tasks", response_model=RestartTaskResponse)
 async def create_restart_task(
     payload: RestartTaskCreate,
+    request: Request,
     current_user: User = Depends(get_current_user),
 ):
     ensure_super_admin(current_user)
@@ -133,11 +211,31 @@ async def create_restart_task(
             requested_by=requested_by,
         )
         clear_active_task_id(task_id)
+        await record_audit_log(
+            action="system.restart_task.requested",
+            actor_id=current_user.id,
+            actor_name=current_user.username,
+            target_type="restart_task",
+            target_id=task_id,
+            result="failed",
+            ip=request.client.host if request.client else None,
+            details={"action": payload.action, "message": task_state["message"]},
+        )
         raise HTTPException(
             status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
             detail=task_state["message"],
         ) from exc
 
+    await record_audit_log(
+        action="system.restart_task.requested",
+        actor_id=current_user.id,
+        actor_name=current_user.username,
+        target_type="restart_task",
+        target_id=task_id,
+        result="accepted",
+        ip=request.client.host if request.client else None,
+        details={"action": payload.action},
+    )
     return task_state
 
 
@@ -165,3 +263,92 @@ async def get_restart_task_logs(
     if task is None:
         raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Restart task not found")
     return {"task_id": task_id, "lines": get_task_logs(task_id)}
+
+
+@router.get("/logs/sources", response_model=SystemLogSourcesResponse)
+async def get_system_log_sources(
+    current_user: User = Depends(get_current_user),
+):
+    ensure_super_admin(current_user)
+    return {"items": list_log_sources()}
+
+
+@router.get("/logs/{source_id}", response_model=SystemLogSnapshotResponse)
+async def get_system_log_snapshot(
+    source_id: str,
+    limit: int = DEFAULT_LOG_LINE_LIMIT,
+    level: str = "all",
+    levels: str | None = Query(None, description="Comma-separated log levels"),
+    start_date: str | None = Query(None, description="Filter logs from this date (YYYY-MM-DD)"),
+    end_date: str | None = Query(None, description="Filter logs until this date (YYYY-MM-DD)"),
+    search: str | None = Query(None, description="Case-insensitive substring search"),
+    current_user: User = Depends(get_current_user),
+):
+    ensure_super_admin(current_user)
+
+    if limit < 1 or limit > MAX_LOG_LINE_LIMIT:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"limit must be between 1 and {MAX_LOG_LINE_LIMIT}",
+        )
+    if str(level).strip().lower() not in SUPPORTED_LOG_LEVELS and normalize_log_level(level) == "all" and str(level).strip().lower() not in {"", "all"}:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Unsupported log level")
+    if levels:
+        for raw_level in str(levels).split(","):
+            normalized_level = str(raw_level).strip().lower()
+            if not normalized_level:
+                continue
+            if normalized_level not in SUPPORTED_LOG_LEVELS and normalize_log_level(normalized_level) == "all":
+                raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="Unsupported log level")
+    normalized_start_date = validate_log_date(start_date, "start_date")
+    normalized_end_date = validate_log_date(end_date, "end_date")
+    if normalized_start_date and normalized_end_date and normalized_start_date > normalized_end_date:
+        raise HTTPException(status_code=status.HTTP_400_BAD_REQUEST, detail="start_date must be earlier than or equal to end_date")
+
+    snapshot = read_log_snapshot(
+        source_id,
+        limit,
+        level=level,
+        levels=levels,
+        start_date=normalized_start_date,
+        end_date=normalized_end_date,
+        search=search,
+    )
+    if snapshot is None:
+        raise HTTPException(status_code=status.HTTP_404_NOT_FOUND, detail="Log source not found")
+    return snapshot
+
+
+@router.post("/logs/earth-client", response_model=EarthClientLogEventResponse)
+async def ingest_earth_client_log(
+    payload: EarthClientLogEventCreate,
+    request: Request,
+):
+    normalized_level = normalize_log_level(payload.level)
+    append_buffer_log(
+        "earth-client",
+        level=normalized_level,
+        message=payload.message,
+        context={
+            "category": payload.category or "",
+            "url": payload.url or "",
+            "module": payload.module or "",
+            "detail": payload.detail or "",
+        },
+    )
+    await record_system_log(
+        source="earth-client",
+        service="earth",
+        module=payload.module or "earth-client",
+        event="earth.client.runtime_log",
+        level=normalized_level,
+        message=payload.message,
+        category=payload.category or "client-runtime",
+        context={
+            "url": payload.url or "",
+            "detail": payload.detail or "",
+            "module": payload.module or "",
+            "client_ip": request.client.host if request.client else "",
+        },
+    )
+    return {"accepted": True, "source_id": "earth-client", "level": normalized_level}

backend/app/api/v1/tasks.py

@@ -27,7 +27,9 @@ async def list_tasks(
     offset = (page - 1) * page_size
     query = """
         SELECT ct.id, ct.datasource_id, ds.name as datasource_name, ct.status,
-               ct.started_at, ct.completed_at, ct.records_processed, ct.error_message
+               ct.started_at, ct.completed_at, ct.records_processed, ct.error_message,
+               ct.phase, ct.phase_progress, ct.phase_message, ct.phase_current,
+               ct.phase_total, ct.phase_unit, ct.total_records, ct.progress
         FROM collection_tasks ct
         JOIN data_sources ds ON ct.datasource_id = ds.id
         WHERE 1=1
@@ -66,6 +68,14 @@ async def list_tasks(
                 "completed_at": to_iso8601_utc(t[5]),
                 "records_processed": t[6],
                 "error_message": t[7],
+                "phase": t[8],
+                "phase_progress": t[9],
+                "phase_message": t[10],
+                "phase_current": t[11],
+                "phase_total": t[12],
+                "phase_unit": t[13],
+                "total_records": t[14],
+                "progress": t[15],
             }
             for t in tasks
         ],
@@ -81,7 +91,9 @@ async def get_task(
     result = await db.execute(
         text("""
             SELECT ct.id, ct.datasource_id, ds.name as datasource_name, ct.status,
-                   ct.started_at, ct.completed_at, ct.records_processed, ct.error_message
+                   ct.started_at, ct.completed_at, ct.records_processed, ct.error_message,
+                   ct.phase, ct.phase_progress, ct.phase_message, ct.phase_current,
+                   ct.phase_total, ct.phase_unit, ct.total_records, ct.progress
             FROM collection_tasks ct
             JOIN data_sources ds ON ct.datasource_id = ds.id
             WHERE ct.id = :id
@@ -105,6 +117,14 @@ async def get_task(
         "completed_at": to_iso8601_utc(task[5]),
         "records_processed": task[6],
         "error_message": task[7],
+        "phase": task[8],
+        "phase_progress": task[9],
+        "phase_message": task[10],
+        "phase_current": task[11],
+        "phase_total": task[12],
+        "phase_unit": task[13],
+        "total_records": task[14],
+        "progress": task[15],
     }
 
 

backend/app/api/v1/users.py

@@ -1,3 +1,4 @@
+import json
 from typing import List
 
 from fastapi import APIRouter, Depends, HTTPException, status
@@ -7,10 +8,12 @@ from sqlalchemy import text
 from app.core.security import get_current_user, get_password_hash
 from app.db.session import get_db
 from app.models.user import User
-from app.schemas.user import UserCreate, UserResponse, UserUpdate
+from app.schemas.user import UserCreate, UserUpdate
 
 router = APIRouter()
 
+VALID_GATEKEEPER_GROUPS = {"docs_user", "docs_developer", "docs_admin"}
+
 
 def check_permission(current_user: User, required_roles: List[str]) -> bool:
     user_role_value = (
@@ -52,7 +55,7 @@ async def list_users(
 
     offset = (page - 1) * page_size
     query = text(
-        f"SELECT id, username, email, role, is_active, last_login_at, created_at FROM users WHERE {where_sql} ORDER BY created_at DESC LIMIT {page_size} OFFSET {offset}"
+        f"SELECT id, username, email, role, is_active, last_login_at, created_at, gatekeeper_groups FROM users WHERE {where_sql} ORDER BY created_at DESC LIMIT {page_size} OFFSET {offset}"
     )
     count_query = text(f"SELECT COUNT(*) FROM users WHERE {where_sql}")
 
@@ -75,6 +78,7 @@ async def list_users(
                 "is_active": u[4],
                 "last_login_at": u[5],
                 "created_at": u[6],
+                "gatekeeper_groups": u[7] or [],
             }
             for u in users
         ],
@@ -95,7 +99,7 @@ async def get_user(
 
     result = await db.execute(
         text(
-            "SELECT id, username, email, role, is_active, last_login_at, created_at FROM users WHERE id = :id"
+            "SELECT id, username, email, role, is_active, last_login_at, created_at, gatekeeper_groups FROM users WHERE id = :id"
         ),
         {"id": user_id},
     )
@@ -114,6 +118,7 @@ async def get_user(
         "is_active": user[4],
         "last_login_at": user[5],
         "created_at": user[6],
+        "gatekeeper_groups": user[7] or [],
     }
 
 
@@ -128,6 +133,12 @@ async def create_user(
             status_code=status.HTTP_403_FORBIDDEN,
             detail="Only super_admin can create users",
         )
+    invalid_groups = sorted(set(user_data.gatekeeper_groups) - VALID_GATEKEEPER_GROUPS)
+    if invalid_groups:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Unsupported Gatekeeper groups: {', '.join(invalid_groups)}",
+        )
 
     result = await db.execute(
         text("SELECT id FROM users WHERE username = :username OR email = :email"),
@@ -142,13 +153,14 @@ async def create_user(
     hashed_password = get_password_hash(user_data.password)
 
     await db.execute(
-        text("""INSERT INTO users (username, email, password_hash, role, is_active, created_at, updated_at)
-           VALUES (:username, :email, :password_hash, :role, :is_active, NOW(), NOW())"""),
+        text("""INSERT INTO users (username, email, password_hash, role, gatekeeper_groups, is_active, created_at, updated_at)
+           VALUES (:username, :email, :password_hash, :role, CAST(:gatekeeper_groups AS jsonb), :is_active, NOW(), NOW())"""),
         {
             "username": user_data.username,
             "email": user_data.email,
             "password_hash": hashed_password,
             "role": user_data.role,
+            "gatekeeper_groups": json.dumps(user_data.gatekeeper_groups),
             "is_active": True,
         },
     )
@@ -172,6 +184,7 @@ async def create_user(
         "username": user_data.username,
         "email": user_data.email,
         "role": user_data.role,
+        "gatekeeper_groups": user_data.gatekeeper_groups,
         "is_active": True,
     }
 
@@ -194,6 +207,18 @@ async def update_user(
             status_code=status.HTTP_403_FORBIDDEN,
             detail="Only super_admin can change user role",
         )
+    if not check_permission(current_user, ["super_admin"]) and user_data.gatekeeper_groups is not None:
+        raise HTTPException(
+            status_code=status.HTTP_403_FORBIDDEN,
+            detail="Only super_admin can change Gatekeeper groups",
+        )
+    if user_data.gatekeeper_groups is not None:
+        invalid_groups = sorted(set(user_data.gatekeeper_groups) - VALID_GATEKEEPER_GROUPS)
+        if invalid_groups:
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST,
+                detail=f"Unsupported Gatekeeper groups: {', '.join(invalid_groups)}",
+            )
 
     result = await db.execute(
         text("SELECT id FROM users WHERE id = :id"),
@@ -213,6 +238,9 @@ async def update_user(
     if user_data.role is not None:
         update_fields.append("role = :role")
         params["role"] = user_data.role
+    if user_data.gatekeeper_groups is not None:
+        update_fields.append("gatekeeper_groups = CAST(:gatekeeper_groups AS jsonb)")
+        params["gatekeeper_groups"] = json.dumps(user_data.gatekeeper_groups)
     if user_data.is_active is not None:
         update_fields.append("is_active = :is_active")
         params["is_active"] = user_data.is_active

backend/app/api/v1/vessel_aggregation.py

@@ -0,0 +1,132 @@
+"""v4 strategy + v5 conflict-promotion + enrichment APIs for vessel_ais."""
+
+from __future__ import annotations
+
+from typing import Any
+
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.security import get_current_user
+from app.db.session import get_db
+from app.models.user import User
+from app.models.vessel import AISConflictRecord
+from app.services.vessel_aggregation_strategy import (
+    StrategyValidationError,
+    load_strategy,
+    reset_strategy,
+    save_strategy,
+)
+from app.services.vessel_enrichment import (
+    get_vessel_enrichment_bundle,
+    upsert_vessel_media_enrichment,
+    upsert_vessel_profile_enrichment,
+)
+
+router = APIRouter()
+
+
+@router.get("/strategy")
+async def get_aggregation_strategy(db: AsyncSession = Depends(get_db)):
+    return await load_strategy(db)
+
+
+@router.put("/strategy")
+async def put_aggregation_strategy(
+    payload: dict[str, Any],
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    try:
+        return await save_strategy(db, payload)
+    except StrategyValidationError as exc:
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+
+
+@router.delete("/strategy")
+async def reset_aggregation_strategy(
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    return await reset_strategy(db)
+
+
+@router.post("/conflicts/{mmsi}/{field}/promote-to-rule")
+async def promote_conflict_to_rule(
+    mmsi: int,
+    field: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    """Lift the current conflict resolution into a persistent strategy rule."""
+
+    result = await db.execute(
+        select(AISConflictRecord)
+        .where(AISConflictRecord.target_schema == "vessel_ais")
+        .where(AISConflictRecord.entity_key == str(mmsi))
+        .where(AISConflictRecord.field == field)
+        .order_by(AISConflictRecord.updated_at.desc(), AISConflictRecord.id.desc())
+        .limit(1)
+    )
+    record = result.scalar_one_or_none()
+    if record is None or not record.selected_source:
+        raise HTTPException(status_code=404, detail="Conflict record with selected_source not found")
+
+    strategy = await load_strategy(db)
+    vessel_ais = dict(strategy.get("vessel_ais") or {})
+    field_rules = dict(vessel_ais.get("field_rules") or {})
+    field_rules[field] = {"mode": "source_priority", "source_priority": [record.selected_source]}
+    vessel_ais["field_rules"] = field_rules
+
+    incoming = {"version": int(strategy.get("version") or 0), "vessel_ais": vessel_ais}
+    try:
+        return await save_strategy(db, incoming)
+    except StrategyValidationError as exc:
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+
+
+@router.delete("/conflicts/{mmsi}/{field}/promote-to-rule")
+async def revert_conflict_rule(
+    mmsi: int,
+    field: str,
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    strategy = await load_strategy(db)
+    vessel_ais = dict(strategy.get("vessel_ais") or {})
+    field_rules = dict(vessel_ais.get("field_rules") or {})
+    if field in field_rules:
+        del field_rules[field]
+    vessel_ais["field_rules"] = field_rules
+
+    incoming = {"version": int(strategy.get("version") or 0), "vessel_ais": vessel_ais}
+    try:
+        return await save_strategy(db, incoming)
+    except StrategyValidationError as exc:
+        raise HTTPException(status_code=400, detail=str(exc)) from exc
+
+
+@router.get("/enrichment/{mmsi}")
+async def get_vessel_enrichment(mmsi: int, db: AsyncSession = Depends(get_db)):
+    return await get_vessel_enrichment_bundle(db, mmsi)
+
+
+@router.put("/enrichment/{mmsi}/profile")
+async def put_vessel_profile_enrichment(
+    mmsi: int,
+    payload: dict[str, Any],
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    return await upsert_vessel_profile_enrichment(db, mmsi=mmsi, payload=payload)
+
+
+@router.put("/enrichment/{mmsi}/media")
+async def put_vessel_media_enrichment(
+    mmsi: int,
+    payload: dict[str, Any],
+    current_user: User = Depends(get_current_user),
+    db: AsyncSession = Depends(get_db),
+):
+    return await upsert_vessel_media_enrichment(db, mmsi=mmsi, payload=payload)

backend/app/api/v1/vessels.py

@@ -0,0 +1,39 @@
+"""Bounded vessel snapshot APIs for viewport-first consumers."""
+
+from typing import Optional
+
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.api.v1.visualization import _parse_bbox, build_vessel_snapshot_response
+from app.db.session import get_db
+from app.services.vessel_ais_aggregation import MAX_SNAPSHOT_LIMIT
+
+router = APIRouter()
+
+
+@router.get("/snapshot")
+async def get_vessel_snapshot(
+    bbox: Optional[str] = Query(None, description="Viewport bbox as lon_min,lat_min,lon_max,lat_max"),
+    zoom: int = Query(..., ge=1, le=20, description="Current map zoom level"),
+    type: Optional[str] = Query(
+        None,
+        description="Comma-separated vessel types: cargo,tanker,passenger,fishing,military,other",
+    ),
+    limit: int = Query(1000, ge=1, le=MAX_SNAPSHOT_LIMIT),
+    since_minutes: int = Query(60, ge=1, le=1440),
+    db: AsyncSession = Depends(get_db),
+):
+    if not bbox:
+        raise HTTPException(status_code=400, detail="bbox is required")
+    parsed_bbox = _parse_bbox(bbox)
+    if parsed_bbox is None:
+        raise HTTPException(status_code=400, detail="bbox is required")
+    return await build_vessel_snapshot_response(
+        db,
+        bbox=parsed_bbox,
+        zoom=zoom,
+        type_filter=type,
+        limit=limit,
+        since_minutes=since_minutes,
+    )

backend/app/api/v1/websocket.py

@@ -1,7 +1,6 @@
 """WebSocket API endpoints"""
 
 import asyncio
-import logging
 from datetime import UTC, datetime
 from typing import Optional
 
@@ -9,22 +8,12 @@ from fastapi import APIRouter, WebSocket, WebSocketDisconnect, Query
 from jose import jwt, JWTError
 
 from app.core.config import settings
+from app.core.logging import get_logger
 from app.core.time import to_iso8601_utc
 from app.core.websocket.manager import manager
-from app.core.websocket.ue_scene import expand_scene_payload_for_transport, ue_scene_state_store
-from app.db.session import async_session_factory
 
-logger = logging.getLogger(__name__)
+logger = get_logger(__name__, service="api")
 router = APIRouter()
-SUPPORTED_CHANNELS = [
-    "gpu_clusters",
-    "submarine_cables",
-    "ixp_nodes",
-    "alerts",
-    "dashboard",
-    "datasource_tasks",
-    "ue_scene",
-]
 
 
 async def authenticate_token(token: str) -> Optional[dict]:
@@ -32,40 +21,63 @@ async def authenticate_token(token: str) -> Optional[dict]:
     try:
         payload = jwt.decode(token, settings.SECRET_KEY, algorithms=[settings.ALGORITHM])
         if payload.get("type") != "access":
-            logger.warning(f"WebSocket auth failed: wrong token type")
+            logger.warning_event(
+                "WebSocket auth failed: wrong token type",
+                event="auth.websocket.invalid_token_type",
+            )
             return None
         return payload
     except JWTError as e:
-        logger.warning(f"WebSocket auth failed: {e}")
+        logger.warning_event(
+            "WebSocket auth failed",
+            event="auth.websocket.decode_failed",
+            context={"error": str(e)},
+        )
         return None
 
 
 @router.websocket("/ws")
 async def websocket_endpoint(
     websocket: WebSocket,
-    token: str = Query(...),
+    token: str | None = Query(None),
 ):
     """WebSocket endpoint for real-time data"""
-    logger.info(f"WebSocket connection attempt with token: {token[:20]}...")
-    payload = await authenticate_token(token)
-    if payload is None:
-        logger.warning("WebSocket authentication failed, closing connection")
+    logger.info_event(
+        "WebSocket connection attempt",
+        event="auth.websocket.connection_attempt",
+        context={"token_preview": f"{token[:8]}..." if token else "anonymous"},
+    )
+    payload = await authenticate_token(token) if token else None
+    if token and payload is None:
+        logger.warning_event(
+            "WebSocket authentication failed, closing connection",
+            event="auth.websocket.connection_rejected",
+        )
         await websocket.close(code=4001)
         return
 
-    user_id = str(payload.get("sub"))
+    is_anonymous = payload is None
+    user_id = str(payload.get("sub")) if payload else f"anonymous:{id(websocket)}"
+    supported_channels = ["vessels"] if is_anonymous else [
+        "gpu_clusters",
+        "submarine_cables",
+        "ixp_nodes",
+        "alerts",
+        "dashboard",
+        "datasource_tasks",
+        "vessels",
+    ]
     await manager.connect(websocket, user_id)
 
     try:
         await websocket.send_json(
             {
                 "type": "connection_established",
-                "timestamp": to_iso8601_utc(datetime.now(UTC)),
                 "data": {
                     "connection_id": f"conn_{user_id}",
                     "server_version": settings.VERSION,
                     "heartbeat_interval": 30,
-                    "supported_channels": SUPPORTED_CHANNELS,
+                    "supported_channels": supported_channels,
                 },
             }
         )
@@ -78,79 +90,68 @@ async def websocket_endpoint(
                     await websocket.send_json(
                         {
                             "type": "heartbeat",
-                            "timestamp": to_iso8601_utc(datetime.now(UTC)),
                             "data": {"action": "pong", "timestamp": to_iso8601_utc(datetime.now(UTC))},
                         }
                     )
                 elif data.get("type") == "subscribe":
-                    requested_channels = data.get("data", {}).get("channels", [])
-                    channels = manager.subscribe(websocket, requested_channels)
+                    payload_data = data.get("data", {})
+                    if not isinstance(payload_data, dict):
+                        payload_data = {}
+                    channels = payload_data.get("channels", [])
+                    if isinstance(channels, str):
+                        channels = [channels]
+                    elif not isinstance(channels, list):
+                        channels = []
+                    channel = payload_data.get("channel")
+                    if channel and channel not in channels:
+                        channels = [*channels, channel]
+                    if is_anonymous:
+                        channels = [channel for channel in channels if channel in supported_channels]
+                    vessel_subscription = None
+                    if "vessels" in channels and "bbox" in payload_data:
+                        try:
+                            vessel_subscription = manager.subscribe_vessels(websocket, payload_data)
+                        except ValueError as exc:
+                            await websocket.send_json(
+                                {
+                                    "type": "subscription_error",
+                                    "data": {"channel": "vessels", "detail": str(exc)},
+                                }
+                            )
+                            continue
+                        channels = [channel for channel in channels if channel != "vessels"]
+                    manager.subscribe(websocket, channels)
                     await websocket.send_json(
                         {
                             "type": "subscription_confirmed",
-                            "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                            "data": {"action": "subscribe", "channels": channels},
-                        }
-                    )
-                elif data.get("type") == "sync_request":
-                    sync_data = data.get("data", {})
-                    channel = sync_data.get("channel")
-                    if channel == "ue_scene":
-                        async with async_session_factory() as session:
-                            scene_payloads = await ue_scene_state_store.get_sync_payloads(
-                                session,
-                                last_sequence=sync_data.get("last_sequence"),
-                                reason=sync_data.get("reason"),
-                            )
-                        for scene_payload in scene_payloads:
-                            for transport_payload in expand_scene_payload_for_transport(scene_payload):
-                                await websocket.send_json(
-                                    {
-                                        "type": "data_frame",
-                                        "channel": "ue_scene",
-                                        "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                                        "data": transport_payload,
-                                    }
-                                )
-                    else:
-                        await websocket.send_json(
-                            {
-                                "type": "error",
-                                "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                                "data": {
-                                    "message": f"Unsupported sync channel: {channel}",
-                                },
-                            }
-                        )
-                elif data.get("type") == "control_frame":
-                    await websocket.send_json(
-                        {
-                            "type": "control_acknowledged",
-                            "timestamp": to_iso8601_utc(datetime.now(UTC)),
                             "data": {
-                                "target": data.get("data", {}).get("target"),
-                                "command": data.get("data", {}).get("command"),
-                                "accepted": True,
+                                "action": "subscribe",
+                                "channels": [
+                                    *channels,
+                                    *(["vessels"] if vessel_subscription else []),
+                                ],
+                                "vessels": vessel_subscription,
                             },
                         }
                     )
-                else:
+                elif data.get("type") == "unsubscribe":
+                    channels = data.get("data", {}).get("channels", [])
+                    manager.unsubscribe(websocket, channels)
                     await websocket.send_json(
                         {
-                            "type": "ack",
-                            "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                            "data": {"received": True},
+                            "type": "subscription_confirmed",
+                            "data": {"action": "unsubscribe", "channels": channels},
                         }
                     )
+                elif data.get("type") == "control_frame":
+                    await websocket.send_json(
+                        {"type": "control_acknowledged", "data": {"received": True}}
+                    )
+                else:
+                    await websocket.send_json({"type": "ack", "data": {"received": True}})
 
             except asyncio.TimeoutError:
-                await websocket.send_json(
-                    {
-                        "type": "heartbeat",
-                        "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                        "data": {"action": "ping"},
-                    }
-                )
+                await websocket.send_json({"type": "heartbeat", "data": {"action": "ping"}})
 
     except WebSocketDisconnect:
         pass

backend/app/core/cache.py

@@ -1,15 +1,15 @@
 """Redis caching service"""
 
 import json
-import logging
 from datetime import timedelta
 from typing import Optional, Any
 
 import redis
 
 from app.core.config import settings
+from app.core.logging import get_logger
 
-logger = logging.getLogger(__name__)
+logger = get_logger(__name__)
 
 
 # Lazy Redis client initialization
@@ -47,7 +47,7 @@ class CacheService:
                 return json.loads(value)
             return None
         except Exception as e:
-            logger.warning(f"Cache get error: {e}")
+            logger.warning_event("Cache get error", event="cache.get.failed", context={"error": str(e)})
             return None
 
     def set(
@@ -61,7 +61,7 @@ class CacheService:
             serialized = json.dumps(value, default=str)
             return self.client.setex(key, expire_seconds, serialized)
         except Exception as e:
-            logger.warning(f"Cache set error: {e}")
+            logger.warning_event("Cache set error", event="cache.set.failed", context={"error": str(e)})
             return False
 
     def delete(self, key: str) -> bool:
@@ -69,7 +69,7 @@ class CacheService:
         try:
             return self.client.delete(key) > 0
         except Exception as e:
-            logger.warning(f"Cache delete error: {e}")
+            logger.warning_event("Cache delete error", event="cache.delete.failed", context={"error": str(e)})
             return False
 
     def delete_pattern(self, pattern: str) -> int:
@@ -80,7 +80,7 @@ class CacheService:
                 return self.client.delete(*keys)
             return 0
         except Exception as e:
-            logger.warning(f"Cache delete_pattern error: {e}")
+            logger.warning_event("Cache delete_pattern error", event="cache.delete_pattern.failed", context={"error": str(e)})
             return 0
 
     def get_or_set(

backend/app/core/collected_data_fields.py

@@ -4,8 +4,8 @@ from typing import Any, Dict, Optional
 FIELD_ALIASES = {
     "country": ("country",),
     "city": ("city",),
-    "latitude": ("latitude",),
-    "longitude": ("longitude",),
+    "latitude": ("latitude", "lat"),
+    "longitude": ("longitude", "lon", "lng"),
     "value": ("value",),
     "unit": ("unit",),
     "cores": ("cores",),
@@ -14,6 +14,28 @@ FIELD_ALIASES = {
     "power": ("power",),
 }
 
+NESTED_FIELD_ALIASES = {
+    "latitude": (
+        ("location", "latitude"),
+        ("location", "lat"),
+        ("geo", "latitude"),
+        ("geo", "lat"),
+        ("coordinates", "latitude"),
+        ("coordinates", "lat"),
+    ),
+    "longitude": (
+        ("location", "longitude"),
+        ("location", "lon"),
+        ("location", "lng"),
+        ("geo", "longitude"),
+        ("geo", "lon"),
+        ("geo", "lng"),
+        ("coordinates", "longitude"),
+        ("coordinates", "lon"),
+        ("coordinates", "lng"),
+    ),
+}
+
 
 def get_metadata_field(metadata: Optional[Dict[str, Any]], field: str, fallback: Any = None) -> Any:
     if isinstance(metadata, dict):
@@ -21,9 +43,34 @@ def get_metadata_field(metadata: Optional[Dict[str, Any]], field: str, fallback:
             value = metadata.get(key)
             if value not in (None, ""):
                 return value
+        for path in NESTED_FIELD_ALIASES.get(field, ()):
+            current: Any = metadata
+            for key in path:
+                if not isinstance(current, dict):
+                    current = None
+                    break
+                current = current.get(key)
+            if current not in (None, ""):
+                return current
+        if field in {"latitude", "longitude"}:
+            value = _get_coordinate_sequence_value(metadata, field)
+            if value not in (None, ""):
+                return value
     return fallback
 
 
+def _get_coordinate_sequence_value(metadata: Dict[str, Any], field: str) -> Any:
+    for key in ("coordinates", "coord", "coords"):
+        value = metadata.get(key)
+        if not isinstance(value, (list, tuple)) or len(value) < 2:
+            continue
+        # GeoJSON uses [longitude, latitude]. Most raw collector tuples in this
+        # codebase use explicit field names, so only sequence aliases are treated
+        # as GeoJSON-shaped to avoid guessing.
+        return value[1] if field == "latitude" else value[0]
+    return None
+
+
 def build_dynamic_metadata(
     metadata: Optional[Dict[str, Any]],
     *,

backend/app/core/data_sources.py

@@ -1,7 +1,6 @@
 import os
 import yaml
 from functools import lru_cache
-from typing import Optional
 
 
 COLLECTOR_URL_KEYS = {
@@ -31,6 +30,8 @@ COLLECTOR_URL_KEYS = {
     "opengeofeed_prefix_geo": "opengeofeed.public_csv_url",
     "nro_delegated_prefix_geo": "nro.delegated_stats_url",
     "news_live_streams": "news_live_streams.channels_url",
+    "barentswatch_vessels": "barentswatch_vessels.url",
+    "aisstream_vessels": "aisstream_vessels.url",
 }
 
 
@@ -73,7 +74,7 @@ class DataSourcesConfig:
             from app.models.datasource_config import DataSourceConfig
 
             query = select(DataSourceConfig).where(
-                DataSourceConfig.name == collector_name, DataSourceConfig.is_active == True
+                DataSourceConfig.name == collector_name, DataSourceConfig.is_active
             )
             result = await db.execute(query)
             db_config = result.scalar_one_or_none()

backend/app/core/data_sources.yaml

@@ -94,3 +94,11 @@ news_live_streams:
   streams_url: "https://iptv-org.github.io/api/streams.json"
   # IPTV-org 台标 JSON
   logos_url: "https://iptv-org.github.io/api/logos.json"
+
+barentswatch_vessels:
+  # BarentsWatch Live AIS latest combined endpoint. Requires an AIS bearer token.
+  url: "https://live.ais.barentswatch.no/v1/latest/combined"
+
+aisstream_vessels:
+  # AISStream realtime WebSocket endpoint. Requires an AISStream API key.
+  url: "wss://stream.aisstream.io/v0/stream"

backend/app/core/datasource_defaults.py

@@ -4,163 +4,258 @@ DEFAULT_DATASOURCES = {
     "top500": {
         "id": 1,
         "name": "TOP500 Supercomputers",
+        "display_name": "TOP500 超算榜单",
         "module": "L1",
         "priority": "P0",
         "frequency_minutes": 240,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "epoch_ai_gpu": {
         "id": 2,
         "name": "Epoch AI GPU Clusters",
+        "display_name": "Epoch AI GPU 集群",
         "module": "L1",
         "priority": "P0",
         "frequency_minutes": 360,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "huggingface_models": {
         "id": 3,
         "name": "HuggingFace Models",
+        "display_name": "Hugging Face 模型",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 720,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "huggingface_datasets": {
         "id": 4,
         "name": "HuggingFace Datasets",
+        "display_name": "Hugging Face 数据集",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 720,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "huggingface_spaces": {
         "id": 5,
         "name": "HuggingFace Spaces",
+        "display_name": "Hugging Face Spaces",
         "module": "L2",
         "priority": "P2",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "peeringdb_ixp": {
         "id": 6,
         "name": "PeeringDB IXP",
+        "display_name": "PeeringDB 交换中心",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "peeringdb_network": {
         "id": 7,
         "name": "PeeringDB Networks",
+        "display_name": "PeeringDB 网络",
         "module": "L2",
         "priority": "P2",
         "frequency_minutes": 2880,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "peeringdb_facility": {
         "id": 8,
         "name": "PeeringDB Facilities",
+        "display_name": "PeeringDB 设施",
         "module": "L2",
         "priority": "P2",
         "frequency_minutes": 2880,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "telegeography_cables": {
         "id": 9,
         "name": "Submarine Cables",
+        "display_name": "海底光缆",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "telegeography_landing": {
         "id": 10,
         "name": "Cable Landing Points",
+        "display_name": "光缆登陆点",
         "module": "L2",
         "priority": "P2",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "telegeography_systems": {
         "id": 11,
         "name": "Cable Systems",
+        "display_name": "光缆系统",
         "module": "L2",
         "priority": "P2",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "arcgis_cables": {
         "id": 15,
         "name": "ArcGIS Submarine Cables",
+        "display_name": "ArcGIS 海底光缆",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "arcgis_landing_points": {
         "id": 16,
         "name": "ArcGIS Landing Points",
+        "display_name": "ArcGIS 登陆点",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "arcgis_cable_landing_relation": {
         "id": 17,
         "name": "ArcGIS Cable-Landing Relations",
+        "display_name": "ArcGIS 光缆登陆关系",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "fao_landing_points": {
         "id": 18,
         "name": "FAO Landing Points",
+        "display_name": "FAO 登陆点",
         "module": "L2",
         "priority": "P1",
         "frequency_minutes": 10080,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "spacetrack_tle": {
         "id": 19,
         "name": "Space-Track TLE",
+        "display_name": "Space-Track 轨道根数",
         "module": "L3",
         "priority": "P2",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": True,
+        "credential_provider": "spacetrack",
+        "credential_status": "planned",
     },
     "celestrak_tle": {
         "id": 20,
         "name": "CelesTrak TLE",
+        "display_name": "CelesTrak 轨道根数",
         "module": "L3",
         "priority": "P2",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "ris_live_bgp": {
         "id": 21,
         "name": "RIPE RIS Live BGP",
+        "display_name": "RIPE RIS 实时 BGP",
         "module": "L3",
         "priority": "P1",
         "frequency_minutes": 15,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "bgpstream_bgp": {
         "id": 22,
         "name": "CAIDA BGPStream Backfill",
+        "display_name": "CAIDA BGPStream 回填",
         "module": "L3",
         "priority": "P1",
         "frequency_minutes": 360,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "iptoasn_prefix_geo": {
         "id": 23,
         "name": "IPtoASN Prefix Geography",
+        "display_name": "IPtoASN 前缀地理",
         "module": "L3",
         "priority": "P1",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "opengeofeed_prefix_geo": {
         "id": 24,
         "name": "OpenGeoFeed Prefix Geography",
+        "display_name": "OpenGeoFeed 前缀地理",
         "module": "L3",
         "priority": "P1",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "nro_delegated_prefix_geo": {
         "id": 25,
         "name": "NRO Delegated Prefix Geography",
+        "display_name": "NRO 分配前缀地理",
         "module": "L3",
         "priority": "P1",
         "frequency_minutes": 1440,
+        "is_free": True,
+        "requires_credentials": False,
     },
     "news_live_streams": {
         "id": 26,
         "name": "News Live Streams",
+        "display_name": "新闻直播源",
         "module": "L4",
         "priority": "P2",
         "frequency_minutes": 720,
+        "is_free": True,
+        "requires_credentials": False,
+    },
+    "barentswatch_vessels": {
+        "id": 27,
+        "name": "BarentsWatch AIS Vessels",
+        "display_name": "BarentsWatch AIS 船舶",
+        "module": "L4",
+        "priority": "P1",
+        "frequency_minutes": 1,
+        "is_free": True,
+        "requires_credentials": True,
+        "credential_provider": "barentswatch",
+        "credential_status": "supported",
+    },
+    "aisstream_vessels": {
+        "id": 28,
+        "name": "AISStream Vessels",
+        "display_name": "AISStream 实时船舶",
+        "module": "L4",
+        "priority": "P1",
+        "frequency_minutes": 1,
+        "is_free": True,
+        "requires_credentials": True,
+        "credential_provider": "aisstream",
+        "credential_status": "supported",
     },
 }
 

backend/app/core/logging.py

@@ -0,0 +1,161 @@
+from __future__ import annotations
+
+import json
+import logging
+import os
+import re
+
+from collections.abc import Mapping, Sequence
+from typing import Any
+
+from app.core.request_context import get_request_id
+
+DEFAULT_SERVICE = "backend"
+DEFAULT_EVENT = "app.log"
+DEFAULT_LOG_LEVEL = os.getenv("PLANET_LOG_LEVEL", "INFO").upper()
+REDACTED = "[REDACTED]"
+SENSITIVE_FIELD_NAMES = {
+    "access_token",
+    "api_key",
+    "authorization",
+    "cookie",
+    "password",
+    "refresh_token",
+    "secret",
+    "token",
+}
+SENSITIVE_TEXT_PATTERNS = (
+    re.compile(r"(?i)(authorization\s*[:=]\s*)(.+)"),
+    re.compile(r"(?i)(bearer\s+)([A-Za-z0-9._\-]+)"),
+    re.compile(r"(?i)(token\s*[:=]\s*)(.+)"),
+    re.compile(r"(?i)(password\s*[:=]\s*)(.+)"),
+    re.compile(r"(?i)(cookie\s*[:=]\s*)(.+)"),
+)
+
+
+def sanitize_log_value(value: Any) -> Any:
+    if isinstance(value, Mapping):
+        return {
+            str(key): (REDACTED if str(key).lower() in SENSITIVE_FIELD_NAMES else sanitize_log_value(item))
+            for key, item in value.items()
+        }
+    if isinstance(value, Sequence) and not isinstance(value, (str, bytes, bytearray)):
+        return [sanitize_log_value(item) for item in value]
+    if isinstance(value, str):
+        sanitized = value
+        for pattern in SENSITIVE_TEXT_PATTERNS:
+            sanitized = pattern.sub(lambda match: f"{match.group(1)}{REDACTED}", sanitized)
+        return sanitized
+    return value
+
+
+def _normalize_context(context: Any) -> dict[str, Any]:
+    if context is None:
+        return {}
+    if isinstance(context, Mapping):
+        sanitized = sanitize_log_value(context)
+        return {str(key): value for key, value in sanitized.items()}
+    return {"value": sanitize_log_value(context)}
+
+
+class PlanetContextFilter(logging.Filter):
+    def filter(self, record: logging.LogRecord) -> bool:
+        record.request_id = getattr(record, "request_id", None) or get_request_id() or "-"
+        record.service = getattr(record, "service", None) or DEFAULT_SERVICE
+        record.event = getattr(record, "event", None) or DEFAULT_EVENT
+        record.context = _normalize_context(getattr(record, "context", None))
+        record.message = sanitize_log_value(record.getMessage())
+        return True
+
+
+class PlanetFormatter(logging.Formatter):
+    def format(self, record: logging.LogRecord) -> str:
+        timestamp = self.formatTime(record, self.datefmt)
+        level = record.levelname
+        service = getattr(record, "service", DEFAULT_SERVICE)
+        module_name = record.name
+        event = getattr(record, "event", DEFAULT_EVENT)
+        request_id = getattr(record, "request_id", "-")
+        message = sanitize_log_value(record.getMessage())
+        context = _normalize_context(getattr(record, "context", None))
+        context_suffix = ""
+        if context:
+            context_suffix = f" context={json.dumps(context, ensure_ascii=False, sort_keys=True)}"
+        rendered = (
+            f"{timestamp} {level} service={service} module={module_name} "
+            f"event={event} request_id={request_id} message={message}{context_suffix}"
+        )
+        if record.exc_info:
+            rendered = f"{rendered}\n{self.formatException(record.exc_info)}"
+        return rendered
+
+
+class PlanetLoggerAdapter(logging.LoggerAdapter):
+    def process(self, msg: Any, kwargs: dict[str, Any]) -> tuple[Any, dict[str, Any]]:
+        extra = dict(self.extra)
+        extra.update(kwargs.get("extra", {}))
+        if "context" in extra:
+            extra["context"] = _normalize_context(extra.get("context"))
+        kwargs["extra"] = extra
+        return sanitize_log_value(msg), kwargs
+
+    def log_event(
+        self,
+        level: int,
+        message: str,
+        *,
+        event: str,
+        context: Mapping[str, Any] | None = None,
+        **extra: Any,
+    ) -> None:
+        self.log(level, message, extra={"event": event, "context": context or {}, **extra})
+
+    def debug_event(self, message: str, *, event: str, context: Mapping[str, Any] | None = None, **extra: Any) -> None:
+        self.log_event(logging.DEBUG, message, event=event, context=context, **extra)
+
+    def info_event(self, message: str, *, event: str, context: Mapping[str, Any] | None = None, **extra: Any) -> None:
+        self.log_event(logging.INFO, message, event=event, context=context, **extra)
+
+    def warning_event(self, message: str, *, event: str, context: Mapping[str, Any] | None = None, **extra: Any) -> None:
+        self.log_event(logging.WARNING, message, event=event, context=context, **extra)
+
+    def error_event(self, message: str, *, event: str, context: Mapping[str, Any] | None = None, **extra: Any) -> None:
+        self.log_event(logging.ERROR, message, event=event, context=context, **extra)
+
+    def exception_event(
+        self,
+        message: str,
+        *,
+        event: str,
+        context: Mapping[str, Any] | None = None,
+        **extra: Any,
+    ) -> None:
+        self.error(message, exc_info=True, extra={"event": event, "context": context or {}, **extra})
+
+
+def get_logger(name: str, *, service: str = DEFAULT_SERVICE) -> PlanetLoggerAdapter:
+    return PlanetLoggerAdapter(logging.getLogger(name), {"service": service})
+
+
+def configure_logging(level: str | None = None) -> None:
+    root_logger = logging.getLogger()
+    if getattr(configure_logging, "_configured", False):
+        if level:
+            root_logger.setLevel(level.upper())
+        return
+
+    handler = logging.StreamHandler()
+    handler.setFormatter(PlanetFormatter(datefmt="%Y-%m-%d %H:%M:%S"))
+    handler.addFilter(PlanetContextFilter())
+
+    root_logger.handlers.clear()
+    root_logger.addHandler(handler)
+    root_logger.setLevel((level or DEFAULT_LOG_LEVEL).upper())
+
+    for logger_name in ("uvicorn", "uvicorn.error", "uvicorn.access"):
+        target_logger = logging.getLogger(logger_name)
+        target_logger.handlers.clear()
+        target_logger.propagate = True
+
+    logging.captureWarnings(True)
+    configure_logging._configured = True

backend/app/core/request_context.py

@@ -0,0 +1,14 @@
+from __future__ import annotations
+
+from contextvars import ContextVar
+
+
+request_id_context: ContextVar[str | None] = ContextVar("request_id", default=None)
+
+
+def set_request_id(request_id: str | None) -> None:
+    request_id_context.set(request_id)
+
+
+def get_request_id() -> str | None:
+    return request_id_context.get()

backend/app/core/security.py

@@ -105,7 +105,7 @@ async def get_current_user(
         )
     result = await db.execute(
         text(
-            "SELECT id, username, email, password_hash, role, is_active FROM users WHERE id = :id"
+            "SELECT id, username, email, password_hash, role, is_active, gatekeeper_groups FROM users WHERE id = :id"
         ),
         {"id": int(user_id)},
     )
@@ -122,6 +122,7 @@ async def get_current_user(
     user.password_hash = row[3]
     user.role = row[4]
     user.is_active = row[5]
+    user.gatekeeper_groups = row[6] or []
     return user
 
 
@@ -144,7 +145,7 @@ async def get_current_user_refresh(
         )
     result = await db.execute(
         text(
-            "SELECT id, username, email, password_hash, role, is_active FROM users WHERE id = :id"
+            "SELECT id, username, email, password_hash, role, is_active, gatekeeper_groups FROM users WHERE id = :id"
         ),
         {"id": int(user_id)},
     )
@@ -161,6 +162,7 @@ async def get_current_user_refresh(
     user.password_hash = row[3]
     user.role = row[4]
     user.is_active = row[5]
+    user.gatekeeper_groups = row[6] or []
     return user
 
 

backend/app/core/target_schema_registry.py

@@ -0,0 +1,157 @@
+"""Registry of target schemas supported by mapped custom data sources."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import datetime
+from typing import Any
+
+from pydantic import BaseModel, Field, ValidationError, field_validator
+
+
+class VesselAISRecord(BaseModel):
+    mmsi: int = Field(ge=100000000, le=999999999)
+    lat: float = Field(ge=-90, le=90)
+    lon: float = Field(ge=-180, le=180)
+    sog: float | None = None
+    cog: float | None = Field(default=None, ge=0, le=360)
+    heading: int | None = Field(default=None, ge=0, le=511)
+    nav_status: int | None = None
+    name: str | None = None
+    callsign: str | None = None
+    vessel_type: str | int | None = None
+    vessel_type_name: str | None = None
+    received_at: datetime | None = None
+
+
+class GeoPointRecord(BaseModel):
+    lat: float = Field(ge=-90, le=90)
+    lon: float = Field(ge=-180, le=180)
+    name: str | None = None
+    type: str | None = None
+    source_id: str | None = None
+    observed_at: datetime | None = None
+    metadata: dict[str, Any] = Field(default_factory=dict)
+
+
+class GenericRecord(BaseModel):
+    data: dict[str, Any] = Field(default_factory=dict)
+    source_id: str | None = None
+    observed_at: datetime | None = None
+
+    @field_validator("data")
+    @classmethod
+    def require_payload(cls, value: dict[str, Any]) -> dict[str, Any]:
+        if not value:
+            raise ValueError("generic_records requires a non-empty data object")
+        return value
+
+
+@dataclass(frozen=True)
+class TargetField:
+    name: str
+    type: str
+    required: bool = False
+    description: str = ""
+    example: Any = None
+
+    def to_dict(self) -> dict[str, Any]:
+        return {
+            "name": self.name,
+            "type": self.type,
+            "required": self.required,
+            "description": self.description,
+            "example": self.example,
+        }
+
+
+@dataclass(frozen=True)
+class TargetSchema:
+    key: str
+    label: str
+    description: str
+    fields: tuple[TargetField, ...]
+    model: type[BaseModel]
+    destination: str
+
+    def to_dict(self) -> dict[str, Any]:
+        return {
+            "key": self.key,
+            "label": self.label,
+            "description": self.description,
+            "destination": self.destination,
+            "fields": [field.to_dict() for field in self.fields],
+        }
+
+    def validate_record(self, record: dict[str, Any]) -> tuple[dict[str, Any] | None, list[str]]:
+        try:
+            return self.model.model_validate(record).model_dump(mode="json"), []
+        except ValidationError as exc:
+            return None, [
+                ".".join(str(part) for part in error["loc"]) + f": {error['msg']}"
+                for error in exc.errors()
+            ]
+
+
+TARGET_SCHEMAS: dict[str, TargetSchema] = {
+    "vessel_ais": TargetSchema(
+        key="vessel_ais",
+        label="船舶 AIS",
+        description="船只位置、航速、航向、MMSI 等 AIS 数据。",
+        destination="vessel_position",
+        model=VesselAISRecord,
+        fields=(
+            TargetField("mmsi", "integer", True, "MMSI 九位船舶标识", 257123000),
+            TargetField("lat", "float", True, "纬度", 59.91),
+            TargetField("lon", "float", True, "经度", 10.75),
+            TargetField("sog", "float", False, "对地航速，单位节", 12.4),
+            TargetField("cog", "float", False, "对地航向，0-360 度", 184.5),
+            TargetField("heading", "integer", False, "船首向，0-511", 186),
+            TargetField("nav_status", "integer", False, "导航状态码", 0),
+            TargetField("name", "string", False, "船名", "OSLO EXPRESS"),
+            TargetField("callsign", "string", False, "呼号", "LAAB"),
+            TargetField("vessel_type", "string", False, "船型代码", 70),
+            TargetField("vessel_type_name", "string", False, "船型名称", "Cargo"),
+            TargetField("received_at", "datetime", False, "数据接收时间", "2026-04-28T00:00:00Z"),
+        ),
+    ),
+    "geo_points": TargetSchema(
+        key="geo_points",
+        label="通用地理点",
+        description="带经纬度的通用实体或事件点位。",
+        destination="generic_geo_points",
+        model=GeoPointRecord,
+        fields=(
+            TargetField("lat", "float", True, "纬度", 1.3),
+            TargetField("lon", "float", True, "经度", 103.8),
+            TargetField("name", "string", False, "点位名称", "Singapore"),
+            TargetField("type", "string", False, "点位类型", "datacenter"),
+            TargetField("source_id", "string", False, "来源侧 ID", "sg-1"),
+            TargetField("observed_at", "datetime", False, "观测时间", "2026-04-28T00:00:00Z"),
+            TargetField("metadata", "object", False, "扩展字段", {"provider": "example"}),
+        ),
+    ),
+    "generic_records": TargetSchema(
+        key="generic_records",
+        label="通用结构化记录",
+        description="未知结构数据沉淀，不直接进入 Earth 图层。",
+        destination="collected_data",
+        model=GenericRecord,
+        fields=(
+            TargetField("data", "object", True, "结构化记录主体", {"raw": "value"}),
+            TargetField("source_id", "string", False, "来源侧 ID", "record-1"),
+            TargetField("observed_at", "datetime", False, "观测时间", "2026-04-28T00:00:00Z"),
+        ),
+    ),
+}
+
+
+def list_target_schemas() -> list[dict[str, Any]]:
+    return [schema.to_dict() for schema in TARGET_SCHEMAS.values()]
+
+
+def get_target_schema(key: str) -> TargetSchema:
+    try:
+        return TARGET_SCHEMAS[key]
+    except KeyError as exc:
+        raise ValueError(f"Unsupported target schema: {key}") from exc

backend/app/core/websocket/broadcaster.py

@@ -1,12 +1,11 @@
-"""Data broadcaster for WebSocket connections."""
+"""Data broadcaster for WebSocket connections"""
 
 import asyncio
 from datetime import UTC, datetime
-from typing import Any, Dict
+from typing import Dict, Any
 
 from app.core.time import to_iso8601_utc
 from app.core.websocket.manager import manager
-from app.db.session import async_session_factory
 
 
 
@@ -16,6 +15,8 @@ class DataBroadcaster:
     def __init__(self):
         self.running = False
         self.tasks: Dict[str, asyncio.Task] = {}
+        self._pending_vessel_updates: Dict[str, Dict[str, Any]] = {}
+        self._vessel_flush_interval = 1.0
 
     async def get_dashboard_stats(self) -> Dict[str, Any]:
         """Get dashboard statistics"""
@@ -46,30 +47,6 @@ class DataBroadcaster:
                 pass
             await asyncio.sleep(interval)
 
-    async def broadcast_ue_scene(self, interval: int = 5) -> None:
-        """Broadcast UE scene updates for nDisplay primary nodes."""
-        from app.core.websocket.ue_scene import expand_scene_payload_for_transport, ue_scene_state_store
-
-        while self.running:
-            try:
-                async with async_session_factory() as session:
-                    scene_payloads = await ue_scene_state_store.get_broadcast_payloads(session)
-
-                for scene_data in scene_payloads:
-                    for transport_payload in expand_scene_payload_for_transport(scene_data):
-                        await manager.broadcast(
-                            {
-                                "type": "data_frame",
-                                "channel": "ue_scene",
-                                "timestamp": to_iso8601_utc(datetime.now(UTC)),
-                                "data": transport_payload,
-                            },
-                            channel="ue_scene",
-                        )
-            except Exception:
-                pass
-            await asyncio.sleep(interval)
-
     async def broadcast_alert(self, alert: Dict[str, Any]):
         """Broadcast an alert to all connected clients"""
         await manager.broadcast(
@@ -93,6 +70,9 @@ class DataBroadcaster:
 
     async def broadcast_custom(self, channel: str, data: Dict[str, Any]):
         """Broadcast custom data to a specific channel"""
+        if channel == "vessels":
+            self.enqueue_vessel_update(data)
+            return
         await manager.broadcast(
             {
                 "type": "data_frame",
@@ -103,6 +83,58 @@ class DataBroadcaster:
             channel=channel,
         )
 
+    def enqueue_vessel_update(self, data: Dict[str, Any]):
+        vessels = data.get("vessels") if isinstance(data, dict) else None
+        if not isinstance(vessels, list):
+            return
+        source = data.get("source")
+        action = data.get("action") or "upsert"
+        created = data.get("created")
+        for vessel in vessels:
+            if not isinstance(vessel, dict):
+                continue
+            mmsi = vessel.get("mmsi")
+            if mmsi in (None, ""):
+                continue
+            self._pending_vessel_updates[str(mmsi)] = {
+                **vessel,
+                "_source": source,
+                "_action": action,
+                "_created": created,
+            }
+
+    async def flush_vessel_updates(self):
+        if not self._pending_vessel_updates:
+            return
+        pending = self._pending_vessel_updates
+        self._pending_vessel_updates = {}
+        vessels = []
+        for item in pending.values():
+            vessel = dict(item)
+            source = vessel.pop("_source", None)
+            action = vessel.pop("_action", "upsert")
+            created = vessel.pop("_created", None)
+            vessel["source"] = source
+            vessel["action"] = action
+            vessel["created"] = created
+            vessels.append(vessel)
+        await manager.broadcast_vessels(
+            {
+                "action": "upsert",
+                "source": "mixed",
+                "created": None,
+                "vessels": vessels,
+            }
+        )
+
+    async def broadcast_vessels_periodically(self):
+        while self.running:
+            try:
+                await self.flush_vessel_updates()
+            except Exception:
+                pass
+            await asyncio.sleep(self._vessel_flush_interval)
+
     async def broadcast_datasource_task_update(self, data: Dict[str, Any]):
         """Broadcast datasource task progress updates to connected clients."""
         await manager.broadcast(
@@ -120,7 +152,7 @@ class DataBroadcaster:
         if not self.running:
             self.running = True
             self.tasks["dashboard"] = asyncio.create_task(self.broadcast_stats(5))
-            self.tasks["ue_scene"] = asyncio.create_task(self.broadcast_ue_scene(5))
+            self.tasks["vessels"] = asyncio.create_task(self.broadcast_vessels_periodically())
 
     def stop(self):
         """Stop all broadcasters"""
@@ -128,6 +160,7 @@ class DataBroadcaster:
         for task in self.tasks.values():
             task.cancel()
         self.tasks.clear()
+        self._pending_vessel_updates.clear()
 
 
 broadcaster = DataBroadcaster()

backend/app/core/websocket/manager.py

@@ -1,33 +1,32 @@
-"""WebSocket connection manager with channel subscriptions."""
-
-from typing import Dict, Optional, Set
+"""WebSocket Connection Manager"""
 
+from datetime import UTC, datetime
+from typing import Any, Dict, Set, Optional
 from fastapi import WebSocket
 import redis.asyncio as redis
 
 from app.core.config import settings
 
+MAX_VESSEL_SUBSCRIPTION_LIMIT = 5000
+MAX_VESSEL_WS_MESSAGE_ITEMS = 1000
+MAX_VESSEL_BBOX_AREA = 2500.0
+
 
 class ConnectionManager:
-    """Manage user connections and channel subscriptions."""
+    """Manages WebSocket connections"""
 
-    def __init__(self) -> None:
-        self.user_connections: Dict[str, Set[WebSocket]] = {}
-        self.socket_users: Dict[WebSocket, str] = {}
-        self.channel_connections: Dict[str, Set[WebSocket]] = {}
-        self.socket_channels: Dict[WebSocket, Set[str]] = {}
+    def __init__(self):
+        self.active_connections: Dict[str, Set[WebSocket]] = {}  # user_id -> connections
+        self.channel_subscriptions: Dict[str, Set[WebSocket]] = {}
+        self.websocket_channels: Dict[WebSocket, Set[str]] = {}
+        self.vessel_subscriptions: Dict[WebSocket, dict[str, Any]] = {}
         self.redis_client: Optional[redis.Redis] = None
 
-    @property
-    def active_connections(self) -> Dict[str, Set[WebSocket]]:
-        """Compatibility alias for existing callers."""
-        return self.user_connections
-
-    async def connect(self, websocket: WebSocket, user_id: str) -> None:
+    async def connect(self, websocket: WebSocket, user_id: str):
         await websocket.accept()
-        self.user_connections.setdefault(user_id, set()).add(websocket)
-        self.socket_users[websocket] = user_id
-        self.socket_channels.setdefault(websocket, set())
+        if user_id not in self.active_connections:
+            self.active_connections[user_id] = set()
+        self.active_connections[user_id].add(websocket)
 
         if self.redis_client is None:
             redis_url = settings.REDIS_URL
@@ -41,69 +40,168 @@ class ConnectionManager:
                     decode_responses=True,
                 )
 
-    def disconnect(self, websocket: WebSocket, user_id: str) -> None:
-        self.unsubscribe(websocket, list(self.socket_channels.get(websocket, set())))
+    def disconnect(self, websocket: WebSocket, user_id: str):
+        if user_id in self.active_connections:
+            self.active_connections[user_id].discard(websocket)
+            if not self.active_connections[user_id]:
+                del self.active_connections[user_id]
+        self.unsubscribe_all(websocket)
 
-        if user_id in self.user_connections:
-            self.user_connections[user_id].discard(websocket)
-            if not self.user_connections[user_id]:
-                del self.user_connections[user_id]
+    def subscribe(self, websocket: WebSocket, channels: list[str]):
+        normalized_channels = {
+            str(channel).strip()
+            for channel in channels
+            if str(channel).strip()
+        }
+        if not normalized_channels:
+            return
 
-        self.socket_users.pop(websocket, None)
-        self.socket_channels.pop(websocket, None)
+        socket_channels = self.websocket_channels.setdefault(websocket, set())
+        for channel in normalized_channels:
+            self.channel_subscriptions.setdefault(channel, set()).add(websocket)
+            socket_channels.add(channel)
 
-    def subscribe(self, websocket: WebSocket, channels: list[str]) -> list[str]:
-        subscribed_channels: list[str] = []
-        socket_channel_set = self.socket_channels.setdefault(websocket, set())
+    def unsubscribe(self, websocket: WebSocket, channels: list[str]):
+        for channel in {str(channel).strip() for channel in channels if str(channel).strip()}:
+            subscribers = self.channel_subscriptions.get(channel)
+            if subscribers is not None:
+                subscribers.discard(websocket)
+                if not subscribers:
+                    del self.channel_subscriptions[channel]
+            socket_channels = self.websocket_channels.get(websocket)
+            if socket_channels is not None:
+                socket_channels.discard(channel)
+                if not socket_channels:
+                    del self.websocket_channels[websocket]
 
-        for channel in channels:
-            normalized_channel = channel.strip()
-            if not normalized_channel:
-                continue
-            self.channel_connections.setdefault(normalized_channel, set()).add(websocket)
-            socket_channel_set.add(normalized_channel)
-            subscribed_channels.append(normalized_channel)
+    def unsubscribe_all(self, websocket: WebSocket):
+        channels = list(self.websocket_channels.get(websocket, set()))
+        if channels:
+            self.unsubscribe(websocket, channels)
+        self.vessel_subscriptions.pop(websocket, None)
 
-        return subscribed_channels
+    def subscribe_vessels(self, websocket: WebSocket, config: dict[str, Any]) -> dict[str, Any]:
+        subscription = self._normalize_vessel_subscription(config)
+        self.channel_subscriptions.setdefault("vessels", set()).add(websocket)
+        self.websocket_channels.setdefault(websocket, set()).add("vessels")
+        self.vessel_subscriptions[websocket] = subscription
+        return subscription
 
-    def unsubscribe(self, websocket: WebSocket, channels: list[str]) -> None:
-        socket_channel_set = self.socket_channels.setdefault(websocket, set())
+    def _normalize_vessel_subscription(self, config: dict[str, Any]) -> dict[str, Any]:
+        bbox = config.get("bbox")
+        if not isinstance(bbox, (list, tuple)) or len(bbox) != 4:
+            raise ValueError("vessels subscription requires bbox=[lon_min,lat_min,lon_max,lat_max]")
+        try:
+            lon_min, lat_min, lon_max, lat_max = [float(value) for value in bbox]
+        except (TypeError, ValueError) as exc:
+            raise ValueError("bbox values must be numbers") from exc
+        if lat_min > lat_max:
+            lat_min, lat_max = lat_max, lat_min
+        if lon_min > lon_max:
+            lon_min, lon_max = lon_max, lon_min
+        if not (-180 <= lon_min <= 180 and -180 <= lon_max <= 180):
+            raise ValueError("bbox longitude values must be between -180 and 180")
+        if not (-90 <= lat_min <= 90 and -90 <= lat_max <= 90):
+            raise ValueError("bbox latitude values must be between -90 and 90")
+        if (lon_max - lon_min) * (lat_max - lat_min) > MAX_VESSEL_BBOX_AREA:
+            raise ValueError("bbox is too large; zoom in or request a smaller viewport")
 
-        for channel in channels:
-            normalized_channel = channel.strip()
-            if not normalized_channel:
-                continue
-            if normalized_channel in self.channel_connections:
-                self.channel_connections[normalized_channel].discard(websocket)
-                if not self.channel_connections[normalized_channel]:
-                    del self.channel_connections[normalized_channel]
-            socket_channel_set.discard(normalized_channel)
+        zoom = int(config.get("zoom") or 1)
+        if zoom < 1 or zoom > 20:
+            raise ValueError("zoom must be between 1 and 20")
+        limit = min(max(int(config.get("limit") or 1000), 1), MAX_VESSEL_SUBSCRIPTION_LIMIT)
+        vessel_types = {
+            str(item).strip().lower()
+            for item in str(config.get("type") or "").split(",")
+            if str(item).strip()
+        }
+        return {
+            "bbox": (lon_min, lat_min, lon_max, lat_max),
+            "zoom": zoom,
+            "limit": limit,
+            "type": vessel_types,
+            "last_sent_at": None,
+        }
 
-    async def send_personal_message(self, message: dict, user_id: str) -> None:
-        for connection in list(self.user_connections.get(user_id, set())):
-            try:
-                await connection.send_json(message)
-            except Exception:
-                self.disconnect(connection, user_id)
+    async def send_personal_message(self, message: dict, user_id: str):
+        if user_id in self.active_connections:
+            for connection in self.active_connections[user_id]:
+                try:
+                    await connection.send_json(message)
+                except Exception:
+                    pass
 
-    async def broadcast(self, message: dict, channel: str = "all") -> None:
+    async def broadcast(self, message: dict, channel: str = "all"):
         if channel == "all":
-            targets = list(self.socket_users.keys())
+            for user_id in self.active_connections:
+                await self.send_personal_message(message, user_id)
         else:
-            targets = list(self.channel_connections.get(channel, set()))
+            for connection in list(self.channel_subscriptions.get(channel, set())):
+                try:
+                    await connection.send_json(message)
+                except Exception:
+                    self.unsubscribe_all(connection)
 
-        for connection in targets:
+    async def broadcast_vessels(self, data: dict[str, Any]):
+        vessels = data.get("vessels") if isinstance(data, dict) else None
+        if not isinstance(vessels, list) or not vessels:
+            return
+
+        for connection, subscription in list(self.vessel_subscriptions.items()):
+            matched = [
+                vessel
+                for vessel in vessels
+                if self._vessel_matches_subscription(vessel, subscription)
+            ][: min(subscription["limit"], MAX_VESSEL_WS_MESSAGE_ITEMS)]
+            if not matched:
+                continue
+            subscription["last_sent_at"] = datetime.now(UTC)
+            message = {
+                "type": "data_frame",
+                "channel": "vessels",
+                "timestamp": subscription["last_sent_at"].isoformat(),
+                "payload": {
+                    **data,
+                    "vessels": matched,
+                    "subscription": {
+                        "bbox": list(subscription["bbox"]),
+                        "zoom": subscription["zoom"],
+                        "limit": subscription["limit"],
+                    },
+                },
+            }
             try:
                 await connection.send_json(message)
             except Exception:
-                user_id = self.socket_users.get(connection)
-                if user_id is not None:
-                    self.disconnect(connection, user_id)
+                self.unsubscribe_all(connection)
 
-    async def close_all(self) -> None:
-        for websocket, user_id in list(self.socket_users.items()):
-            await websocket.close()
-            self.disconnect(websocket, user_id)
+    def _vessel_matches_subscription(
+        self,
+        vessel: dict[str, Any],
+        subscription: dict[str, Any],
+    ) -> bool:
+        try:
+            lon = float(vessel.get("lon"))
+            lat = float(vessel.get("lat"))
+        except (TypeError, ValueError):
+            return False
+        lon_min, lat_min, lon_max, lat_max = subscription["bbox"]
+        if not (lon_min <= lon <= lon_max and lat_min <= lat <= lat_max):
+            return False
+        requested_types = subscription.get("type") or set()
+        if not requested_types:
+            return True
+        type_name = str(vessel.get("vessel_type_name") or "").lower()
+        return any(requested_type in type_name for requested_type in requested_types)
+
+    async def close_all(self):
+        for user_id in self.active_connections:
+            for connection in self.active_connections[user_id]:
+                await connection.close()
+        self.active_connections.clear()
+        self.channel_subscriptions.clear()
+        self.websocket_channels.clear()
+        self.vessel_subscriptions.clear()
 
 
 manager = ConnectionManager()

backend/app/core/websocket/ue_scene.py

@@ -1,562 +0,0 @@
-"""UE scene state built from visualization aggregate output."""
-
-import asyncio
-import json
-import zlib
-from datetime import UTC, datetime
-from typing import TYPE_CHECKING, Any, Dict, List
-
-from sqlalchemy import select
-from sqlalchemy.ext.asyncio import AsyncSession
-
-from app.core.time import to_iso8601_utc
-from app.models.bgp_anomaly import BGPAnomaly
-from app.models.bgp_incident import BGPIncident
-
-if TYPE_CHECKING:
-    from app.models.collected_data import CollectedData
-
-DEFAULT_LAYER_ORDER = (
-    "satellites",
-    "supercomputers",
-    "gpu_clusters",
-    "submarine_cables",
-    "landing_points",
-    "bgp_anomalies",
-    "bgp_incidents",
-    "bgp_collectors",
-    "alerts",
-)
-
-FULL_RESYNC_REASONS = {"initial_connect", "manual_resync", "profile_changed"}
-UE_SCENE_LAYER_CHUNK_ITEM_LIMITS = {
-    "satellites": 500,
-    "supercomputers": 200,
-    "gpu_clusters": 100,
-    "submarine_cables": 25,
-    "landing_points": 250,
-    "bgp_anomalies": 100,
-    "bgp_incidents": 100,
-    "bgp_collectors": 100,
-    "alerts": 100,
-}
-
-
-def _default_display_profile() -> Dict[str, Any]:
-    return {
-        "profile_id": "polarized-wall-a",
-        "stereo_mode": "polarized",
-        "screen_width_m": 3.0,
-        "screen_height_m": 2.0,
-        "target_refresh_hz": 120,
-    }
-
-
-def _default_camera_state() -> Dict[str, Any]:
-    return {
-        "mode": "auto_cruise",
-        "path_id": "global_overview",
-        "fov": 42.0,
-    }
-
-
-def _stable_json(value: Any) -> str:
-    return json.dumps(value, ensure_ascii=True, sort_keys=True, separators=(",", ":"))
-
-
-def _entity_type_for_layer(layer_name: str) -> str:
-    return {
-        "satellites": "satellite",
-        "supercomputers": "supercomputer",
-        "gpu_clusters": "gpu_cluster",
-        "submarine_cables": "submarine_cable",
-        "landing_points": "landing_point",
-        "bgp_anomalies": "bgp_anomaly",
-        "bgp_incidents": "bgp_incident",
-        "bgp_collectors": "bgp_collector",
-        "alerts": "alert",
-    }[layer_name]
-
-
-def _default_visual_for_layer(layer_name: str) -> Dict[str, Any]:
-    visuals = {
-        "satellites": {"style": "satellite_marker", "size": 0.7, "color": "#9BDBFF"},
-        "supercomputers": {"style": "supercomputer_marker", "size": 1.2, "color": "#FF6B6B"},
-        "gpu_clusters": {"style": "pulse_marker", "size": 1.0, "color": "#FF8C42"},
-        "submarine_cables": {"style": "cable_arc", "width": 2.0, "color": "#4ECDC4"},
-        "landing_points": {"style": "landing_point_marker", "size": 0.8, "color": "#45B7D1"},
-        "bgp_anomalies": {"style": "anomaly_marker", "size": 1.0, "color": "#FFB703"},
-        "bgp_incidents": {"style": "incident_marker", "size": 1.2, "color": "#E63946"},
-        "bgp_collectors": {"style": "collector_marker", "size": 0.9, "color": "#7B9ACC"},
-        "alerts": {"style": "alert_marker", "size": 1.0, "color": "#FFD166"},
-    }
-    return visuals[layer_name]
-
-
-def _empty_scene_layers() -> Dict[str, Dict[str, Any]]:
-    return {
-        layer_name: {"revision": 0, "items": {}}
-        for layer_name in DEFAULT_LAYER_ORDER
-    }
-
-
-def _empty_changes() -> Dict[str, Dict[str, List[Any]]]:
-    return {
-        layer_name: {"added": [], "updated": [], "removed": []}
-        for layer_name in DEFAULT_LAYER_ORDER
-    }
-
-
-def _point_geo(coordinates: List[Any]) -> Dict[str, Any]:
-    lng = coordinates[0] if len(coordinates) > 0 else None
-    lat = coordinates[1] if len(coordinates) > 1 else None
-    alt = coordinates[2] if len(coordinates) > 2 else 0.0
-    return {"lat": lat, "lng": lng, "alt": alt}
-
-
-def _path_geo(geometry_type: str, coordinates: Any) -> Dict[str, Any]:
-    if geometry_type == "LineString":
-        return {
-            "path": [
-                {"lat": point[1], "lng": point[0], "alt": point[2] if len(point) > 2 else 0.0}
-                for point in coordinates
-                if isinstance(point, list) and len(point) >= 2
-            ]
-        }
-
-    if geometry_type == "MultiLineString":
-        return {
-            "segments": [
-                [
-                    {"lat": point[1], "lng": point[0], "alt": point[2] if len(point) > 2 else 0.0}
-                    for point in line
-                    if isinstance(point, list) and len(point) >= 2
-                ]
-                for line in coordinates
-                if isinstance(line, list)
-            ]
-        }
-
-    return {}
-
-
-def _item_identifier(layer_name: str, feature: Dict[str, Any], index: int) -> str:
-    properties = feature.get("properties") or {}
-    feature_id = feature.get("id") or properties.get("id") or properties.get("source_id")
-    return f"{layer_name}:{feature_id or index}"
-
-
-def _item_revision(item: Dict[str, Any]) -> int:
-    return zlib.crc32(_stable_json(item).encode("utf-8")) & 0xFFFFFFFF
-
-
-def _layer_revision(items: Dict[str, Dict[str, Any]]) -> int:
-    if not items:
-        return 0
-    joined = "|".join(
-        f"{item_id}:{items[item_id]['revision']}"
-        for item_id in sorted(items)
-    )
-    return zlib.crc32(joined.encode("utf-8")) & 0xFFFFFFFF
-
-
-def _serialize_feature(layer_name: str, feature: Dict[str, Any], index: int) -> Dict[str, Any]:
-    properties = dict(feature.get("properties") or {})
-    geometry = feature.get("geometry") or {}
-    geometry_type = geometry.get("type", "")
-    coordinates = geometry.get("coordinates") or []
-    item_id = _item_identifier(layer_name, feature, index)
-
-    geo: Dict[str, Any] = {}
-    if geometry_type == "Point":
-        geo = _point_geo(coordinates)
-    elif geometry_type in {"LineString", "MultiLineString"}:
-        geo = _path_geo(geometry_type, coordinates)
-
-    title = (
-        properties.get("name")
-        or properties.get("Name")
-        or properties.get("title")
-        or item_id
-    )
-    subtitle_parts = [
-        properties.get("city"),
-        properties.get("country"),
-        properties.get("region"),
-    ]
-    item = {
-        "id": item_id,
-        "entity_type": _entity_type_for_layer(layer_name),
-        "geo": geo,
-        "visual": {
-            **_default_visual_for_layer(layer_name),
-            **({"color": properties["color"]} if properties.get("color") else {}),
-        },
-        "metrics": properties,
-        "labels": {
-            "title": title,
-            "subtitle": ", ".join([part for part in subtitle_parts if part]),
-        },
-        "status": {
-            "health": properties.get("status", "normal"),
-            "alert_level": properties.get("severity", "none"),
-        },
-    }
-    item["revision"] = _item_revision(item)
-    return item
-
-
-async def build_visualization_scene_state(db: AsyncSession) -> Dict[str, Any]:
-    from app.api.v1.visualization import (
-        _build_landing_point_cable_maps,
-        _filter_known_records,
-        _load_current_collected_data_by_sources,
-        build_anomaly_geography_hints,
-        build_incident_geography_hints,
-        convert_bgp_anomalies_to_geojson,
-        convert_bgp_collectors_to_geojson,
-        convert_bgp_incidents_to_geojson,
-        convert_cable_to_geojson,
-        convert_gpu_cluster_to_geojson,
-        convert_landing_point_to_geojson,
-        convert_satellite_to_geojson,
-        convert_supercomputer_to_geojson,
-    )
-    from app.services.bgp_collectors import build_bgp_collector_coverage
-
-    records_by_source = await _load_current_collected_data_by_sources(
-        db,
-        [
-            "arcgis_cables",
-            "arcgis_landing_points",
-            "arcgis_cable_landing_relation",
-            "celestrak_tle",
-            "top500",
-            "epoch_ai_gpu",
-        ],
-    )
-
-    cables_records = records_by_source.get("arcgis_cables", [])
-    landing_point_records = records_by_source.get("arcgis_landing_points", [])
-    relation_records = records_by_source.get("arcgis_cable_landing_relation", [])
-    satellites_records = _filter_known_records(records_by_source.get("celestrak_tle", []))
-    supercomputer_records = _filter_known_records(records_by_source.get("top500", []))
-    gpu_records = _filter_known_records(records_by_source.get("epoch_ai_gpu", []))
-    bgp_anomalies_result = await db.execute(
-        select(BGPAnomaly)
-        .where(BGPAnomaly.status == "active")
-        .order_by(BGPAnomaly.created_at.desc())
-        .limit(200)
-    )
-    bgp_anomalies = list(bgp_anomalies_result.scalars().all())
-    bgp_anomaly_geography_hints = await build_anomaly_geography_hints(db, bgp_anomalies)
-    bgp_incidents_result = await db.execute(
-        select(BGPIncident)
-        .where(BGPIncident.status == "active")
-        .order_by(BGPIncident.created_at.desc())
-        .limit(100)
-    )
-    bgp_incidents = list(bgp_incidents_result.scalars().all())
-    bgp_incident_geography_hints = await build_incident_geography_hints(db, bgp_incidents)
-    bgp_collector_coverage = await build_bgp_collector_coverage(
-        db,
-        source_filter=("ris_live_bgp", "bgpstream_bgp"),
-    )
-    bgp_coverage_by_collector = {
-        item["collector"]: item
-        for item in bgp_collector_coverage
-        if item.get("collector")
-    }
-
-    city_to_cable_ids_map, cable_id_to_name_map = _build_landing_point_cable_maps(
-        relation_records,
-        cables_records,
-    )
-
-    aggregate = {
-        "satellites": convert_satellite_to_geojson(satellites_records),
-        "supercomputers": convert_supercomputer_to_geojson(supercomputer_records),
-        "gpu_clusters": convert_gpu_cluster_to_geojson(gpu_records),
-        "submarine_cables": convert_cable_to_geojson(cables_records),
-        "landing_points": convert_landing_point_to_geojson(
-            landing_point_records,
-            city_to_cable_ids_map,
-            cable_id_to_name_map,
-        ),
-        "bgp_anomalies": convert_bgp_anomalies_to_geojson(
-            bgp_anomalies,
-            bgp_anomaly_geography_hints,
-        ),
-        "bgp_incidents": convert_bgp_incidents_to_geojson(
-            bgp_incidents,
-            bgp_incident_geography_hints,
-        ),
-        "bgp_collectors": convert_bgp_collectors_to_geojson(bgp_coverage_by_collector),
-        "alerts": {"type": "FeatureCollection", "features": []},
-    }
-
-    layers = _empty_scene_layers()
-    total_records = 0
-    for layer_name in DEFAULT_LAYER_ORDER:
-        feature_collection = aggregate.get(layer_name) or {"features": []}
-        items = {
-            item["id"]: item
-            for index, feature in enumerate(feature_collection.get("features", []), start=1)
-            for item in [_serialize_feature(layer_name, feature, index)]
-        }
-        layers[layer_name]["items"] = items
-        layers[layer_name]["revision"] = _layer_revision(items)
-        total_records += len(items)
-
-    timestamp = to_iso8601_utc(datetime.now(UTC))
-    state_hash = zlib.crc32(
-        _stable_json(
-            {
-                layer_name: {
-                    item_id: item["revision"]
-                    for item_id, item in layers[layer_name]["items"].items()
-                }
-                for layer_name in DEFAULT_LAYER_ORDER
-            }
-        ).encode("utf-8")
-    ) & 0xFFFFFFFF
-
-    return {
-        "generated_at": timestamp,
-        "state_hash": state_hash,
-        "total_records": total_records,
-        "layers": layers,
-    }
-
-
-def _changes_exist(changes: Dict[str, Dict[str, List[Any]]]) -> bool:
-    return any(
-        layer_changes["added"] or layer_changes["updated"] or layer_changes["removed"]
-        for layer_changes in changes.values()
-    )
-
-
-def build_incremental_changes(
-    previous_state: Dict[str, Any],
-    current_state: Dict[str, Any],
-) -> Dict[str, Dict[str, List[Any]]]:
-    changes = _empty_changes()
-
-    for layer_name in DEFAULT_LAYER_ORDER:
-        previous_items = previous_state["layers"][layer_name]["items"]
-        current_items = current_state["layers"][layer_name]["items"]
-        previous_ids = set(previous_items)
-        current_ids = set(current_items)
-
-        for added_id in sorted(current_ids - previous_ids):
-            changes[layer_name]["added"].append(current_items[added_id])
-
-        for removed_id in sorted(previous_ids - current_ids):
-            changes[layer_name]["removed"].append(removed_id)
-
-        for common_id in sorted(previous_ids & current_ids):
-            if _stable_json(previous_items[common_id]) != _stable_json(current_items[common_id]):
-                changes[layer_name]["updated"].append(current_items[common_id])
-
-    return changes
-
-
-def _full_payload_from_state(state: Dict[str, Any], sequence: int) -> Dict[str, Any]:
-    return {
-        "update_type": "full",
-        "sequence": sequence,
-        "cluster_time": state["generated_at"],
-        "display_profile": _default_display_profile(),
-        "camera_state": _default_camera_state(),
-        "payload": {
-            "meta": {
-                "generated_at": state["generated_at"],
-                "total_records": state["total_records"],
-                "state_hash": state["state_hash"],
-            },
-            "layers": {
-                layer_name: {
-                    "revision": layer_data["revision"],
-                    "items": [
-                        layer_data["items"][item_id]
-                        for item_id in sorted(layer_data["items"])
-                    ],
-                }
-                for layer_name, layer_data in state["layers"].items()
-            },
-        },
-    }
-
-
-def _incremental_payload(
-    *,
-    current_state: Dict[str, Any],
-    sequence: int,
-    base_sequence: int,
-    changes: Dict[str, Dict[str, List[Any]]],
-) -> Dict[str, Any]:
-    return {
-        "update_type": "incremental",
-        "sequence": sequence,
-        "base_sequence": base_sequence,
-        "cluster_time": current_state["generated_at"],
-        "changes": changes,
-        "meta": {
-            "generated_at": current_state["generated_at"],
-            "total_records": current_state["total_records"],
-            "state_hash": current_state["state_hash"],
-        },
-    }
-
-
-def _noop_incremental_payload(state: Dict[str, Any], sequence: int) -> Dict[str, Any]:
-    return _incremental_payload(
-        current_state=state,
-        sequence=sequence,
-        base_sequence=sequence,
-        changes=_empty_changes(),
-    )
-
-
-def expand_scene_payload_for_transport(scene_payload: Dict[str, Any]) -> List[Dict[str, Any]]:
-    """Split oversized scene payloads into smaller transport-safe chunks."""
-    update_type = scene_payload.get("update_type")
-    if update_type != "full":
-        return [scene_payload]
-
-    payload = scene_payload.get("payload") or {}
-    layers = payload.get("layers") or {}
-    if not layers:
-        return [scene_payload]
-
-    chunks: List[Dict[str, Any]] = []
-    for layer_name in DEFAULT_LAYER_ORDER:
-        layer_data = layers.get(layer_name) or {}
-        items = list(layer_data.get("items") or [])
-        if not items:
-            continue
-
-        chunk_size = UE_SCENE_LAYER_CHUNK_ITEM_LIMITS.get(layer_name, 100)
-        total_layer_chunks = max(1, (len(items) + chunk_size - 1) // chunk_size)
-        for chunk_index, offset in enumerate(range(0, len(items), chunk_size), start=1):
-            chunk_items = items[offset : offset + chunk_size]
-            chunks.append(
-                {
-                    **scene_payload,
-                    "payload": {
-                        "meta": {
-                            **(payload.get("meta") or {}),
-                            "chunked": True,
-                            "layer_name": layer_name,
-                            "layer_chunk_index": chunk_index,
-                            "layer_chunk_count": total_layer_chunks,
-                        },
-                        "layers": {
-                            layer_name: {
-                                "revision": layer_data.get("revision", 0),
-                                "items": chunk_items,
-                            }
-                        },
-                    },
-                }
-            )
-
-    if not chunks:
-        return [scene_payload]
-
-    total_chunks = len(chunks)
-    for transport_index, chunk in enumerate(chunks, start=1):
-        chunk_payload = chunk.setdefault("payload", {})
-        chunk_meta = chunk_payload.setdefault("meta", {})
-        chunk_meta["transport_chunk_index"] = transport_index
-        chunk_meta["transport_chunk_count"] = total_chunks
-
-    return chunks
-
-
-class UeSceneStateStore:
-    """Maintain cached ue_scene state and a bounded incremental replay history."""
-
-    def __init__(self, history_limit: int = 20) -> None:
-        self.history_limit = history_limit
-        self.sequence = 0
-        self.state: Dict[str, Any] | None = None
-        self.history: List[Dict[str, Any]] = []
-        self.lock = asyncio.Lock()
-
-    async def _refresh_locked(self, db: AsyncSession) -> List[Dict[str, Any]]:
-        current_state = await build_visualization_scene_state(db)
-
-        if self.state is None:
-            self.sequence = 1
-            self.state = current_state
-            return [_full_payload_from_state(self.state, self.sequence)]
-
-        if current_state["state_hash"] == self.state["state_hash"]:
-            self.state = current_state
-            return []
-
-        previous_sequence = self.sequence
-        previous_state = self.state
-        self.sequence += 1
-        self.state = current_state
-        changes = build_incremental_changes(previous_state, current_state)
-        incremental = _incremental_payload(
-            current_state=current_state,
-            sequence=self.sequence,
-            base_sequence=previous_sequence,
-            changes=changes,
-        )
-        self.history.append(incremental)
-        if len(self.history) > self.history_limit:
-            self.history = self.history[-self.history_limit :]
-        return [incremental]
-
-    async def get_broadcast_payloads(self, db: AsyncSession) -> List[Dict[str, Any]]:
-        async with self.lock:
-            payloads = await self._refresh_locked(db)
-            return [payload for payload in payloads if payload["update_type"] == "full" or _changes_exist(payload.get("changes", {}))]
-
-    async def get_sync_payloads(
-        self,
-        db: AsyncSession,
-        *,
-        last_sequence: int | None,
-        reason: str | None,
-    ) -> List[Dict[str, Any]]:
-        async with self.lock:
-            await self._refresh_locked(db)
-            if self.state is None:
-                return []
-
-            normalized_reason = (reason or "").strip()
-            if last_sequence is None or normalized_reason in FULL_RESYNC_REASONS:
-                return [_full_payload_from_state(self.state, self.sequence)]
-
-            if last_sequence == self.sequence:
-                return [_noop_incremental_payload(self.state, self.sequence)]
-
-            if last_sequence > self.sequence:
-                return [_full_payload_from_state(self.state, self.sequence)]
-
-            replay_payloads = [
-                payload
-                for payload in self.history
-                if payload["base_sequence"] >= last_sequence
-                and payload["sequence"] > last_sequence
-            ]
-            if replay_payloads:
-                expected_base = last_sequence
-                ordered_payloads: List[Dict[str, Any]] = []
-                for payload in replay_payloads:
-                    if payload["base_sequence"] != expected_base:
-                        return [_full_payload_from_state(self.state, self.sequence)]
-                    ordered_payloads.append(payload)
-                    expected_base = payload["sequence"]
-                if ordered_payloads and ordered_payloads[-1]["sequence"] == self.sequence:
-                    return ordered_payloads
-
-            return [_full_payload_from_state(self.state, self.sequence)]
-
-
-ue_scene_state_store = UeSceneStateStore()

backend/app/data/seeds/ripe_ris_collector_locations_seed.json

@@ -0,0 +1,328 @@
+{
+  "_comment": "Seed payload for the bgp_collector_locations DB table. Coordinates were migrated from the legacy RIPE_RIS_COLLECTOR_COORDS table and default to city-center; seeded rows are unverified and should be upgraded in the database with source evidence when known.",
+  "locations": [
+    {
+      "canonical_name": "RIPE RIS rrc00",
+      "aliases": ["rrc00", "RIPE RIS rrc00", "AMS-IX"],
+      "operator": "RIPE NCC",
+      "site": "AMS-IX",
+      "city": "Amsterdam",
+      "country": "Netherlands",
+      "latitude": 52.3676,
+      "longitude": 4.9041,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc01",
+      "aliases": ["rrc01", "RIPE RIS rrc01", "LINX"],
+      "operator": "RIPE NCC",
+      "site": "LINX",
+      "city": "London",
+      "country": "United Kingdom",
+      "latitude": 51.5072,
+      "longitude": -0.1276,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc03",
+      "aliases": ["rrc03", "RIPE RIS rrc03", "AMS-IX"],
+      "operator": "RIPE NCC",
+      "site": "AMS-IX",
+      "city": "Amsterdam",
+      "country": "Netherlands",
+      "latitude": 52.3676,
+      "longitude": 4.9041,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc04",
+      "aliases": ["rrc04", "RIPE RIS rrc04", "CIXP", "CERN Internet Exchange Point"],
+      "operator": "RIPE NCC",
+      "site": "CIXP",
+      "city": "Geneva",
+      "country": "Switzerland",
+      "latitude": 46.2044,
+      "longitude": 6.1432,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc05",
+      "aliases": ["rrc05", "RIPE RIS rrc05", "VIX", "Vienna Internet Exchange"],
+      "operator": "RIPE NCC",
+      "site": "VIX",
+      "city": "Vienna",
+      "country": "Austria",
+      "latitude": 48.2082,
+      "longitude": 16.3738,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc06",
+      "aliases": ["rrc06", "RIPE RIS rrc06", "JPIX", "Otemachi"],
+      "operator": "RIPE NCC",
+      "site": "JPIX",
+      "city": "Otemachi",
+      "country": "Japan",
+      "latitude": 35.686,
+      "longitude": 139.7671,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc07",
+      "aliases": ["rrc07", "RIPE RIS rrc07", "Netnod", "Netnod Stockholm"],
+      "operator": "RIPE NCC",
+      "site": "Netnod Stockholm",
+      "city": "Stockholm",
+      "country": "Sweden",
+      "latitude": 59.3293,
+      "longitude": 18.0686,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc10",
+      "aliases": ["rrc10", "RIPE RIS rrc10", "MIX", "Milan Internet Exchange"],
+      "operator": "RIPE NCC",
+      "site": "MIX",
+      "city": "Milan",
+      "country": "Italy",
+      "latitude": 45.4642,
+      "longitude": 9.19,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc11",
+      "aliases": ["rrc11", "RIPE RIS rrc11", "NYIIX", "New York International Internet Exchange"],
+      "operator": "RIPE NCC",
+      "site": "NYIIX",
+      "city": "New York",
+      "country": "United States",
+      "latitude": 40.7128,
+      "longitude": -74.006,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc12",
+      "aliases": ["rrc12", "RIPE RIS rrc12", "DE-CIX", "DE-CIX Frankfurt"],
+      "operator": "RIPE NCC",
+      "site": "DE-CIX Frankfurt",
+      "city": "Frankfurt",
+      "country": "Germany",
+      "latitude": 50.1109,
+      "longitude": 8.6821,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc13",
+      "aliases": ["rrc13", "RIPE RIS rrc13", "MSK-IX"],
+      "operator": "RIPE NCC",
+      "site": "MSK-IX",
+      "city": "Moscow",
+      "country": "Russia",
+      "latitude": 55.7558,
+      "longitude": 37.6173,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc14",
+      "aliases": ["rrc14", "RIPE RIS rrc14", "PAIX", "Palo Alto Internet Exchange"],
+      "operator": "RIPE NCC",
+      "site": "PAIX",
+      "city": "Palo Alto",
+      "country": "United States",
+      "latitude": 37.4419,
+      "longitude": -122.143,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc15",
+      "aliases": ["rrc15", "RIPE RIS rrc15", "PTT.br Sao Paulo", "PTTMetro Sao Paulo"],
+      "operator": "RIPE NCC",
+      "site": "PTT.br",
+      "city": "Sao Paulo",
+      "country": "Brazil",
+      "latitude": -23.5558,
+      "longitude": -46.6396,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc16",
+      "aliases": ["rrc16", "RIPE RIS rrc16", "Equinix Miami", "NOTA Miami"],
+      "operator": "RIPE NCC",
+      "site": "Equinix Miami",
+      "city": "Miami",
+      "country": "United States",
+      "latitude": 25.7617,
+      "longitude": -80.1918,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc18",
+      "aliases": ["rrc18", "RIPE RIS rrc18", "CATNIX"],
+      "operator": "RIPE NCC",
+      "site": "CATNIX",
+      "city": "Barcelona",
+      "country": "Spain",
+      "latitude": 41.3874,
+      "longitude": 2.1686,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc19",
+      "aliases": ["rrc19", "RIPE RIS rrc19", "NAPAfrica", "JINX", "NAPAfrica Johannesburg"],
+      "operator": "RIPE NCC",
+      "site": "NAPAfrica Johannesburg",
+      "city": "Johannesburg",
+      "country": "South Africa",
+      "latitude": -26.2041,
+      "longitude": 28.0473,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc20",
+      "aliases": ["rrc20", "RIPE RIS rrc20", "SwissIX"],
+      "operator": "RIPE NCC",
+      "site": "SwissIX",
+      "city": "Zurich",
+      "country": "Switzerland",
+      "latitude": 47.3769,
+      "longitude": 8.5417,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc21",
+      "aliases": ["rrc21", "RIPE RIS rrc21", "France-IX Paris"],
+      "operator": "RIPE NCC",
+      "site": "France-IX Paris",
+      "city": "Paris",
+      "country": "France",
+      "latitude": 48.8566,
+      "longitude": 2.3522,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc22",
+      "aliases": ["rrc22", "RIPE RIS rrc22", "InterLAN Bucharest"],
+      "operator": "RIPE NCC",
+      "site": "InterLAN Bucharest",
+      "city": "Bucharest",
+      "country": "Romania",
+      "latitude": 44.4268,
+      "longitude": 26.1025,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc23",
+      "aliases": ["rrc23", "RIPE RIS rrc23", "Equinix Singapore"],
+      "operator": "RIPE NCC",
+      "site": "Equinix Singapore",
+      "city": "Singapore",
+      "country": "Singapore",
+      "latitude": 1.3521,
+      "longitude": 103.8198,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc24",
+      "aliases": ["rrc24", "RIPE RIS rrc24", "LACNIC Montevideo"],
+      "operator": "RIPE NCC",
+      "site": "LACNIC Montevideo",
+      "city": "Montevideo",
+      "country": "Uruguay",
+      "latitude": -34.9011,
+      "longitude": -56.1645,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc25",
+      "aliases": ["rrc25", "RIPE RIS rrc25", "AMS-IX"],
+      "operator": "RIPE NCC",
+      "site": "AMS-IX",
+      "city": "Amsterdam",
+      "country": "Netherlands",
+      "latitude": 52.3676,
+      "longitude": 4.9041,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    },
+    {
+      "canonical_name": "RIPE RIS rrc26",
+      "aliases": ["rrc26", "RIPE RIS rrc26", "UAE-IX"],
+      "operator": "RIPE NCC",
+      "site": "UAE-IX",
+      "city": "Dubai",
+      "country": "United Arab Emirates",
+      "latitude": 25.2048,
+      "longitude": 55.2708,
+      "precision": "city",
+      "confidence": 0.85,
+      "source_note": "Migrated from RIPE_RIS_COLLECTOR_COORDS legacy table",
+      "verified_at": null
+    }
+  ],
+  "city_fallbacks": []
+}

backend/app/db/session.py

@@ -5,10 +5,22 @@ from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine, async_sess
 from sqlalchemy.orm import declarative_base
 
 from app.core.config import settings
+from app.core.logging import get_logger
+
+logger = get_logger(__name__)
+
+DB_POOL_CONFIG = {
+    "pool_pre_ping": True,
+    "pool_recycle": 1800,
+    "pool_size": 10,
+    "max_overflow": 20,
+    "pool_timeout": 30,
+}
 
 engine = create_async_engine(
     settings.DATABASE_URL,
     echo=settings.DEBUG if hasattr(settings, "DEBUG") else False,
+    **DB_POOL_CONFIG,
 )
 
 async_session_factory = async_sessionmaker(engine, class_=AsyncSession, expire_on_commit=False)
@@ -60,25 +72,44 @@ async def seed_default_datasources(session: AsyncSession):
     await session.commit()
 
 
+DEFAULT_LOGIN_USERS = (
+    {
+        "username": "admin",
+        "email": "admin@planet.local",
+        "password": "admin123",
+        "role": "super_admin",
+    },
+    {
+        "username": "linkong",
+        "email": "linkong@planet.local",
+        "password": "12345678",
+        "role": "super_admin",
+    },
+)
+
+
 async def ensure_default_admin_user(session: AsyncSession):
     from app.core.security import get_password_hash
     from app.models.user import User
 
-    result = await session.execute(
-        text("SELECT id FROM users WHERE username = 'admin'")
-    )
-    if result.fetchone():
-        return
-
-    session.add(
-        User(
-            username="admin",
-            email="admin@planet.local",
-            password_hash=get_password_hash("admin123"),
-            role="super_admin",
-            is_active=True,
+    for default_user in DEFAULT_LOGIN_USERS:
+        result = await session.execute(
+            text("SELECT id FROM users WHERE username = :username"),
+            {"username": default_user["username"]},
+        )
+        if result.fetchone():
+            continue
+
+        session.add(
+            User(
+                username=default_user["username"],
+                email=default_user["email"],
+                password_hash=get_password_hash(default_user["password"]),
+                role=default_user["role"],
+                is_active=True,
+                email_verified=True,
+            )
         )
-    )
     await session.commit()
 
 
@@ -91,15 +122,58 @@ async def init_db():
     import app.models.datasource_config  # noqa: F401
     import app.models.alert  # noqa: F401
     import app.models.bgp_anomaly  # noqa: F401
+    import app.models.bgp_collector_location  # noqa: F401
     import app.models.bgp_incident  # noqa: F401
     import app.models.bgp_observation  # noqa: F401
     import app.models.collected_data  # noqa: F401
+    import app.models.compute_center_location  # noqa: F401
     import app.models.system_setting  # noqa: F401
     import app.models.playground_session  # noqa: F401
     import app.models.playground_message  # noqa: F401
+    import app.models.system_log  # noqa: F401
+    import app.models.vessel  # noqa: F401
+    import app.models.vessel_enrichment  # noqa: F401
+    import app.models.datasource_mapping  # noqa: F401
+
+    logger.warning_event(
+        "Database pool settings active",
+        event="database.pool.initialized",
+        context={
+            "pool_pre_ping": DB_POOL_CONFIG["pool_pre_ping"],
+            "pool_recycle": DB_POOL_CONFIG["pool_recycle"],
+            "pool_size": DB_POOL_CONFIG["pool_size"],
+            "max_overflow": DB_POOL_CONFIG["max_overflow"],
+            "pool_timeout": DB_POOL_CONFIG["pool_timeout"],
+        },
+    )
 
     async with engine.begin() as conn:
         await conn.run_sync(Base.metadata.create_all)
+        users_email_verified_existed = (
+            await conn.execute(
+                text(
+                    """
+                    SELECT 1
+                    FROM information_schema.columns
+                    WHERE table_name = 'users' AND column_name = 'email_verified'
+                    """
+                )
+            )
+        ).fetchone() is not None
+        await conn.execute(
+            text(
+                """
+                ALTER TABLE users
+                ADD COLUMN IF NOT EXISTS gatekeeper_groups JSONB DEFAULT '[]'::jsonb,
+                ADD COLUMN IF NOT EXISTS email_verified BOOLEAN NOT NULL DEFAULT FALSE,
+                ADD COLUMN IF NOT EXISTS pending_email VARCHAR(255)
+                """
+            )
+        )
+        if not users_email_verified_existed:
+            await conn.execute(
+                text("UPDATE users SET email_verified = TRUE WHERE email_verified = FALSE")
+            )
         await conn.execute(
             text(
                 """
@@ -119,7 +193,12 @@ async def init_db():
             text(
                 """
                 ALTER TABLE collection_tasks
-                ADD COLUMN IF NOT EXISTS phase VARCHAR(30) DEFAULT 'queued'
+                ADD COLUMN IF NOT EXISTS phase VARCHAR(30) DEFAULT 'queued',
+                ADD COLUMN IF NOT EXISTS phase_progress DOUBLE PRECISION,
+                ADD COLUMN IF NOT EXISTS phase_message VARCHAR(255),
+                ADD COLUMN IF NOT EXISTS phase_current BIGINT,
+                ADD COLUMN IF NOT EXISTS phase_total BIGINT,
+                ADD COLUMN IF NOT EXISTS phase_unit VARCHAR(30)
                 """
             )
         )
@@ -131,6 +210,50 @@ async def init_db():
                 """
             )
         )
+        await conn.execute(
+            text(
+                """
+                CREATE INDEX IF NOT EXISTS idx_collected_data_source_current_id
+                ON collected_data (source, is_current, id)
+                """
+            )
+        )
+        await conn.execute(
+            text(
+                """
+                CREATE INDEX IF NOT EXISTS idx_collected_data_source_task_id
+                ON collected_data (source, task_id, id)
+                """
+            )
+        )
+        await conn.execute(
+            text(
+                """
+                CREATE INDEX IF NOT EXISTS idx_ais_raw_schema_observed_entity
+                ON ais_raw_observations (target_schema, observed_at, entity_key)
+                """
+            )
+        )
+        await conn.execute(
+            text(
+                """
+                CREATE INDEX IF NOT EXISTS idx_ais_raw_schema_observed_desc
+                ON ais_raw_observations (target_schema, observed_at DESC)
+                """
+            )
+        )
+        await conn.execute(
+            text(
+                """
+                CREATE INDEX IF NOT EXISTS idx_ais_raw_payload_lon_lat
+                ON ais_raw_observations (
+                    ((normalized_payload->>'lon')::double precision),
+                    ((normalized_payload->>'lat')::double precision)
+                )
+                WHERE target_schema = 'vessel_ais'
+                """
+            )
+        )
         await conn.execute(
             text(
                 """
@@ -151,5 +274,14 @@ async def init_db():
         )
 
     async with async_session_factory() as session:
+        from app.services.bgp_collector_locations import (
+            seed_default_bgp_collector_locations,
+        )
+        from app.services.compute_center_locations import (
+            seed_compute_center_locations_from_source_coords,
+        )
+
+        await seed_default_bgp_collector_locations(session)
+        await seed_compute_center_locations_from_source_coords(session)
         await seed_default_datasources(session)
         await ensure_default_admin_user(session)

backend/app/main.py

@@ -1,4 +1,5 @@
 from contextlib import asynccontextmanager
+from uuid import uuid4
 
 from fastapi import FastAPI
 from fastapi.middleware.cors import CORSMiddleware
@@ -7,6 +8,8 @@ from starlette.middleware.base import BaseHTTPMiddleware
 from app.api.main import api_router
 from app.api.v1 import websocket
 from app.core.config import settings
+from app.core.logging import configure_logging
+from app.core.request_context import set_request_id
 from app.core.websocket.broadcaster import broadcaster
 from app.db.session import init_db
 from app.services.scheduler import (
@@ -17,6 +20,9 @@ from app.services.scheduler import (
 )
 
 
+configure_logging()
+
+
 class WebSocketCORSMiddleware(BaseHTTPMiddleware):
     async def dispatch(self, request, call_next):
         if request.url.path.startswith("/ws") and request.method == "GET":
@@ -28,6 +34,18 @@ class WebSocketCORSMiddleware(BaseHTTPMiddleware):
         return await call_next(request)
 
 
+class RequestContextMiddleware(BaseHTTPMiddleware):
+    async def dispatch(self, request, call_next):
+        request_id = request.headers.get("X-Request-ID") or uuid4().hex
+        set_request_id(request_id)
+        try:
+            response = await call_next(request)
+        finally:
+            set_request_id(None)
+        response.headers["X-Request-ID"] = request_id
+        return response
+
+
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     await init_db()
@@ -58,6 +76,7 @@ app.add_middleware(
     allow_headers=["*"],
 )
 
+app.add_middleware(RequestContextMiddleware)
 app.add_middleware(WebSocketCORSMiddleware)
 
 app.include_router(api_router, prefix="/api/v1")

backend/app/models/__init__.py

@@ -6,11 +6,16 @@ from app.models.datasource import DataSource
 from app.models.datasource_config import DataSourceConfig
 from app.models.alert import Alert, AlertSeverity, AlertStatus
 from app.models.bgp_anomaly import BGPAnomaly
+from app.models.bgp_collector_location import BGPCollectorLocation
 from app.models.bgp_incident import BGPIncident
 from app.models.bgp_observation import BGPObservation
+from app.models.compute_center_location import ComputeCenterLocationRecord
 from app.models.system_setting import SystemSetting
 from app.models.playground_session import PlaygroundSession
 from app.models.playground_message import PlaygroundMessage
+from app.models.system_log import SystemLog, AuditLog
+from app.models.vessel import AISConflictRecord, AISRawObservation, AISSourceHealth, VesselPosition, VesselStatic
+from app.models.datasource_mapping import DataSourceMappingTemplate
 
 __all__ = [
     "User",
@@ -24,6 +29,18 @@ __all__ = [
     "AlertSeverity",
     "AlertStatus",
     "BGPAnomaly",
+    "BGPCollectorLocation",
     "BGPIncident",
     "BGPObservation",
+    "ComputeCenterLocationRecord",
+    "SystemLog",
+    "AuditLog",
+    "PlaygroundSession",
+    "PlaygroundMessage",
+    "VesselPosition",
+    "VesselStatic",
+    "AISRawObservation",
+    "AISConflictRecord",
+    "AISSourceHealth",
+    "DataSourceMappingTemplate",
 ]

backend/app/models/bgp_collector_location.py

@@ -0,0 +1,52 @@
+"""Stored BGP route-collector locations."""
+
+from sqlalchemy import Boolean, Column, DateTime, Float, Integer, JSON, String, Text
+from sqlalchemy.sql import func
+
+from app.core.time import to_iso8601_utc
+from app.db.session import Base
+
+
+class BGPCollectorLocation(Base):
+    """Current known location for a BGP route collector."""
+
+    __tablename__ = "bgp_collector_locations"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    collector_id = Column(String(100), nullable=False, unique=True, index=True)
+    operator = Column(String(255), nullable=True)
+    site = Column(String(255), nullable=True)
+    city = Column(String(255), nullable=True)
+    country = Column(String(255), nullable=True)
+    latitude = Column(Float, nullable=True)
+    longitude = Column(Float, nullable=True)
+    precision = Column(String(30), nullable=False, default="city")
+    confidence = Column(Float, nullable=True)
+    source = Column(String(80), nullable=False, default="legacy_seed", index=True)
+    source_url = Column(String(500), nullable=True)
+    source_note = Column(Text, nullable=True)
+    raw_payload = Column(JSON, nullable=False, default=dict)
+    needs_confirmation = Column(Boolean, nullable=False, default=True, index=True)
+    verification_status = Column(String(30), nullable=False, default="unverified", index=True)
+    verified_at = Column(DateTime(timezone=True), nullable=True)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())
+    updated_at = Column(DateTime(timezone=True), server_default=func.now(), onupdate=func.now())
+
+    def to_location_dict(self) -> dict:
+        return {
+            "city": self.city,
+            "country": self.country,
+            "latitude": self.latitude,
+            "longitude": self.longitude,
+            "precision": self.precision,
+            "source": self.source,
+            "needs_confirmation": self.needs_confirmation,
+            "matched_location_name": self.site or self.collector_id,
+            "verified_at": to_iso8601_utc(self.verified_at),
+            "confidence": self.confidence,
+            "operator": self.operator,
+            "site": self.site,
+            "verification_status": self.verification_status,
+            "source_note": self.source_note,
+            "source_url": self.source_url,
+        }

backend/app/models/collected_data.py

@@ -48,6 +48,8 @@ class CollectedData(Base):
     # Indexes for common queries
     __table_args__ = (
         Index("idx_collected_data_source_collected", "source", "collected_at"),
+        Index("idx_collected_data_source_current_id", "source", "is_current", "id"),
+        Index("idx_collected_data_source_task_id", "source", "task_id", "id"),
         Index("idx_collected_data_source_type", "source", "data_type"),
         Index("idx_collected_data_source_source_id", "source", "source_id"),
     )

backend/app/models/compute_center_location.py

@@ -0,0 +1,60 @@
+"""Stored compute-center locations."""
+
+from sqlalchemy import Boolean, Column, DateTime, Float, Integer, JSON, String, Text, UniqueConstraint
+from sqlalchemy.sql import func
+
+from app.core.time import to_iso8601_utc
+from app.db.session import Base
+
+
+class ComputeCenterLocationRecord(Base):
+    """Current known location for a compute-center record."""
+
+    __tablename__ = "compute_center_locations"
+    __table_args__ = (
+        UniqueConstraint("source", "source_id", name="uq_compute_center_location_source_id"),
+    )
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    source = Column(String(100), nullable=False, index=True)
+    source_id = Column(String(255), nullable=False, index=True)
+    name = Column(String(500), nullable=True)
+    operator = Column(String(255), nullable=True)
+    site = Column(String(255), nullable=True)
+    city = Column(String(255), nullable=True)
+    country = Column(String(255), nullable=True)
+    latitude = Column(Float, nullable=True)
+    longitude = Column(Float, nullable=True)
+    precision = Column(String(30), nullable=False, default="city")
+    confidence = Column(Float, nullable=True)
+    location_source = Column(String(80), nullable=False, default="stored_compute_center_location", index=True)
+    source_url = Column(String(500), nullable=True)
+    source_note = Column(Text, nullable=True)
+    raw_payload = Column(JSON, nullable=False, default=dict)
+    needs_confirmation = Column(Boolean, nullable=False, default=False, index=True)
+    verification_status = Column(String(30), nullable=False, default="verified", index=True)
+    verified_at = Column(DateTime(timezone=True), nullable=True)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())
+    updated_at = Column(DateTime(timezone=True), server_default=func.now(), onupdate=func.now())
+
+    def to_location_dict(self) -> dict:
+        return {
+            "source": self.source,
+            "source_id": self.source_id,
+            "name": self.name,
+            "operator": self.operator,
+            "site": self.site,
+            "city": self.city,
+            "country": self.country,
+            "latitude": self.latitude,
+            "longitude": self.longitude,
+            "precision": self.precision,
+            "confidence": self.confidence,
+            "location_source": self.location_source,
+            "source_url": self.source_url,
+            "source_note": self.source_note,
+            "raw_payload": self.raw_payload or {},
+            "needs_confirmation": self.needs_confirmation,
+            "verification_status": self.verification_status,
+            "verified_at": to_iso8601_utc(self.verified_at),
+        }

backend/app/models/datasource_mapping.py

@@ -0,0 +1,32 @@
+"""Mapping templates for user-defined data source payloads."""
+
+from sqlalchemy import Boolean, Column, DateTime, ForeignKey, Integer, JSON, String
+from sqlalchemy.sql import func
+
+from app.db.session import Base
+
+
+class DataSourceMappingTemplate(Base):
+    __tablename__ = "datasource_mapping_templates"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    datasource_config_id = Column(
+        Integer,
+        ForeignKey("datasource_configs.id"),
+        nullable=False,
+        index=True,
+    )
+    target_schema = Column(String(80), nullable=False, index=True)
+    mapping_json = Column(JSON, nullable=False, default={})
+    sample_payload_hash = Column(String(64), nullable=True)
+    validation_status = Column(String(30), nullable=False, default="draft")
+    version = Column(Integer, nullable=False, default=1)
+    is_active = Column(Boolean, nullable=False, default=False, index=True)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())
+    updated_at = Column(DateTime(timezone=True), server_default=func.now(), onupdate=func.now())
+
+    def __repr__(self):
+        return (
+            f"<DataSourceMappingTemplate {self.id}: "
+            f"{self.datasource_config_id}/{self.target_schema}/v{self.version}>"
+        )

backend/app/models/system_log.py

@@ -0,0 +1,40 @@
+from sqlalchemy import JSON, Column, DateTime, Integer, String, Text
+from sqlalchemy.sql import func
+
+from app.db.session import Base
+
+
+class SystemLog(Base):
+    __tablename__ = "system_logs"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    occurred_at = Column(DateTime(timezone=True), server_default=func.now(), index=True)
+    source = Column(String(50), nullable=False, index=True)
+    service = Column(String(50), nullable=True)
+    module = Column(String(120), nullable=True)
+    event = Column(String(160), nullable=True, index=True)
+    level = Column(String(20), nullable=False, index=True)
+    message = Column(Text, nullable=False)
+    request_id = Column(String(64), nullable=True, index=True)
+    trace_id = Column(String(64), nullable=True)
+    user_id = Column(Integer, nullable=True, index=True)
+    category = Column(String(80), nullable=True, index=True)
+    context = Column(JSON, nullable=False, default=dict)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())
+
+
+class AuditLog(Base):
+    __tablename__ = "audit_logs"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    occurred_at = Column(DateTime(timezone=True), server_default=func.now(), index=True)
+    actor_id = Column(Integer, nullable=True, index=True)
+    actor_name = Column(String(255), nullable=True)
+    action = Column(String(120), nullable=False, index=True)
+    target_type = Column(String(80), nullable=True)
+    target_id = Column(String(120), nullable=True)
+    result = Column(String(40), nullable=True, index=True)
+    request_id = Column(String(64), nullable=True, index=True)
+    ip = Column(String(64), nullable=True)
+    details = Column(JSON, nullable=False, default=dict)
+    created_at = Column(DateTime(timezone=True), server_default=func.now())

backend/app/models/task.py

@@ -1,6 +1,6 @@
 """Collection Task model"""
 
-from sqlalchemy import Column, DateTime, Integer, String, Text, Float
+from sqlalchemy import BigInteger, Column, DateTime, Integer, String, Text, Float
 from sqlalchemy.sql import func
 
 from app.db.session import Base
@@ -13,6 +13,11 @@ class CollectionTask(Base):
     datasource_id = Column(Integer, nullable=False, index=True)
     status = Column(String(20), nullable=False)  # pending, running, success, failed, cancelled
     phase = Column(String(30), default="queued")
+    phase_progress = Column(Float)
+    phase_message = Column(String(255))
+    phase_current = Column(BigInteger)
+    phase_total = Column(BigInteger)
+    phase_unit = Column(String(30))
     started_at = Column(DateTime(timezone=True))
     completed_at = Column(DateTime(timezone=True))
     records_processed = Column(Integer, default=0)

backend/app/models/user.py

@@ -1,4 +1,4 @@
-from sqlalchemy import Boolean, Column, Integer, String, DateTime
+from sqlalchemy import Boolean, Column, DateTime, Integer, JSON, String
 from sqlalchemy.sql import func
 
 from app.db.session import Base
@@ -12,7 +12,10 @@ class User(Base):
     email = Column(String(255), unique=True, index=True, nullable=False)
     password_hash = Column(String(255), nullable=False)
     role = Column(String(20), default="viewer")
+    gatekeeper_groups = Column(JSON, default=list)
     is_active = Column(Boolean, default=True)
+    email_verified = Column(Boolean, default=False, nullable=False)
+    pending_email = Column(String(255), nullable=True)
     last_login_at = Column(DateTime(timezone=True))
     created_at = Column(DateTime(timezone=True), server_default=func.now())
     updated_at = Column(

backend/app/models/vessel.py

@@ -0,0 +1,186 @@
+"""Vessel AIS models for live maritime tracking."""
+
+from sqlalchemy import BigInteger, Column, DateTime, Float, Index, Integer, JSON, SmallInteger, String
+from sqlalchemy.sql import func
+
+from app.core.time import to_iso8601_utc
+from app.db.session import Base
+
+
+class VesselStatic(Base):
+    """Slow-changing vessel identity and dimensions."""
+
+    __tablename__ = "vessel_static"
+
+    mmsi = Column(BigInteger, primary_key=True)
+    name = Column(String(128), nullable=True)
+    callsign = Column(String(16), nullable=True)
+    vessel_type = Column(SmallInteger, nullable=True, index=True)
+    vessel_type_name = Column(String(64), nullable=True, index=True)
+    flag = Column(String(4), nullable=True, index=True)
+    length = Column(Float, nullable=True)
+    width = Column(Float, nullable=True)
+    draught = Column(Float, nullable=True)
+    imo = Column(BigInteger, nullable=True)
+    updated_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now())
+
+    def to_dict(self) -> dict:
+        return {
+            "mmsi": self.mmsi,
+            "name": self.name,
+            "callsign": self.callsign,
+            "vessel_type": self.vessel_type,
+            "vessel_type_name": self.vessel_type_name,
+            "flag": self.flag,
+            "length": self.length,
+            "width": self.width,
+            "draught": self.draught,
+            "imo": self.imo,
+            "updated_at": to_iso8601_utc(self.updated_at),
+        }
+
+
+class VesselPosition(Base):
+    """Append-only AIS positions retained for short history windows."""
+
+    __tablename__ = "vessel_position"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    mmsi = Column(BigInteger, nullable=False, index=True)
+    lat = Column(Float, nullable=False)
+    lon = Column(Float, nullable=False)
+    sog = Column(Float, nullable=True)
+    cog = Column(Float, nullable=True)
+    heading = Column(SmallInteger, nullable=True)
+    nav_status = Column(SmallInteger, nullable=True, index=True)
+    received_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), index=True)
+
+    __table_args__ = (
+        Index("idx_vessel_pos_mmsi_time", "mmsi", "received_at"),
+        Index("idx_vessel_pos_time", "received_at"),
+        Index("idx_vessel_pos_lat_lon", "lat", "lon"),
+    )
+
+    def to_dict(self) -> dict:
+        return {
+            "id": self.id,
+            "mmsi": self.mmsi,
+            "lat": self.lat,
+            "lon": self.lon,
+            "sog": self.sog,
+            "cog": self.cog,
+            "heading": self.heading,
+            "nav_status": self.nav_status,
+            "received_at": to_iso8601_utc(self.received_at),
+        }
+
+
+class AISRawObservation(Base):
+    """Source-level AIS fact before aggregation and conflict resolution."""
+
+    __tablename__ = "ais_raw_observations"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    target_schema = Column(String(64), nullable=False, default="vessel_ais", index=True)
+    source = Column(String(100), nullable=False, index=True)
+    entity_key = Column(String(64), nullable=False, index=True)
+    delivery_mode = Column(String(32), nullable=False, index=True)
+    transport = Column(String(32), nullable=False, index=True)
+    message_type = Column(String(64), nullable=True, index=True)
+    source_message_id = Column(String(128), nullable=True, index=True)
+    observation_hash = Column(String(64), nullable=False, unique=True, index=True)
+    observed_at = Column(DateTime(timezone=True), nullable=False, index=True)
+    collected_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), index=True)
+    normalized_payload = Column(JSON, default=dict)
+    raw_payload = Column(JSON, default=dict)
+    quality_flags = Column(JSON, default=list)
+
+    __table_args__ = (
+        Index("idx_ais_raw_entity_observed", "target_schema", "entity_key", "observed_at"),
+        Index("idx_ais_raw_schema_observed_entity", "target_schema", "observed_at", "entity_key"),
+        Index("idx_ais_raw_source_entity", "source", "entity_key"),
+    )
+
+    def to_dict(self) -> dict:
+        return {
+            "id": self.id,
+            "target_schema": self.target_schema,
+            "source": self.source,
+            "entity_key": self.entity_key,
+            "delivery_mode": self.delivery_mode,
+            "transport": self.transport,
+            "message_type": self.message_type,
+            "source_message_id": self.source_message_id,
+            "observation_hash": self.observation_hash,
+            "observed_at": to_iso8601_utc(self.observed_at),
+            "collected_at": to_iso8601_utc(self.collected_at),
+            "normalized_payload": self.normalized_payload or {},
+            "raw_payload": self.raw_payload or {},
+            "quality_flags": self.quality_flags or [],
+        }
+
+
+class AISConflictRecord(Base):
+    """Recorded field-level disagreement between AIS sources."""
+
+    __tablename__ = "ais_conflict_records"
+
+    id = Column(Integer, primary_key=True, autoincrement=True)
+    target_schema = Column(String(64), nullable=False, default="vessel_ais", index=True)
+    entity_key = Column(String(64), nullable=False, index=True)
+    field = Column(String(64), nullable=False, index=True)
+    candidates = Column(JSON, default=dict)
+    selected_source = Column(String(100), nullable=True, index=True)
+    selected_value = Column(JSON, nullable=True)
+    selected_reason = Column(String(64), nullable=True, index=True)
+    resolved_by = Column(String(32), nullable=False, default="system", index=True)
+    status = Column(String(32), nullable=False, default="open", index=True)
+    created_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), index=True)
+    updated_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now())
+
+    __table_args__ = (
+        Index("idx_ais_conflict_entity_field", "target_schema", "entity_key", "field"),
+    )
+
+    def to_dict(self) -> dict:
+        return {
+            "id": self.id,
+            "target_schema": self.target_schema,
+            "entity_key": self.entity_key,
+            "field": self.field,
+            "candidates": self.candidates or {},
+            "selected_source": self.selected_source,
+            "selected_value": self.selected_value,
+            "selected_reason": self.selected_reason,
+            "resolved_by": self.resolved_by,
+            "status": self.status,
+            "created_at": to_iso8601_utc(self.created_at),
+            "updated_at": to_iso8601_utc(self.updated_at),
+        }
+
+
+class AISSourceHealth(Base):
+    """Runtime health signal for an AIS collector source."""
+
+    __tablename__ = "ais_source_health"
+
+    source = Column(String(100), primary_key=True)
+    connection_state = Column(String(32), nullable=False, default="disconnected", index=True)
+    last_seen_at = Column(DateTime(timezone=True), nullable=True, index=True)
+    last_success_at = Column(DateTime(timezone=True), nullable=True, index=True)
+    last_error = Column(String(500), nullable=True)
+    message_rate = Column(Float, nullable=True)
+    lag_seconds = Column(Float, nullable=True)
+    updated_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), index=True)
+
+    def to_dict(self) -> dict:
+        return {
+            "source": self.source,
+            "connection_state": self.connection_state,
+            "last_seen_at": to_iso8601_utc(self.last_seen_at),
+            "last_success_at": to_iso8601_utc(self.last_success_at),
+            "last_error": self.last_error,
+            "message_rate": self.message_rate,
+            "lag_seconds": self.lag_seconds,
+            "updated_at": to_iso8601_utc(self.updated_at),
+        }

backend/app/models/vessel_enrichment.py

@@ -0,0 +1,63 @@
+"""Vessel enrichment cache tables (v5).
+
+Profile and media enrichment are stored separately so cache TTLs can differ
+and so the conflict-resolution + display layers can read either independently.
+"""
+
+from sqlalchemy import BigInteger, Column, DateTime, Float, JSON, String
+from sqlalchemy.sql import func
+
+from app.core.time import to_iso8601_utc
+from app.db.session import Base
+
+
+class VesselProfileEnrichment(Base):
+    """Cached static vessel profile (type, flag, dimensions, operator, etc.)."""
+
+    __tablename__ = "vessel_profile_enrichment"
+
+    mmsi = Column(BigInteger, primary_key=True)
+    source = Column(String(100), nullable=False, default="system")
+    payload = Column(JSON, nullable=False, default=dict)
+    fetched_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now())
+    expires_at = Column(DateTime(timezone=True), nullable=True)
+    confidence = Column(Float, nullable=True)
+    reference_url = Column(String(500), nullable=True)
+    updated_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), onupdate=func.now())
+
+    def to_dict(self) -> dict:
+        return {
+            "mmsi": self.mmsi,
+            "source": self.source,
+            "payload": self.payload or {},
+            "fetched_at": to_iso8601_utc(self.fetched_at),
+            "expires_at": to_iso8601_utc(self.expires_at),
+            "confidence": self.confidence,
+            "reference_url": self.reference_url,
+        }
+
+
+class VesselMediaEnrichment(Base):
+    """Cached vessel imagery / external detail references."""
+
+    __tablename__ = "vessel_media_enrichment"
+
+    mmsi = Column(BigInteger, primary_key=True)
+    source = Column(String(100), nullable=False, default="system")
+    payload = Column(JSON, nullable=False, default=dict)
+    fetched_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now())
+    expires_at = Column(DateTime(timezone=True), nullable=True)
+    confidence = Column(Float, nullable=True)
+    reference_url = Column(String(500), nullable=True)
+    updated_at = Column(DateTime(timezone=True), nullable=False, server_default=func.now(), onupdate=func.now())
+
+    def to_dict(self) -> dict:
+        return {
+            "mmsi": self.mmsi,
+            "source": self.source,
+            "payload": self.payload or {},
+            "fetched_at": to_iso8601_utc(self.fetched_at),
+            "expires_at": to_iso8601_utc(self.expires_at),
+            "confidence": self.confidence,
+            "reference_url": self.reference_url,
+        }

backend/app/schemas/user.py

@@ -12,17 +12,20 @@ class UserBase(BaseModel):
 class UserCreate(UserBase):
     password: str = Field(..., min_length=8)
     role: str = "viewer"
+    gatekeeper_groups: list[str] = Field(default_factory=list)
 
 
 class UserUpdate(BaseModel):
     email: Optional[EmailStr] = None
     role: Optional[str] = None
+    gatekeeper_groups: Optional[list[str]] = None
     is_active: Optional[bool] = None
 
 
 class UserInDB(UserBase):
     id: int
     role: str
+    gatekeeper_groups: list[str] = Field(default_factory=list)
     is_active: bool
     last_login_at: Optional[datetime]
     created_at: datetime
@@ -34,8 +37,36 @@ class UserInDB(UserBase):
 class UserResponse(UserBase):
     id: int
     role: str
+    gatekeeper_groups: list[str] = Field(default_factory=list)
     is_active: bool
+    email_verified: bool = False
     created_at: datetime
 
     class Config:
         from_attributes = True
+
+
+class UserRegister(BaseModel):
+    username: str = Field(..., min_length=3, max_length=50)
+    email: EmailStr
+    password: str = Field(..., min_length=8, max_length=128)
+
+
+class VerifyEmailRequest(BaseModel):
+    email: EmailStr
+    code: str = Field(..., min_length=6, max_length=6)
+
+
+class ResendCodeRequest(BaseModel):
+    email: EmailStr
+    purpose: str = Field(default="register", pattern="^(register|verify_email|reset_password)$")
+
+
+class ForgotPasswordRequest(BaseModel):
+    email: EmailStr
+
+
+class ResetPasswordRequest(BaseModel):
+    email: EmailStr
+    code: str = Field(..., min_length=6, max_length=6)
+    new_password: str = Field(..., min_length=8, max_length=128)

backend/app/services/ai_client.py

@@ -3,9 +3,11 @@ from __future__ import annotations
 import asyncio
 
 import httpx
-from fastapi import HTTPException, status
+from fastapi import Depends, HTTPException, status
+from sqlalchemy.ext.asyncio import AsyncSession
 
 from app.core.config import settings
+from app.db.session import get_db
 from app.schemas.ai import (
     AIProviderStatusResponse,
     SituationalAnalysisRequest,
@@ -14,11 +16,27 @@ from app.schemas.ai import (
 
 
 class AIProviderClient:
-    def __init__(self) -> None:
-        self.service_url = settings.AI_PROVIDER_SERVICE_URL.rstrip("/")
-        self.service_token = settings.AI_PROVIDER_SERVICE_TOKEN
-        self.timeout = settings.AI_PROVIDER_TIMEOUT_SECONDS
-        self.retry_attempts = max(settings.AI_PROVIDER_RETRY_ATTEMPTS, 1)
+    def __init__(
+        self,
+        *,
+        service_url: str | None = None,
+        service_token: str | None = None,
+        timeout: int | None = None,
+        retry_attempts: int | None = None,
+        llm_config: dict | None = None,
+    ) -> None:
+        self.service_url = (
+            service_url if service_url is not None else settings.AI_PROVIDER_SERVICE_URL
+        ).rstrip("/")
+        self.service_token = (
+            service_token if service_token is not None else settings.AI_PROVIDER_SERVICE_TOKEN
+        )
+        self.timeout = timeout if timeout is not None else settings.AI_PROVIDER_TIMEOUT_SECONDS
+        self.retry_attempts = max(
+            retry_attempts if retry_attempts is not None else settings.AI_PROVIDER_RETRY_ATTEMPTS,
+            1,
+        )
+        self.llm_config = llm_config or {}
 
     def _headers(self, request_id: str | None = None) -> dict[str, str]:
         headers = {"Content-Type": "application/json"}
@@ -26,6 +44,19 @@ class AIProviderClient:
             headers["X-Provider-Token"] = self.service_token
         if request_id:
             headers["X-Request-ID"] = request_id
+        llm_header_map = {
+            "provider": "X-AI-Provider",
+            "provider_api": "X-AI-Provider-API",
+            "base_url": "X-AI-Base-URL",
+            "api_key": "X-AI-API-Key",
+            "model": "X-AI-Model",
+            "max_tokens": "X-AI-Max-Tokens",
+            "anthropic_version": "X-AI-Anthropic-Version",
+        }
+        for key, header_name in llm_header_map.items():
+            value = self.llm_config.get(key)
+            if value not in (None, ""):
+                headers[header_name] = str(value)
         return headers
 
     async def get_status(self, request_id: str | None = None) -> AIProviderStatusResponse:
@@ -105,5 +136,14 @@ class AIProviderClient:
         )
 
 
-def get_ai_provider_client() -> AIProviderClient:
-    return AIProviderClient()
+async def get_ai_provider_client(db: AsyncSession = Depends(get_db)) -> AIProviderClient:
+    from app.api.v1.settings import get_runtime_ai_provider_config
+
+    runtime_config = await get_runtime_ai_provider_config(db)
+    return AIProviderClient(
+        service_url=runtime_config["service_url"],
+        service_token=runtime_config["service_token"],
+        timeout=runtime_config["timeout_seconds"],
+        retry_attempts=runtime_config["retry_attempts"],
+        llm_config=runtime_config.get("llm_config") or {},
+    )

backend/app/services/ai_tools/__init__.py

@@ -0,0 +1,7 @@
+"""Backend-owned AI tool services.
+
+The services in this package are business tools used by Planet's backend
+orchestrators. They intentionally live outside ``aiprovider`` so model transport
+stays separate from evidence collection and domain policy.
+"""
+

backend/app/services/ai_tools/evidence_store.py

@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+import hashlib
+from typing import Iterable
+
+from app.services.ai_tools.schemas import FetchedEvidence, SearchEvidence
+
+
+def evidence_content_hash(text: str) -> str:
+    return hashlib.sha256(text.encode("utf-8")).hexdigest()
+
+
+def normalize_search_evidence(items: Iterable[SearchEvidence], *, limit: int = 5) -> list[dict]:
+    normalized: list[dict] = []
+    seen_urls: set[str] = set()
+    for item in items:
+        if not item.url or item.url in seen_urls:
+            continue
+        seen_urls.add(item.url)
+        normalized.append(
+            {
+                "title": item.title,
+                "url": item.url,
+                "snippet": item.snippet,
+                "content": item.compact_text(),
+                "score": item.score,
+                "source_provider": item.source_provider,
+                "retrieved_at": item.retrieved_at.isoformat(),
+                "metadata": item.metadata,
+            }
+        )
+        if len(normalized) >= limit:
+            break
+    return normalized
+
+
+def normalize_fetched_evidence(item: FetchedEvidence, *, text_limit: int = 1200) -> dict:
+    text = " ".join(item.text.split())[:text_limit]
+    return {
+        "title": item.title,
+        "url": item.final_url or item.url,
+        "text": text,
+        "content_hash": item.content_hash or evidence_content_hash(item.text),
+        "extractor": item.extractor,
+        "retrieved_at": item.retrieved_at.isoformat(),
+        "metadata": item.metadata,
+    }
+

backend/app/services/ai_tools/schemas.py

@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+from datetime import UTC, datetime
+from typing import Any
+
+from pydantic import BaseModel, Field
+
+
+class SearchEvidence(BaseModel):
+    title: str = ""
+    url: str = ""
+    snippet: str = ""
+    content: str = ""
+    score: float | None = None
+    source_provider: str = ""
+    retrieved_at: datetime = Field(default_factory=lambda: datetime.now(UTC))
+    metadata: dict[str, Any] = Field(default_factory=dict)
+
+    def compact_text(self, limit: int = 700) -> str:
+        text = " ".join((self.content or self.snippet or "").split())
+        return text[:limit]
+
+
+class FetchedEvidence(BaseModel):
+    url: str
+    final_url: str = ""
+    title: str = ""
+    text: str = ""
+    content_hash: str = ""
+    extractor: str = "basic_html"
+    retrieved_at: datetime = Field(default_factory=lambda: datetime.now(UTC))
+    metadata: dict[str, Any] = Field(default_factory=dict)
+
+
+class WebSearchProviderConfig(BaseModel):
+    provider: str = "tavily"
+    base_url: str = ""
+    api_key: str = ""
+    max_results: int = Field(default=5, ge=1, le=20)
+    timeout_seconds: int = Field(default=20, ge=3, le=120)
+    endpoint_path: str = ""
+    search_depth: str = "basic"
+    engine: str = "google"
+    include_answer: bool = False
+    include_raw_content: bool = False
+    include_text: bool = False
+    categories: str = "general"
+    engines: list[str] = Field(default_factory=list)
+    search_path: str = ""
+    scrape_path: str = ""
+    scrape_formats: list[str] = Field(default_factory=lambda: ["markdown"])
+
+
+class WebSearchConfig(BaseModel):
+    enabled: bool = False
+    default_provider: str = "tavily"
+    provider: str = "tavily"
+    providers: dict[str, WebSearchProviderConfig] = Field(default_factory=dict)
+
+    @property
+    def active_provider_config(self) -> WebSearchProviderConfig:
+        return self.providers.get(self.default_provider) or self.providers.get(self.provider) or WebSearchProviderConfig(provider=self.default_provider or self.provider)
+

backend/app/services/ai_tools/web_fetch.py

@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+import hashlib
+
+import httpx
+from bs4 import BeautifulSoup
+
+from app.services.ai_tools.schemas import FetchedEvidence
+
+
+class WebFetchError(RuntimeError):
+    pass
+
+
+def _extract_title_and_text(html: str) -> tuple[str, str]:
+    soup = BeautifulSoup(html, "html.parser")
+    for tag in soup(["script", "style", "noscript", "svg"]):
+        tag.decompose()
+    title = soup.title.get_text(" ", strip=True) if soup.title else ""
+    main = soup.find("main") or soup.find("article") or soup.body or soup
+    text = main.get_text("\n", strip=True)
+    lines = [line.strip() for line in text.splitlines() if line.strip()]
+    return title, "\n".join(lines)
+
+
+async def fetch_url_evidence(
+    url: str,
+    *,
+    timeout_seconds: int = 20,
+    max_bytes: int = 1_500_000,
+) -> FetchedEvidence:
+    if not url:
+        raise WebFetchError("url is required")
+    try:
+        async with httpx.AsyncClient(
+            timeout=timeout_seconds,
+            follow_redirects=True,
+            headers={"User-Agent": "PlanetEvidenceFetcher/1.0"},
+        ) as client:
+            response = await client.get(url)
+            response.raise_for_status()
+            content = response.content[:max_bytes]
+    except httpx.HTTPError as exc:
+        raise WebFetchError(f"failed to fetch page: {exc}") from exc
+
+    title, text = _extract_title_and_text(content.decode(response.encoding or "utf-8", errors="ignore"))
+    content_hash = hashlib.sha256(text.encode("utf-8")).hexdigest()
+    return FetchedEvidence(
+        url=url,
+        final_url=str(response.url),
+        title=title,
+        text=text,
+        content_hash=content_hash,
+        extractor="beautifulsoup_basic",
+    )
+

backend/app/services/ai_tools/web_search.py

@@ -0,0 +1,391 @@
+from __future__ import annotations
+
+from copy import deepcopy
+from typing import Any
+
+import httpx
+
+from app.services.ai_tools.schemas import SearchEvidence, WebSearchConfig, WebSearchProviderConfig
+
+
+WEB_SEARCH_PROVIDER_PRESETS: dict[str, dict[str, Any]] = {
+    "tavily": {
+        "provider": "tavily",
+        "label": "Tavily",
+        "api_key_env": "TAVILY_API_KEY",
+        "base_url": "https://api.tavily.com",
+        "endpoint_path": "/search",
+        "max_results": 5,
+        "timeout_seconds": 20,
+        "search_depth": "basic",
+        "include_answer": False,
+        "include_raw_content": False,
+    },
+    "brave": {
+        "provider": "brave",
+        "label": "Brave Search API",
+        "api_key_env": "BRAVE_SEARCH_API_KEY",
+        "base_url": "https://api.search.brave.com",
+        "endpoint_path": "/res/v1/web/search",
+        "max_results": 5,
+        "timeout_seconds": 20,
+    },
+    "serpapi": {
+        "provider": "serpapi",
+        "label": "SerpAPI",
+        "api_key_env": "SERPAPI_API_KEY",
+        "base_url": "https://serpapi.com",
+        "endpoint_path": "/search.json",
+        "engine": "google",
+        "max_results": 5,
+        "timeout_seconds": 20,
+    },
+    "exa": {
+        "provider": "exa",
+        "label": "Exa",
+        "api_key_env": "EXA_API_KEY",
+        "base_url": "https://api.exa.ai",
+        "endpoint_path": "/search",
+        "max_results": 5,
+        "timeout_seconds": 20,
+        "include_text": False,
+    },
+    "firecrawl": {
+        "provider": "firecrawl",
+        "label": "Firecrawl Search / Scrape",
+        "api_key_env": "FIRECRAWL_API_KEY",
+        "base_url": "https://api.firecrawl.dev",
+        "search_path": "/v2/search",
+        "scrape_path": "/v2/scrape",
+        "max_results": 5,
+        "timeout_seconds": 30,
+        "scrape_formats": ["markdown"],
+    },
+    "searxng": {
+        "provider": "searxng",
+        "label": "SearXNG",
+        "api_key_env": "SEARXNG_API_KEY",
+        "base_url": "http://localhost:8080",
+        "endpoint_path": "/",
+        "max_results": 5,
+        "timeout_seconds": 20,
+        "categories": "general",
+        "engines": [],
+    },
+}
+
+
+class WebSearchError(RuntimeError):
+    pass
+
+
+class WebSearchConfigurationError(WebSearchError):
+    pass
+
+
+def normalize_web_search_provider(provider: str | None) -> str:
+    return (provider or "tavily").strip().lower() or "tavily"
+
+
+def get_web_search_provider_preset(provider: str) -> dict[str, Any]:
+    provider_id = normalize_web_search_provider(provider)
+    preset = WEB_SEARCH_PROVIDER_PRESETS.get(provider_id)
+    if not preset:
+        raise ValueError(f"Unsupported web search provider: {provider}")
+    return deepcopy(preset)
+
+
+def list_web_search_provider_presets() -> list[dict[str, Any]]:
+    return [get_web_search_provider_preset(provider) for provider in WEB_SEARCH_PROVIDER_PRESETS]
+
+
+def provider_defaults(provider: str) -> WebSearchProviderConfig:
+    preset = get_web_search_provider_preset(provider)
+    return WebSearchProviderConfig(**{
+        key: value
+        for key, value in preset.items()
+        if key in WebSearchProviderConfig.model_fields
+    })
+
+
+class WebSearchClient:
+    def __init__(self, config: WebSearchConfig) -> None:
+        self.config = config
+
+    async def search(
+        self,
+        query: str,
+        *,
+        max_results: int | None = None,
+        domains: list[str] | None = None,
+        freshness_days: int | None = None,
+    ) -> list[SearchEvidence]:
+        if not self.config.enabled:
+            raise WebSearchConfigurationError("WebSearch is disabled.")
+        provider_config = self.config.active_provider_config
+        provider = normalize_web_search_provider(provider_config.provider)
+        if provider != "searxng" and not provider_config.api_key:
+            raise WebSearchConfigurationError(f"{provider} API key is not configured.")
+        query = " ".join(str(query or "").split())
+        if not query:
+            raise WebSearchConfigurationError("search query is required.")
+        limit = max_results or provider_config.max_results
+        if provider == "tavily":
+            return await self._search_tavily(provider_config, query, limit, domains, freshness_days)
+        if provider == "brave":
+            return await self._search_brave(provider_config, query, limit, domains)
+        if provider == "serpapi":
+            return await self._search_serpapi(provider_config, query, limit)
+        if provider == "exa":
+            return await self._search_exa(provider_config, query, limit, domains)
+        if provider == "firecrawl":
+            return await self._search_firecrawl(provider_config, query, limit)
+        if provider == "searxng":
+            return await self._search_searxng(provider_config, query, limit, domains)
+        raise WebSearchConfigurationError(f"Unsupported web search provider: {provider}")
+
+    async def test_connection(self) -> list[SearchEvidence]:
+        return await self.search("Planet WebSearch connectivity test", max_results=1)
+
+    async def _request_json(
+        self,
+        method: str,
+        url: str,
+        *,
+        provider_config: WebSearchProviderConfig,
+        headers: dict[str, str] | None = None,
+        params: dict[str, Any] | None = None,
+        json: dict[str, Any] | None = None,
+    ) -> dict[str, Any]:
+        try:
+            async with httpx.AsyncClient(timeout=provider_config.timeout_seconds) as client:
+                response = await client.request(
+                    method,
+                    url,
+                    headers=headers,
+                    params=params,
+                    json=json,
+                )
+                response.raise_for_status()
+                data = response.json()
+        except httpx.HTTPStatusError as exc:
+            detail = exc.response.text or exc.response.reason_phrase
+            raise WebSearchError(f"{provider_config.provider} request failed: {detail}") from exc
+        except httpx.HTTPError as exc:
+            raise WebSearchError(f"{provider_config.provider} request failed: {exc}") from exc
+        except ValueError as exc:
+            raise WebSearchError(f"{provider_config.provider} returned invalid JSON") from exc
+        return data if isinstance(data, dict) else {}
+
+    async def _search_tavily(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+        domains: list[str] | None,
+        freshness_days: int | None,
+    ) -> list[SearchEvidence]:
+        body: dict[str, Any] = {
+            "api_key": config.api_key,
+            "query": query,
+            "max_results": max_results,
+            "search_depth": config.search_depth or "basic",
+            "include_answer": config.include_answer,
+            "include_raw_content": config.include_raw_content,
+        }
+        if domains:
+            body["include_domains"] = domains
+        if freshness_days:
+            body["days"] = freshness_days
+        data = await self._request_json(
+            "POST",
+            _join_url(config.base_url, config.endpoint_path or "/search"),
+            provider_config=config,
+            json=body,
+        )
+        return [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("url") or ""),
+                snippet=str(item.get("content") or ""),
+                content=str(item.get("raw_content") or ""),
+                score=_float_or_none(item.get("score")),
+                source_provider="tavily",
+                metadata={"query": data.get("query") or query},
+            )
+            for item in data.get("results") or []
+            if isinstance(item, dict) and item.get("url")
+        ]
+
+    async def _search_brave(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+        domains: list[str] | None,
+    ) -> list[SearchEvidence]:
+        search_query = query
+        if domains:
+            search_query = f"{query} " + " ".join(f"site:{domain}" for domain in domains)
+        data = await self._request_json(
+            "GET",
+            _join_url(config.base_url, config.endpoint_path or "/res/v1/web/search"),
+            provider_config=config,
+            headers={"X-Subscription-Token": config.api_key},
+            params={"q": search_query, "count": max_results},
+        )
+        results = (data.get("web") or {}).get("results") or []
+        return [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("url") or ""),
+                snippet=str(item.get("description") or ""),
+                source_provider="brave",
+                metadata={"age": item.get("age")},
+            )
+            for item in results
+            if isinstance(item, dict) and item.get("url")
+        ]
+
+    async def _search_serpapi(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+    ) -> list[SearchEvidence]:
+        data = await self._request_json(
+            "GET",
+            _join_url(config.base_url, config.endpoint_path or "/search.json"),
+            provider_config=config,
+            params={
+                "api_key": config.api_key,
+                "engine": config.engine or "google",
+                "q": query,
+                "num": max_results,
+            },
+        )
+        return [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("link") or ""),
+                snippet=str(item.get("snippet") or ""),
+                source_provider="serpapi",
+                metadata={"position": item.get("position")},
+            )
+            for item in data.get("organic_results") or []
+            if isinstance(item, dict) and item.get("link")
+        ]
+
+    async def _search_exa(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+        domains: list[str] | None,
+    ) -> list[SearchEvidence]:
+        body: dict[str, Any] = {
+            "query": query,
+            "numResults": max_results,
+        }
+        if domains:
+            body["includeDomains"] = domains
+        if config.include_text:
+            body["contents"] = {"text": True}
+        data = await self._request_json(
+            "POST",
+            _join_url(config.base_url, config.endpoint_path or "/search"),
+            provider_config=config,
+            headers={"Authorization": f"Bearer {config.api_key}"},
+            json=body,
+        )
+        return [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("url") or ""),
+                snippet=str(item.get("summary") or ""),
+                content=str(item.get("text") or ""),
+                score=_float_or_none(item.get("score")),
+                source_provider="exa",
+                metadata={"id": item.get("id")},
+            )
+            for item in data.get("results") or []
+            if isinstance(item, dict) and item.get("url")
+        ]
+
+    async def _search_firecrawl(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+    ) -> list[SearchEvidence]:
+        data = await self._request_json(
+            "POST",
+            _join_url(config.base_url, config.search_path or "/v2/search"),
+            provider_config=config,
+            headers={"Authorization": f"Bearer {config.api_key}"},
+            json={"query": query, "limit": max_results},
+        )
+        raw_results = data.get("data") or data.get("results") or []
+        return [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("url") or item.get("sourceURL") or ""),
+                snippet=str(item.get("description") or item.get("markdown") or ""),
+                source_provider="firecrawl",
+                metadata={"status": item.get("status")},
+            )
+            for item in raw_results
+            if isinstance(item, dict) and (item.get("url") or item.get("sourceURL"))
+        ]
+
+    async def _search_searxng(
+        self,
+        config: WebSearchProviderConfig,
+        query: str,
+        max_results: int,
+        domains: list[str] | None,
+    ) -> list[SearchEvidence]:
+        search_query = query
+        if domains:
+            search_query = f"{query} " + " ".join(f"site:{domain}" for domain in domains)
+        params: dict[str, Any] = {
+            "q": search_query,
+            "format": "json",
+            "categories": config.categories or "general",
+        }
+        if config.engines:
+            params["engines"] = ",".join(config.engines)
+        headers = {"Authorization": f"Bearer {config.api_key}"} if config.api_key else None
+        data = await self._request_json(
+            "GET",
+            _join_url(config.base_url, config.endpoint_path or "/"),
+            provider_config=config,
+            headers=headers,
+            params=params,
+        )
+        results = data.get("results") or []
+        evidence = [
+            SearchEvidence(
+                title=str(item.get("title") or ""),
+                url=str(item.get("url") or ""),
+                snippet=str(item.get("content") or ""),
+                score=_float_or_none(item.get("score")),
+                source_provider="searxng",
+                metadata={"engine": item.get("engine")},
+            )
+            for item in results
+            if isinstance(item, dict) and item.get("url")
+        ]
+        return evidence[:max_results]
+
+
+def _join_url(base_url: str, path: str) -> str:
+    return f"{(base_url or '').rstrip('/')}/{(path or '').lstrip('/')}"
+
+
+def _float_or_none(value: Any) -> float | None:
+    try:
+        return float(value)
+    except (TypeError, ValueError):
+        return None
+

backend/app/services/barentswatch.py

@@ -0,0 +1,209 @@
+"""BarentsWatch AIS credential resolution and connectivity checks."""
+
+from __future__ import annotations
+
+import os
+import shlex
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Any
+
+import httpx
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.data_sources import get_data_sources_config
+from app.models.datasource_config import DataSourceConfig
+
+
+BARENTSWATCH_LATEST_URL = "https://live.ais.barentswatch.no/v1/latest/combined"
+BARENTSWATCH_TOKEN_URL = "https://id.barentswatch.no/connect/token"
+BARENTSWATCH_DATASOURCE_NAME = "barentswatch_vessels"
+
+
+@dataclass(frozen=True)
+class BarentsWatchConfig:
+    endpoint: str
+    client_id: str
+    client_secret: str
+    credential_source: str
+    endpoint_source: str
+
+
+def _read_zshrc_env(path: Path | None = None) -> dict[str, str]:
+    zshrc_path = path or Path.home() / ".zshrc"
+    if not zshrc_path.exists():
+        return {}
+
+    values: dict[str, str] = {}
+    for raw_line in zshrc_path.read_text(encoding="utf-8", errors="ignore").splitlines():
+        line = raw_line.strip()
+        if not line or line.startswith("#"):
+            continue
+        if line.startswith("export "):
+            line = line[len("export ") :].strip()
+        if "=" not in line:
+            continue
+
+        key, value = line.split("=", 1)
+        key = key.strip()
+        if not key or not key.replace("_", "").isalnum() or not key[0].isalpha():
+            continue
+
+        try:
+            parsed = shlex.split(value, comments=True, posix=True)
+        except ValueError:
+            parsed = [value.strip().strip("'\"")]
+        if parsed:
+            values[key] = parsed[0]
+    return values
+
+
+def _first_env_value(zshrc_env: dict[str, str], *keys: str) -> tuple[str, str]:
+    for key in keys:
+        value = os.getenv(key)
+        if value:
+            return value, "environment"
+    for key in keys:
+        value = zshrc_env.get(key)
+        if value:
+            return value, "~/.zshrc"
+    return "", ""
+
+
+async def get_barentswatch_datasource_record(db: AsyncSession) -> DataSourceConfig | None:
+    result = await db.execute(
+        select(DataSourceConfig)
+        .where(DataSourceConfig.name == BARENTSWATCH_DATASOURCE_NAME)
+        .where(DataSourceConfig.is_active.is_(True))
+    )
+    return result.scalar_one_or_none()
+
+
+async def resolve_barentswatch_config(db: AsyncSession | None = None) -> BarentsWatchConfig:
+    record = await get_barentswatch_datasource_record(db) if db else None
+    auth_config = dict(record.auth_config or {}) if record else {}
+    config = dict(record.config or {}) if record else {}
+    zshrc_env = _read_zshrc_env()
+
+    env_client_id, env_source = _first_env_value(
+        zshrc_env,
+        "BARENTSWATCH_CLIENT_ID",
+        "BARRENTSWATCH_CLIENT_ID",
+    )
+    env_client_secret, secret_env_source = _first_env_value(
+        zshrc_env,
+        "BARENTSWATCH_CLIENT_SECRET",
+        "BARRENTSWATCH_CLIENT_SECRET",
+    )
+    client_id = auth_config.get("client_id") or config.get("client_id") or env_client_id
+    client_secret = (
+        auth_config.get("client_secret") or config.get("client_secret") or env_client_secret
+    )
+
+    credential_source = ""
+    if auth_config.get("client_id") or auth_config.get("client_secret"):
+        credential_source = "datasource_config"
+    elif config.get("client_id") or config.get("client_secret"):
+        credential_source = "datasource_runtime_config"
+    elif env_source or secret_env_source:
+        credential_source = env_source or secret_env_source
+
+    yaml_endpoint = get_data_sources_config().get_yaml_url(BARENTSWATCH_DATASOURCE_NAME)
+    endpoint = record.endpoint if record and record.endpoint else yaml_endpoint
+    return BarentsWatchConfig(
+        endpoint=endpoint or BARENTSWATCH_LATEST_URL,
+        client_id=str(client_id or ""),
+        client_secret=str(client_secret or ""),
+        credential_source=credential_source or "missing",
+        endpoint_source="datasource_config" if record and record.endpoint else "default",
+    )
+
+
+async def fetch_barentswatch_access_token(
+    client: httpx.AsyncClient,
+    config: BarentsWatchConfig,
+) -> str | None:
+    if not config.client_id or not config.client_secret:
+        return None
+
+    response = await client.post(
+        BARENTSWATCH_TOKEN_URL,
+        data={
+            "client_id": config.client_id,
+            "client_secret": config.client_secret,
+            "scope": "ais",
+            "grant_type": "client_credentials",
+        },
+        headers={"Content-Type": "application/x-www-form-urlencoded"},
+    )
+    response.raise_for_status()
+    payload = response.json()
+    token = payload.get("access_token")
+    return str(token) if token else None
+
+
+async def check_barentswatch_connectivity(db: AsyncSession) -> dict[str, Any]:
+    config = await resolve_barentswatch_config(db)
+    return await check_barentswatch_config(config)
+
+
+async def check_barentswatch_config(config: BarentsWatchConfig) -> dict[str, Any]:
+    if not config.client_id or not config.client_secret:
+        return {
+            "success": False,
+            "stage": "credentials",
+            "message": "未找到 BarentsWatch client id/client secret，请先配置采集器凭证。",
+            "endpoint": config.endpoint,
+            "credential_source": config.credential_source,
+            "settings_tab": "collector_credentials",
+        }
+
+    try:
+        async with httpx.AsyncClient(timeout=20.0) as client:
+            token = await fetch_barentswatch_access_token(client, config)
+            if not token:
+                return {
+                    "success": False,
+                    "stage": "token",
+                    "message": "BarentsWatch token 响应中没有 access_token，请检查凭证。",
+                    "endpoint": config.endpoint,
+                    "credential_source": config.credential_source,
+                    "settings_tab": "collector_credentials",
+                }
+
+            async with client.stream(
+                "GET",
+                config.endpoint,
+                headers={"Authorization": f"Bearer {token}"},
+            ) as response:
+                response.raise_for_status()
+
+        return {
+            "success": True,
+            "stage": "endpoint",
+            "message": "BarentsWatch AIS token 和数据接口均可连通。",
+            "endpoint": config.endpoint,
+            "credential_source": config.credential_source,
+            "endpoint_source": config.endpoint_source,
+        }
+    except httpx.HTTPStatusError as exc:
+        status_code = exc.response.status_code
+        stage = "token" if str(exc.request.url) == BARENTSWATCH_TOKEN_URL else "endpoint"
+        return {
+            "success": False,
+            "stage": stage,
+            "message": f"BarentsWatch {stage} 请求返回 HTTP {status_code}，请检查凭证或接口地址。",
+            "endpoint": config.endpoint,
+            "credential_source": config.credential_source,
+            "settings_tab": "collector_credentials",
+        }
+    except httpx.HTTPError as exc:
+        return {
+            "success": False,
+            "stage": "network",
+            "message": f"BarentsWatch 链路检查失败：{exc.__class__.__name__}",
+            "endpoint": config.endpoint,
+            "credential_source": config.credential_source,
+            "settings_tab": "collector_credentials",
+        }

backend/app/services/bgp_collector_locations.py

@@ -0,0 +1,324 @@
+"""BGP route-collector location resolver.
+
+Collector positions are stored in the ``bgp_collector_locations`` database
+table. The old JSON registry is now only a seed payload used during database
+initialization, not a runtime resolver or candidate source.
+"""
+
+from __future__ import annotations
+
+import json
+from pathlib import Path
+from typing import Any, Iterator
+
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.models.bgp_collector_location import BGPCollectorLocation
+from app.services.location import (
+    LocationCandidate,
+    LocationPipeline,
+    LocationQuery,
+    NominatimResolver,
+    ResolutionResult,
+    ResolverOutput,
+    SourceCoordinatesResolver,
+    build_default_nominatim_geocoder,
+    coerce_str,
+    normalize_text,
+)
+
+SEED_PATH = (
+    Path(__file__).resolve().parents[1]
+    / "data"
+    / "seeds"
+    / "ripe_ris_collector_locations_seed.json"
+)
+
+# ── Geocoder (kept at module level for monkeypatching + cache_clear) ──
+
+_geocode_online = build_default_nominatim_geocoder()
+
+
+# ── In-process compatibility cache ──────────────────────────────────
+
+
+RIPE_RIS_COLLECTOR_COORDS: dict[str, dict[str, Any]] = {}
+
+
+def _collector_record_to_dict(record: BGPCollectorLocation) -> dict[str, Any]:
+    return record.to_location_dict()
+
+
+def set_bgp_collector_location_cache(
+    locations: dict[str, dict[str, Any]],
+) -> None:
+    """Replace the legacy compatibility cache in-place."""
+    RIPE_RIS_COLLECTOR_COORDS.clear()
+    RIPE_RIS_COLLECTOR_COORDS.update(
+        {coerce_str(key): dict(value) for key, value in locations.items()}
+    )
+
+
+async def refresh_bgp_collector_location_cache(
+    session: AsyncSession,
+) -> dict[str, dict[str, Any]]:
+    result = await session.execute(select(BGPCollectorLocation))
+    records = result.scalars().all()
+    cache = {
+        record.collector_id: _collector_record_to_dict(record)
+        for record in records
+        if record.collector_id
+    }
+    set_bgp_collector_location_cache(cache)
+    return cache
+
+
+def _load_seed_payload() -> dict[str, Any]:
+    with SEED_PATH.open("r", encoding="utf-8") as handle:
+        return json.load(handle)
+
+
+def _seed_entry_to_record_kwargs(entry: dict[str, Any], collector_id: str) -> dict[str, Any]:
+    return {
+        "collector_id": collector_id,
+        "operator": entry.get("operator") or "RIPE NCC",
+        "site": entry.get("site"),
+        "city": entry.get("city"),
+        "country": entry.get("country"),
+        "latitude": entry.get("latitude"),
+        "longitude": entry.get("longitude"),
+        "precision": entry.get("precision") or "city",
+        "confidence": entry.get("confidence"),
+        "source": "legacy_seed",
+        "source_url": None,
+        "source_note": entry.get("source_note")
+        or "Seeded from legacy RIPE RIS collector coordinates",
+        "raw_payload": entry,
+        "needs_confirmation": True,
+        "verification_status": "unverified",
+        "verified_at": None,
+    }
+
+
+async def seed_default_bgp_collector_locations(session: AsyncSession) -> None:
+    """Seed default RIPE RIS collector locations without overwriting users."""
+    payload = _load_seed_payload()
+    for entry in payload.get("locations", []):
+        aliases = entry.get("aliases") or []
+        collector_ids = [
+            coerce_str(alias)
+            for alias in aliases
+            if coerce_str(alias).startswith("rrc")
+        ]
+        if not collector_ids:
+            continue
+        collector_id = collector_ids[0]
+        existing = await session.scalar(
+            select(BGPCollectorLocation).where(
+                BGPCollectorLocation.collector_id == collector_id
+            )
+        )
+        if existing:
+            continue
+        session.add(
+            BGPCollectorLocation(
+                **_seed_entry_to_record_kwargs(entry, collector_id)
+            )
+        )
+    await session.commit()
+    await refresh_bgp_collector_location_cache(session)
+
+
+def get_bgp_collector_location_dict(collector_name: str) -> dict[str, Any]:
+    """Return the current cached collector location dict, or ``{}`` if unknown."""
+    return dict(RIPE_RIS_COLLECTOR_COORDS.get(coerce_str(collector_name), {}))
+
+
+def iter_known_collector_names() -> Iterator[str]:
+    """Yield every collector technical name (rrcXX) known in the cache."""
+    return iter(sorted(RIPE_RIS_COLLECTOR_COORDS.keys()))
+
+
+# ── Pipeline construction ──────────────────────────────────────────
+
+
+class StoredCollectorLocationResolver:
+    """Resolve a collector through the DB-backed compatibility cache."""
+
+    name = "stored_collector_location"
+
+    def resolve(self, query: LocationQuery) -> ResolverOutput:
+        collector = coerce_str(query.name)
+        if not collector:
+            for alias in query.aliases:
+                collector = coerce_str(alias)
+                if collector:
+                    break
+        if not collector:
+            return ResolverOutput()
+        location = get_bgp_collector_location_dict(collector)
+        if not location:
+            return ResolverOutput()
+        latitude = location.get("latitude")
+        longitude = location.get("longitude")
+        if latitude in (None, 0.0) or longitude in (None, 0.0):
+            return ResolverOutput()
+        return ResolverOutput(
+            candidates=(
+                LocationCandidate(
+                    latitude=float(latitude),
+                    longitude=float(longitude),
+                    display_name=location.get("matched_location_name") or collector,
+                    precision=location.get("precision") or "city",
+                    confidence=float(location.get("confidence") or 0.85),
+                    query=f"stored_collector_location::{collector}",
+                    source=location.get("source") or self.name,
+                    source_note=location.get("source_note"),
+                    matched_fields=("collector",),
+                    needs_confirmation=bool(location.get("needs_confirmation")),
+                    city=location.get("city"),
+                    region=None,
+                    country=location.get("country"),
+                    matched_location_name=(
+                        location.get("matched_location_name") or collector
+                    ),
+                    location_verified_at=location.get("verified_at"),
+                    suggested_registry_entry=None,
+                ),
+            )
+        )
+
+
+def _bgp_collector_query_plan(
+    query: LocationQuery,
+) -> list[tuple[str, tuple[str, ...]]]:
+    """Build the Nominatim query plan for a BGP collector."""
+    extra = query.extra or {}
+    site = str(extra.get("site") or "")
+    operator = str(extra.get("operator") or "")
+    city = query.city or ""
+    country = query.country or ""
+
+    plan: list[tuple[str, tuple[str, ...]]] = []
+
+    def add(parts: list[tuple[str, str]]) -> None:
+        non_empty = [(field, value) for field, value in parts if value]
+        if not non_empty:
+            return
+        seen: set[str] = set()
+        cleaned: list[str] = []
+        fields: list[str] = []
+        for field, value in non_empty:
+            key = normalize_text(value)
+            if not key or key in seen:
+                continue
+            seen.add(key)
+            cleaned.append(value)
+            fields.append(field)
+        if not cleaned:
+            return
+        composed = ", ".join(cleaned)
+        if not any(composed == existing for existing, _ in plan):
+            plan.append((composed, tuple(fields)))
+
+    add([("site", site), ("city", city), ("country", country)])
+    add([("site", site), ("country", country)])
+    add([("operator", operator), ("city", city), ("country", country)])
+    add([("city", city), ("country", country)])
+    return plan
+
+
+BGP_COLLECTOR_PIPELINE = LocationPipeline(
+    [
+        SourceCoordinatesResolver(),
+        StoredCollectorLocationResolver(),
+    ],
+    failure_reason=(
+        "Could not resolve BGP collector to renderable coordinates from"
+        " source coordinates or stored collector location."
+    ),
+)
+
+BGP_COLLECTOR_COLLECTION_PIPELINE = LocationPipeline(
+    [
+        SourceCoordinatesResolver(),
+        NominatimResolver(
+            query_plan_builder=_bgp_collector_query_plan,
+            # Late-binding so tests can monkeypatch ``_geocode_online``.
+            geocoder=lambda q: _geocode_online(q),
+        ),
+    ],
+    failure_reason=(
+        "Could not resolve BGP collector to renderable coordinates from"
+        " source coordinates or online geocoding."
+    ),
+)
+
+
+# ── Public API ─────────────────────────────────────────────────────
+
+
+def resolve_bgp_collector_location(
+    collector_name: str,
+    *,
+    city: str | None = None,
+    country: str | None = None,
+    site: str | None = None,
+    operator: str | None = None,
+) -> ResolutionResult:
+    """Resolve a BGP collector to its best-known stored location."""
+    stored = get_bgp_collector_location_dict(collector_name)
+    name = coerce_str(collector_name) or None
+    query = LocationQuery(
+        name=name,
+        aliases=tuple(filter(None, (collector_name,))),
+        city=coerce_str(city or stored.get("city")) or None,
+        country=coerce_str(country or stored.get("country")) or None,
+        extra={
+            "site": coerce_str(site or stored.get("site")),
+            "operator": coerce_str(operator or stored.get("operator")) or "RIPE NCC",
+        },
+    )
+    return BGP_COLLECTOR_PIPELINE.resolve_best(query)
+
+
+def collect_bgp_collector_location_candidates(
+    *,
+    collector: str | None = None,
+    city: str | None = None,
+    country: str | None = None,
+    site: str | None = None,
+    operator: str | None = None,
+) -> tuple[list[LocationCandidate], list[str]]:
+    query = build_bgp_collector_location_query(
+        collector=collector,
+        city=city,
+        country=country,
+        site=site,
+        operator=operator,
+    )
+    return BGP_COLLECTOR_COLLECTION_PIPELINE.collect_candidates(query)
+
+
+def build_bgp_collector_location_query(
+    *,
+    collector: str | None = None,
+    city: str | None = None,
+    country: str | None = None,
+    site: str | None = None,
+    operator: str | None = None,
+) -> LocationQuery:
+    stored = get_bgp_collector_location_dict(collector or "")
+    name = coerce_str(collector) or None
+    return LocationQuery(
+        name=name,
+        aliases=tuple(filter(None, (collector,))),
+        city=coerce_str(city or stored.get("city")) or None,
+        country=coerce_str(country or stored.get("country")) or None,
+        extra={
+            "site": coerce_str(site or stored.get("site")),
+            "operator": coerce_str(operator or stored.get("operator")) or "RIPE NCC",
+            "collector": coerce_str(collector),
+        },
+    )

backend/app/services/bgp_event_locations.py

@@ -0,0 +1,155 @@
+"""BGP event location resolver.
+
+A BGP event (announcement / withdrawal / RIB entry) is geographically tied to
+the route collector that observed it. This module defines the pipeline that
+turns an event payload into renderable coordinates.
+
+Current resolver chain:
+
+  SourceCoordinates  → event payload itself carries lat/lon (rare; some
+                       enriched feeds do).
+  InheritFromCollector → look up the owning collector via
+                         :func:`resolve_bgp_collector_location`.
+
+Future plug-ins (no consumer changes required, just append to the list):
+
+  ASNFacilityResolver — origin/peer ASN → peeringdb facility.
+  PrefixGeoResolver   — prefix → IP range geo lookup (iptoasn / opengeofeed).
+"""
+
+from __future__ import annotations
+
+from typing import Any
+
+from app.services.bgp_collector_locations import (
+    get_bgp_collector_location_dict,
+)
+from app.services.location import (
+    InheritFromAnotherEntityResolver,
+    LocationCandidate,
+    LocationPipeline,
+    LocationQuery,
+    ResolutionResult,
+    SourceCoordinatesResolver,
+    coerce_str,
+)
+
+
+def _inherit_from_owning_collector(
+    query: LocationQuery,
+) -> LocationCandidate | None:
+    """Look up the event's owning collector by exact name in the DB-backed cache."""
+    extra = query.extra or {}
+    collector_name = coerce_str(extra.get("collector"))
+    if not collector_name:
+        return None
+    legacy = get_bgp_collector_location_dict(collector_name)
+    if not legacy:
+        return None
+    latitude = legacy.get("latitude")
+    longitude = legacy.get("longitude")
+    if latitude in (None, 0.0) or longitude in (None, 0.0):
+        return None
+    return LocationCandidate(
+        latitude=float(latitude),
+        longitude=float(longitude),
+        display_name=legacy.get("matched_location_name") or collector_name,
+        precision=legacy.get("precision") or "city",
+        confidence=float(legacy.get("confidence") or 0.85),
+        query=f"inherit_from_collector::{collector_name}",
+        source="inherited_from_collector",
+        source_note=(
+            f"Inherited from owning collector {collector_name}"
+        ),
+        matched_fields=("collector",),
+        needs_confirmation=bool(legacy.get("needs_confirmation")),
+        city=legacy.get("city"),
+        region=None,
+        country=legacy.get("country"),
+        matched_location_name=legacy.get("matched_location_name"),
+        location_verified_at=legacy.get("verified_at"),
+        suggested_registry_entry=None,
+    )
+
+
+BGP_EVENT_PIPELINE = LocationPipeline(
+    [
+        SourceCoordinatesResolver(),
+        InheritFromAnotherEntityResolver(
+            source_lookup=_inherit_from_owning_collector,
+            name="inherited_from_collector",
+        ),
+        # Plug new resolvers (peeringdb / ASN facility / prefix-geo) here.
+    ],
+    failure_reason=(
+        "Could not resolve BGP event coordinates: no source coords, owning"
+        " collector unknown, and no fallback resolver matched."
+    ),
+)
+
+
+def resolve_bgp_event_location(
+    *,
+    collector: str,
+    source_latitude: float | None = None,
+    source_longitude: float | None = None,
+    site: str | None = None,
+    operator: str | None = None,
+    peer_asn: int | None = None,
+    origin_asn: int | None = None,
+    prefix: str | None = None,
+) -> ResolutionResult:
+    """Resolve a BGP event to its renderable coordinates.
+
+    The ``peer_asn`` / ``origin_asn`` / ``prefix`` arguments are accepted
+    today so future resolvers (ASN→facility, prefix→geo) can consume them
+    without callers needing to change.
+    """
+    query = LocationQuery(
+        name=collector or None,
+        aliases=tuple(filter(None, (collector,))),
+        source_latitude=source_latitude,
+        source_longitude=source_longitude,
+        extra={
+            "collector": collector or "",
+            "site": coerce_str(site),
+            "operator": coerce_str(operator),
+            "peer_asn": peer_asn,
+            "origin_asn": origin_asn,
+            "prefix": coerce_str(prefix),
+        },
+    )
+    return BGP_EVENT_PIPELINE.resolve_best(query)
+
+
+def resolve_bgp_event_geo_dict(
+    collector: str,
+    *,
+    source_latitude: float | None = None,
+    source_longitude: float | None = None,
+) -> dict[str, Any]:
+    """Convenience wrapper returning the legacy ``collector_geo`` dict shape.
+
+    Preserves ``city``/``country``/``latitude``/``longitude`` keys (consumed
+    by existing detectors / enrichment / DB serialization) and adds
+    ``precision``/``source``/``needs_confirmation`` for richer downstream use.
+    """
+    result = resolve_bgp_event_location(
+        collector=collector,
+        source_latitude=source_latitude,
+        source_longitude=source_longitude,
+    )
+    candidate = result.location
+    if candidate is None:
+        return {}
+    return {
+        "city": candidate.city,
+        "country": candidate.country,
+        "latitude": candidate.latitude,
+        "longitude": candidate.longitude,
+        "precision": candidate.precision,
+        "source": candidate.source,
+        "needs_confirmation": candidate.needs_confirmation,
+        "matched_location_name": candidate.matched_location_name,
+        "confidence": candidate.confidence,
+    }

backend/app/services/collectors/__init__.py

@@ -36,6 +36,8 @@ from app.services.collectors.iptoasn import IPtoASNPrefixGeoCollector
 from app.services.collectors.opengeofeed import OpenGeoFeedPrefixGeoCollector
 from app.services.collectors.nro_delegated import NRODelegatedPrefixGeoCollector
 from app.services.collectors.news_live_streams import NewsLiveStreamsCollector
+from app.services.collectors.aisstream import AISStreamCollector
+from app.services.collectors.vessel_ais import VesselAISCollector
 
 collector_registry.register(TOP500Collector())
 collector_registry.register(EpochAIGPUCollector())
@@ -63,3 +65,41 @@ collector_registry.register(IPtoASNPrefixGeoCollector())
 collector_registry.register(OpenGeoFeedPrefixGeoCollector())
 collector_registry.register(NRODelegatedPrefixGeoCollector())
 collector_registry.register(NewsLiveStreamsCollector())
+collector_registry.register(VesselAISCollector())
+collector_registry.register(AISStreamCollector())
+
+__all__ = [
+    "BaseCollector",
+    "HTTPCollector",
+    "IntervalCollector",
+    "collector_registry",
+    "CollectorRegistry",
+    "TOP500Collector",
+    "EpochAIGPUCollector",
+    "HuggingFaceModelCollector",
+    "HuggingFaceDatasetCollector",
+    "HuggingFaceSpacesCollector",
+    "PeeringDBIXPCollector",
+    "PeeringDBNetworkCollector",
+    "PeeringDBFacilityCollector",
+    "TeleGeographyCableCollector",
+    "TeleGeographyLandingPointCollector",
+    "TeleGeographyCableSystemCollector",
+    "CloudflareRadarDeviceCollector",
+    "CloudflareRadarTrafficCollector",
+    "CloudflareRadarTopASCollector",
+    "ArcGISCableCollector",
+    "FAOLandingPointCollector",
+    "ArcGISLandingPointCollector",
+    "ArcGISCableLandingRelationCollector",
+    "SpaceTrackTLECollector",
+    "CelesTrakTLECollector",
+    "RISLiveCollector",
+    "BGPStreamBackfillCollector",
+    "IPtoASNPrefixGeoCollector",
+    "OpenGeoFeedPrefixGeoCollector",
+    "NRODelegatedPrefixGeoCollector",
+    "NewsLiveStreamsCollector",
+    "VesselAISCollector",
+    "AISStreamCollector",
+]

backend/app/services/collectors/aisstream.py

@@ -0,0 +1,491 @@
+"""AISStream WebSocket collector for realtime vessel AIS observations."""
+
+from datetime import UTC, datetime
+import asyncio
+import json
+import os
+from typing import Any
+
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.data_sources import get_data_sources_config
+from app.core.time import to_iso8601_utc
+from app.core.websocket.broadcaster import broadcaster
+from app.models.datasource_config import DataSourceConfig
+from app.models.task import CollectionTask
+from app.services.collectors.base import BaseCollector
+from app.services.vessel_ais_aggregation import (
+    AISSTREAM_DELIVERY_MODE,
+    AISSTREAM_TRANSPORT,
+    record_vessel_ais_observation,
+    update_ais_source_health,
+)
+from app.services.vessel_types import normalize_vessel_type_name
+
+DEFAULT_AISSTREAM_URL = "wss://stream.aisstream.io/v0/stream"
+DEFAULT_BOUNDING_BOXES = [[[-90, -180], [90, 180]]]
+DEFAULT_MESSAGE_TYPES = ["PositionReport", "ShipStaticData"]
+
+
+class AISStreamCollector(BaseCollector):
+    """Collect AISStream WebSocket messages into the raw AIS observation layer."""
+
+    name = "aisstream_vessels"
+    priority = "P1"
+    module = "L4"
+    frequency_hours = 1
+    data_type = "vessel_ais"
+    fail_on_empty = False
+
+    async def _load_datasource_config(self) -> DataSourceConfig | None:
+        if self._db_session is None:
+            return None
+        result = await self._db_session.execute(
+            select(DataSourceConfig)
+            .where(DataSourceConfig.name == self.name)
+            .where(DataSourceConfig.is_active.is_(True))
+        )
+        return result.scalar_one_or_none()
+
+    async def _get_effective_config(self) -> dict[str, Any]:
+        datasource_config = await self._load_datasource_config()
+        config = dict(datasource_config.config or {}) if datasource_config else {}
+        auth_config = dict(datasource_config.auth_config or {}) if datasource_config else {}
+        endpoint = (
+            (datasource_config.endpoint if datasource_config else None)
+            or self._resolved_url
+            or get_data_sources_config().get_yaml_url(self.name)
+            or DEFAULT_AISSTREAM_URL
+        )
+        api_key = (
+            auth_config.get("api_key")
+            or config.get("api_key")
+            or os.getenv("AISSTREAM_API_KEY")
+        )
+        return {
+            "endpoint": endpoint,
+            "api_key": api_key,
+            "bounding_boxes": config.get("bounding_boxes") or DEFAULT_BOUNDING_BOXES,
+            "message_types": config.get("message_types") or DEFAULT_MESSAGE_TYPES,
+            "max_messages": int(config.get("max_messages") or 500),
+            "streaming_enabled": config.get("streaming_enabled", True) is not False,
+            "streaming_commit_interval": int(config.get("streaming_commit_interval") or 1),
+            "streaming_max_messages": int(config.get("streaming_max_messages") or 0),
+            "reconnect_delay_seconds": float(config.get("reconnect_delay_seconds") or 5),
+            "receive_timeout_seconds": float(config.get("receive_timeout_seconds") or 30),
+        }
+
+    def _build_subscription(self, config: dict[str, Any]) -> dict[str, Any]:
+        return {
+            "APIKey": config["api_key"],
+            "BoundingBoxes": config["bounding_boxes"],
+            "FilterMessageTypes": config["message_types"],
+        }
+
+    async def fetch(self) -> list[dict[str, Any]]:
+        config = await self._get_effective_config()
+        if not config["api_key"]:
+            raise RuntimeError("AISStream API key is not configured")
+
+        try:
+            import websockets
+        except ImportError as exc:
+            raise RuntimeError("Python package 'websockets' is required for AISStream") from exc
+
+        subscription = self._build_subscription(config)
+
+        messages: list[dict[str, Any]] = []
+        try:
+            async with websockets.connect(config["endpoint"]) as websocket:
+                await websocket.send(json.dumps(subscription))
+                while len(messages) < config["max_messages"]:
+                    try:
+                        raw_message = await asyncio.wait_for(
+                            websocket.recv(),
+                            timeout=config["receive_timeout_seconds"],
+                        )
+                    except TimeoutError:
+                        break
+                    payload = json.loads(raw_message)
+                    if isinstance(payload, dict):
+                        messages.append(payload)
+        except Exception as exc:
+            if self._db_session is not None:
+                await update_ais_source_health(
+                    self._db_session,
+                    source=self.name,
+                    connection_state="disconnected",
+                    last_error=f"{exc.__class__.__name__}: {exc}",
+                )
+                await self._db_session.commit()
+            raise
+
+        return messages
+
+    async def run(self, db: AsyncSession) -> dict[str, Any]:
+        """Run AISStream as a long-lived streaming collector by default."""
+        config = await self._get_effective_config()
+        if not config.get("streaming_enabled", True):
+            return await super().run(db)
+        if not config["api_key"]:
+            return {"status": "failed", "error": "AISStream API key is not configured"}
+
+        from app.services.collectors.registry import collector_registry
+
+        if not collector_registry.is_active(self.name):
+            return {"status": "skipped", "reason": "Collector is disabled"}
+
+        try:
+            import websockets
+        except ImportError:
+            return {"status": "failed", "error": "Python package 'websockets' is required for AISStream"}
+
+        start_time = datetime.now(UTC)
+        task = CollectionTask(
+            datasource_id=getattr(self, "_datasource_id", 1),
+            status="running",
+            phase="connecting",
+            phase_message="正在连接 AISStream 实时流",
+            phase_unit="messages",
+            started_at=start_time,
+        )
+        db.add(task)
+        await db.commit()
+        self._current_task = task
+        self._db_session = db
+        self._last_broadcast_progress = None
+        await self.resolve_url(db)
+        await self._publish_task_update(force=True)
+
+        records_added = 0
+        messages_seen = 0
+        unique_mmsi: set[str] = set()
+        reconnect_delay = config["reconnect_delay_seconds"]
+
+        try:
+            while True:
+                config = await self._get_effective_config()
+                subscription = self._build_subscription(config)
+                try:
+                    await update_ais_source_health(
+                        db,
+                        source=self.name,
+                        connection_state="connecting",
+                    )
+                    await self.set_phase("connecting", message="正在连接 AISStream 实时流")
+                    await db.commit()
+
+                    async with websockets.connect(config["endpoint"]) as websocket:
+                        await websocket.send(json.dumps(subscription))
+                        await update_ais_source_health(
+                            db,
+                            source=self.name,
+                            connection_state="connected",
+                            last_success_at=datetime.now(UTC),
+                        )
+                        await self.set_phase(
+                            "streaming",
+                            message="正在接收 AISStream 实时消息",
+                            reset_progress=False,
+                        )
+                        await db.commit()
+
+                        while True:
+                            try:
+                                raw_message = await asyncio.wait_for(
+                                    websocket.recv(),
+                                    timeout=config["receive_timeout_seconds"],
+                                )
+                            except TimeoutError:
+                                await update_ais_source_health(
+                                    db,
+                                    source=self.name,
+                                    connection_state="connected",
+                                    last_success_at=datetime.now(UTC),
+                                )
+                                await db.commit()
+                                continue
+
+                            payload = json.loads(raw_message)
+                            if not isinstance(payload, dict):
+                                continue
+                            messages_seen += 1
+                            record = self._normalize_message(payload)
+                            if not record:
+                                continue
+                            unique_mmsi.add(str(record["mmsi"]))
+                            created = await self._save_stream_record(db, record)
+                            if created:
+                                records_added += 1
+
+                            task.records_processed = messages_seen
+                            task.total_records = None
+                            task.progress = None
+                            task.phase = "streaming"
+                            task.phase_message = "正在接收 AISStream 实时消息"
+                            task.phase_current = messages_seen
+                            task.phase_total = None
+                            task.phase_unit = "messages"
+                            await self._publish_task_update(force=True)
+
+                            if config["streaming_max_messages"] and messages_seen >= config["streaming_max_messages"]:
+                                task.status = "success"
+                                task.phase = "stopped"
+                                task.phase_message = "AISStream 测试流已停止"
+                                task.completed_at = datetime.now(UTC)
+                                await db.commit()
+                                await self._publish_task_update(force=True)
+                                return {
+                                    "status": "success",
+                                    "task_id": task.id,
+                                    "records_processed": records_added,
+                                    "messages_seen": messages_seen,
+                                    "unique_mmsi": len(unique_mmsi),
+                                    "execution_time_seconds": (datetime.now(UTC) - start_time).total_seconds(),
+                                }
+                except asyncio.CancelledError:
+                    raise
+                except Exception as exc:
+                    await update_ais_source_health(
+                        db,
+                        source=self.name,
+                        connection_state="reconnecting",
+                        last_error=f"{exc.__class__.__name__}: {exc}",
+                    )
+                    task.phase = "reconnecting"
+                    task.phase_message = "AISStream 连接中断，正在重连"
+                    task.error_message = f"{exc.__class__.__name__}: {exc}"
+                    await db.commit()
+                    await self._publish_task_update(force=True)
+                    await asyncio.sleep(reconnect_delay)
+        except asyncio.CancelledError:
+            task.status = "cancelled"
+            task.phase = "stopped"
+            task.phase_message = "AISStream 实时流已停止"
+            task.completed_at = datetime.now(UTC)
+            await update_ais_source_health(
+                db,
+                source=self.name,
+                connection_state="disconnected",
+                last_error=None,
+            )
+            await db.commit()
+            await self._publish_task_update(force=True)
+            raise
+
+    def transform(self, raw_data: list[dict[str, Any]]) -> list[dict[str, Any]]:
+        records = []
+        for item in raw_data:
+            record = self._normalize_message(item)
+            if record:
+                records.append(record)
+        return records
+
+    async def _save_data(
+        self,
+        db: AsyncSession,
+        data: list[dict[str, Any]],
+        task_id: int | None = None,
+        snapshot_id: int | None = None,
+    ) -> int:
+        now = datetime.now(UTC)
+        records_added = 0
+        latest_observed_at = now
+        for index, item in enumerate(data):
+            observed_at = item.get("received_at") or now
+            observation = await record_vessel_ais_observation(
+                db,
+                source=self.name,
+                normalized_payload=item,
+                raw_payload=item.get("_raw_payload") or item,
+                delivery_mode=AISSTREAM_DELIVERY_MODE,
+                transport=AISSTREAM_TRANSPORT,
+                message_type=item.get("_message_type") or "PositionReport",
+                source_message_id=item.get("_source_message_id"),
+                observed_at=observed_at,
+                collected_at=now,
+            )
+            if observation is not None:
+                records_added += 1
+            if isinstance(observed_at, datetime) and observed_at > latest_observed_at:
+                latest_observed_at = observed_at
+            if (index + 1) % 1000 == 0:
+                await self.update_progress(index + 1, commit=True)
+
+        await update_ais_source_health(
+            db,
+            source=self.name,
+            connection_state="connected",
+            observed_count=len(data),
+            last_seen_at=latest_observed_at,
+            last_success_at=now if data else None,
+            lag_seconds=max((now - latest_observed_at).total_seconds(), 0),
+        )
+        await db.commit()
+        await self.update_progress(records_added, force=True)
+        return records_added
+
+    async def _save_stream_record(self, db: AsyncSession, item: dict[str, Any]) -> bool:
+        now = datetime.now(UTC)
+        observed_at = item.get("received_at") or now
+        observation = await record_vessel_ais_observation(
+            db,
+            source=self.name,
+            normalized_payload=item,
+            raw_payload=item.get("_raw_payload") or item,
+            delivery_mode=AISSTREAM_DELIVERY_MODE,
+            transport=AISSTREAM_TRANSPORT,
+            message_type=item.get("_message_type") or "PositionReport",
+            source_message_id=item.get("_source_message_id"),
+            observed_at=observed_at,
+            collected_at=now,
+        )
+        await update_ais_source_health(
+            db,
+            source=self.name,
+            connection_state="connected",
+            observed_count=1,
+            last_seen_at=observed_at if isinstance(observed_at, datetime) else now,
+            last_success_at=now,
+            lag_seconds=max((now - observed_at).total_seconds(), 0) if isinstance(observed_at, datetime) else None,
+        )
+        await db.commit()
+        await self._broadcast_vessel_delta(item, created=observation is not None)
+        return observation is not None
+
+    async def _broadcast_vessel_delta(self, item: dict[str, Any], *, created: bool) -> None:
+        await broadcaster.broadcast_custom(
+            "vessels",
+            {
+                "action": "upsert",
+                "source": self.name,
+                "created": created,
+                "vessels": [
+                    {
+                        "mmsi": item.get("mmsi"),
+                        "mmsi_display": str(item.get("mmsi")) if item.get("mmsi") is not None else None,
+                        "name": item.get("name"),
+                        "lat": item.get("lat"),
+                        "lon": item.get("lon"),
+                        "sog": item.get("sog"),
+                        "cog": item.get("cog"),
+                        "heading": item.get("heading"),
+                        "nav_status": item.get("nav_status"),
+                        "vessel_type": item.get("vessel_type"),
+                        "vessel_type_name": item.get("vessel_type_name"),
+                        "received_at": to_iso8601_utc(item.get("received_at")),
+                    }
+                ],
+            },
+        )
+
+    def _normalize_message(self, item: dict[str, Any]) -> dict[str, Any] | None:
+        message_type = str(item.get("MessageType") or item.get("message_type") or "")
+        metadata = item.get("MetaData") if isinstance(item.get("MetaData"), dict) else {}
+        message = item.get("Message") if isinstance(item.get("Message"), dict) else {}
+        body = message.get(message_type) if isinstance(message.get(message_type), dict) else message
+        if not isinstance(body, dict):
+            body = {}
+
+        mmsi = _as_int(_pick(metadata, "MMSI", "mmsi") or _pick(body, "MMSI", "mmsi"))
+        if mmsi is None:
+            return None
+
+        received_at = _parse_datetime(
+            _pick(metadata, "time_utc", "Time_UTC", "timestamp")
+            or _pick(body, "Timestamp", "timestamp", "time")
+        )
+        ship_name = _clean_text(
+            _pick(body, "Name", "ShipName", "name")
+            or _pick(metadata, "ShipName", "ship_name", "name")
+        )
+        record: dict[str, Any] = {
+            "mmsi": mmsi,
+            "received_at": received_at,
+            "_message_type": message_type or None,
+            "_source_message_id": item.get("MessageID") or item.get("message_id"),
+            "_raw_payload": item,
+        }
+
+        lat = _as_float(_pick(body, "Latitude", "lat", "latitude"))
+        lon = _as_float(_pick(body, "Longitude", "lon", "lng", "longitude"))
+        if lat is not None and lon is not None:
+            if not (-90 <= lat <= 90 and -180 <= lon <= 180):
+                return None
+            record.update(
+                {
+                    "lat": lat,
+                    "lon": lon,
+                    "sog": _as_float(_pick(body, "Sog", "SOG", "speedOverGround")),
+                    "cog": _as_float(_pick(body, "Cog", "COG", "courseOverGround")),
+                    "heading": _as_int(_pick(body, "TrueHeading", "Heading", "heading")),
+                    "nav_status": _as_int(_pick(body, "NavigationalStatus", "nav_status")),
+                }
+            )
+
+        vessel_type = _as_int(_pick(body, "Type", "ShipType", "vessel_type"))
+        record.update(
+            {
+                "name": ship_name,
+                "callsign": _pick(body, "CallSign", "callsign"),
+                "imo": _as_int(_pick(body, "ImoNumber", "IMO", "imo")),
+                "vessel_type": vessel_type,
+                "vessel_type_name": _pick(body, "TypeName", "ShipTypeName", "vessel_type_name")
+                or normalize_vessel_type_name(vessel_type),
+                "length": _as_float(_pick(body, "DimensionToBow", "Length", "length")),
+                "width": _as_float(_pick(body, "DimensionToPort", "Width", "width")),
+            }
+        )
+        return record
+
+
+def _pick(item: dict[str, Any], *keys: str) -> Any:
+    for key in keys:
+        if key in item and item[key] not in (None, ""):
+            return item[key]
+    return None
+
+
+def _clean_text(value: Any) -> str | None:
+    if value in (None, ""):
+        return None
+    text = str(value).strip()
+    return text or None
+
+
+def _as_float(value: Any) -> float | None:
+    try:
+        if value in (None, ""):
+            return None
+        return float(value)
+    except (TypeError, ValueError):
+        return None
+
+
+def _as_int(value: Any) -> int | None:
+    try:
+        if value in (None, ""):
+            return None
+        return int(float(value))
+    except (TypeError, ValueError):
+        return None
+
+
+def _parse_datetime(value: Any) -> datetime | None:
+    if isinstance(value, datetime):
+        return value if value.tzinfo else value.replace(tzinfo=UTC)
+    if not value:
+        return None
+    if isinstance(value, (int, float)):
+        timestamp = float(value)
+        if timestamp > 10_000_000_000:
+            timestamp /= 1000
+        return datetime.fromtimestamp(timestamp, UTC)
+    if isinstance(value, str):
+        try:
+            parsed = datetime.fromisoformat(value.replace("Z", "+00:00"))
+            return parsed if parsed.tzinfo else parsed.replace(tzinfo=UTC)
+        except ValueError:
+            return None
+    return None

backend/app/services/collectors/base.py

@@ -54,6 +54,11 @@ class BaseCollector(ABC):
                 "task_id": self._current_task.id,
                 "status": self._current_task.status,
                 "phase": self._current_task.phase,
+                "phase_progress": self._current_task.phase_progress,
+                "phase_message": self._current_task.phase_message,
+                "phase_current": self._current_task.phase_current,
+                "phase_total": self._current_task.phase_total,
+                "phase_unit": self._current_task.phase_unit,
                 "progress": progress,
                 "records_processed": self._current_task.records_processed,
                 "total_records": self._current_task.total_records,
@@ -80,12 +85,52 @@ class BaseCollector(ABC):
 
             await self._publish_task_update(force=force)
 
-    async def set_phase(self, phase: str):
+    async def set_phase(self, phase: str, *, message: str | None = None, reset_progress: bool = True):
         if self._current_task and self._db_session:
             self._current_task.phase = phase
+            self._current_task.phase_message = message
+            if reset_progress:
+                self._current_task.phase_progress = None
+                self._current_task.phase_current = None
+                self._current_task.phase_total = None
+                self._current_task.phase_unit = None
             await self._db_session.commit()
             await self._publish_task_update(force=True)
 
+    async def update_phase_progress(
+        self,
+        *,
+        current: int | None = None,
+        total: int | None = None,
+        unit: str | None = None,
+        message: str | None = None,
+        progress: float | None = None,
+        commit: bool = False,
+        force: bool = False,
+    ):
+        """Update progress for the current phase without changing task totals."""
+        if not self._current_task or not self._db_session:
+            return
+
+        if progress is None and current is not None and total and total > 0:
+            progress = (current / total) * 100
+
+        if progress is not None:
+            self._current_task.phase_progress = max(0.0, min(float(progress), 100.0))
+        if current is not None:
+            self._current_task.phase_current = max(0, int(current))
+        if total is not None:
+            self._current_task.phase_total = max(0, int(total))
+        if unit is not None:
+            self._current_task.phase_unit = unit
+        if message is not None:
+            self._current_task.phase_message = message
+
+        if commit:
+            await self._db_session.commit()
+
+        await self._publish_task_update(force=force)
+
     @abstractmethod
     async def fetch(self) -> List[Dict[str, Any]]:
         """Fetch raw data from source"""
@@ -251,7 +296,7 @@ class BaseCollector(ABC):
         await self._publish_task_update(force=True)
 
         try:
-            await self.set_phase("fetching")
+            await self.set_phase("fetching", message="正在拉取原始数据")
             raw_data = await self.fetch()
             task.total_records = len(raw_data)
             await db.commit()
@@ -260,15 +305,20 @@ class BaseCollector(ABC):
             if self.fail_on_empty and not raw_data:
                 raise RuntimeError(f"Collector {self.name} returned no data")
 
-            await self.set_phase("transforming")
+            await self.set_phase("transforming", message="正在转换采集数据")
             data = self.transform(raw_data)
             snapshot_id = await self._create_snapshot(db, task_id, data, start_time)
 
-            await self.set_phase("saving")
+            await self.set_phase("saving", message="正在保存采集数据")
             records_count = await self._save_data(db, data, task_id=task_id, snapshot_id=snapshot_id)
 
             task.status = "success"
             task.phase = "completed"
+            task.phase_progress = 100.0
+            task.phase_message = "采集完成"
+            task.phase_current = records_count
+            task.phase_total = records_count
+            task.phase_unit = "records"
             task.records_processed = records_count
             task.progress = 100.0
             task.completed_at = datetime.now(UTC)
@@ -285,6 +335,7 @@ class BaseCollector(ABC):
             await db.rollback()
             task.status = "cancelled"
             task.phase = "cancelled"
+            task.phase_message = "采集已取消"
             task.error_message = "Collection cancelled by operator and rolled back"
             task.completed_at = datetime.now(UTC)
             if snapshot_id is not None:
@@ -301,6 +352,7 @@ class BaseCollector(ABC):
             await db.rollback()
             task.status = "failed"
             task.phase = "failed"
+            task.phase_message = str(e)
             task.error_message = str(e)
             task.completed_at = datetime.now(UTC)
             if snapshot_id is not None:

backend/app/services/collectors/bgp_common.py

@@ -13,6 +13,11 @@ from sqlalchemy.ext.asyncio import AsyncSession
 from app.models.bgp_anomaly import BGPAnomaly
 from app.models.bgp_observation import BGPObservation
 from app.models.collected_data import CollectedData
+from app.services.bgp_collector_locations import (
+    RIPE_RIS_COLLECTOR_COORDS,
+    get_bgp_collector_location_dict,
+)
+from app.services.bgp_event_locations import resolve_bgp_event_geo_dict
 from app.services.bgp_incidents import create_bgp_incidents_for_anomalies
 from app.services.bgp_detectors import (
     detect_mass_withdrawal_anomalies,
@@ -23,32 +28,17 @@ from app.services.bgp_detectors import (
 )
 from app.services.bgp_enrichment import enrich_bgp_events_for_batch, extract_bgp_network_fields
 
-
-RIPE_RIS_COLLECTOR_COORDS: dict[str, dict[str, Any]] = {
-    "rrc00": {"city": "Amsterdam", "country": "Netherlands", "latitude": 52.3676, "longitude": 4.9041},
-    "rrc01": {"city": "London", "country": "United Kingdom", "latitude": 51.5072, "longitude": -0.1276},
-    "rrc03": {"city": "Amsterdam", "country": "Netherlands", "latitude": 52.3676, "longitude": 4.9041},
-    "rrc04": {"city": "Geneva", "country": "Switzerland", "latitude": 46.2044, "longitude": 6.1432},
-    "rrc05": {"city": "Vienna", "country": "Austria", "latitude": 48.2082, "longitude": 16.3738},
-    "rrc06": {"city": "Otemachi", "country": "Japan", "latitude": 35.686, "longitude": 139.7671},
-    "rrc07": {"city": "Stockholm", "country": "Sweden", "latitude": 59.3293, "longitude": 18.0686},
-    "rrc10": {"city": "Milan", "country": "Italy", "latitude": 45.4642, "longitude": 9.19},
-    "rrc11": {"city": "New York", "country": "United States", "latitude": 40.7128, "longitude": -74.006},
-    "rrc12": {"city": "Frankfurt", "country": "Germany", "latitude": 50.1109, "longitude": 8.6821},
-    "rrc13": {"city": "Moscow", "country": "Russia", "latitude": 55.7558, "longitude": 37.6173},
-    "rrc14": {"city": "Palo Alto", "country": "United States", "latitude": 37.4419, "longitude": -122.143},
-    "rrc15": {"city": "Sao Paulo", "country": "Brazil", "latitude": -23.5558, "longitude": -46.6396},
-    "rrc16": {"city": "Miami", "country": "United States", "latitude": 25.7617, "longitude": -80.1918},
-    "rrc18": {"city": "Barcelona", "country": "Spain", "latitude": 41.3874, "longitude": 2.1686},
-    "rrc19": {"city": "Johannesburg", "country": "South Africa", "latitude": -26.2041, "longitude": 28.0473},
-    "rrc20": {"city": "Zurich", "country": "Switzerland", "latitude": 47.3769, "longitude": 8.5417},
-    "rrc21": {"city": "Paris", "country": "France", "latitude": 48.8566, "longitude": 2.3522},
-    "rrc22": {"city": "Bucharest", "country": "Romania", "latitude": 44.4268, "longitude": 26.1025},
-    "rrc23": {"city": "Singapore", "country": "Singapore", "latitude": 1.3521, "longitude": 103.8198},
-    "rrc24": {"city": "Montevideo", "country": "Uruguay", "latitude": -34.9011, "longitude": -56.1645},
-    "rrc25": {"city": "Amsterdam", "country": "Netherlands", "latitude": 52.3676, "longitude": 4.9041},
-    "rrc26": {"city": "Dubai", "country": "United Arab Emirates", "latitude": 25.2048, "longitude": 55.2708},
-}
+# Re-exported for backward compatibility with anything that imports
+# ``RIPE_RIS_COLLECTOR_COORDS`` from this module. New code should call
+# ``app.services.bgp_collector_locations.get_bgp_collector_location_dict()``
+# or ``resolve_bgp_collector_location()`` instead — those use the DB-backed
+# collector-location cache.
+__all__ = [
+    "RIPE_RIS_COLLECTOR_COORDS",
+    "normalize_bgp_event",
+    "save_bgp_observations_for_batch",
+    "create_bgp_anomalies_for_batch",
+]
 
 
 def _safe_int(value: Any) -> int | None:
@@ -131,7 +121,19 @@ def normalize_bgp_event(payload: dict[str, Any], *, project: str) -> dict[str, A
     )
     source_id = hashlib.sha1(source_material.encode("utf-8")).hexdigest()[:24]
 
-    collector_location = RIPE_RIS_COLLECTOR_COORDS.get(collector, {})
+    # Routes through the BGP event pipeline: source coords (if any) →
+    # collector inheritance. Returned dict keeps the legacy
+    # {city, country, latitude, longitude} keys plus richer
+    # {precision, source, needs_confirmation, matched_location_name, confidence}.
+    collector_location = resolve_bgp_event_geo_dict(
+        collector,
+        source_latitude=payload.get("latitude"),
+        source_longitude=payload.get("longitude"),
+    )
+    # Empty result (unknown collector & no source coords) — keep the
+    # downstream-expected dict shape so detectors / serializers don't crash.
+    if not collector_location:
+        collector_location = get_bgp_collector_location_dict(collector)
     network_fields = extract_bgp_network_fields(prefix)
     metadata = {
         "project": project,

backend/app/services/collectors/celestrak.py

@@ -46,6 +46,9 @@ class CelesTrakTLECollector(BaseCollector):
                     if response.status_code == 200:
                         data = response.json()
                         if isinstance(data, list):
+                            for item in data:
+                                if isinstance(item, dict):
+                                    item["_celestrak_group"] = group
                             all_satellites.extend(data)
                             print(f"CelesTrak: Fetched {len(data)} satellites from group '{group}'")
                 except Exception as e:
@@ -78,6 +81,7 @@ class CelesTrakTLECollector(BaseCollector):
                     "name": item.get("OBJECT_NAME", "Unknown"),
                     "reference_date": item.get("EPOCH", ""),
                     "metadata": {
+                        "constellation_group": item.get("_celestrak_group"),
                         "norad_cat_id": item.get("NORAD_CAT_ID"),
                         "international_designator": item.get("OBJECT_ID"),
                         "epoch": item.get("EPOCH"),

backend/app/services/collectors/iptoasn.py

@@ -108,6 +108,11 @@ class IPtoASNPrefixGeoCollector(BaseCollector):
                 self._current_task.total_records = total_expected
                 self._current_task.records_processed = 0
                 self._current_task.progress = 0.0
+                self._current_task.phase_progress = 0.0
+                self._current_task.phase_message = "正在下载 IPtoASN 数据"
+                self._current_task.phase_current = 0
+                self._current_task.phase_total = total_expected
+                self._current_task.phase_unit = "bytes"
                 await self._db_session.commit()
                 await self._publish_task_update(force=True)
 
@@ -135,7 +140,14 @@ class IPtoASNPrefixGeoCollector(BaseCollector):
                         return
                     last_emit["value"] = aggregated
                     last_emit["t"] = now
-                await self.update_progress(min(aggregated, total_expected), commit=True)
+                current = min(aggregated, total_expected)
+                await self.update_phase_progress(
+                    current=current,
+                    total=total_expected,
+                    unit="bytes",
+                    message="正在下载 IPtoASN 数据",
+                )
+                await self.update_progress(current, commit=True)
 
             batches = await asyncio.gather(
                 *(
@@ -148,6 +160,12 @@ class IPtoASNPrefixGeoCollector(BaseCollector):
                 )
             )
             if total_expected > 0:
+                await self.update_phase_progress(
+                    current=total_expected,
+                    total=total_expected,
+                    unit="bytes",
+                    message="IPtoASN 数据下载完成",
+                )
                 await self.update_progress(total_expected, commit=True, force=True)
 
         rows: list[dict[str, Any]] = []

backend/app/services/collectors/nro_delegated.py

@@ -39,12 +39,23 @@ class NRODelegatedPrefixGeoCollector(BaseCollector):
                 self._current_task.total_records = total_expected
                 self._current_task.records_processed = 0
                 self._current_task.progress = 0.0
+                self._current_task.phase_progress = 0.0
+                self._current_task.phase_message = "正在下载 NRO delegated 数据"
+                self._current_task.phase_current = 0
+                self._current_task.phase_total = total_expected
+                self._current_task.phase_unit = "bytes"
                 await self._db_session.commit()
                 await self._publish_task_update(force=True)
 
             async def on_progress(downloaded: int, total: int | None) -> None:
                 if not total or total <= 0:
                     return
+                await self.update_phase_progress(
+                    current=min(downloaded, total),
+                    total=total,
+                    unit="bytes",
+                    message="正在下载 NRO delegated 数据",
+                )
                 await self.update_progress(min(downloaded, total), commit=True)
 
             body_path = await self._downloader.download_file(

backend/app/services/collectors/opengeofeed.py

@@ -40,12 +40,23 @@ class OpenGeoFeedPrefixGeoCollector(BaseCollector):
                 self._current_task.total_records = total_expected
                 self._current_task.records_processed = 0
                 self._current_task.progress = 0.0
+                self._current_task.phase_progress = 0.0
+                self._current_task.phase_message = "正在下载 OpenGeoFeed 数据"
+                self._current_task.phase_current = 0
+                self._current_task.phase_total = total_expected
+                self._current_task.phase_unit = "bytes"
                 await self._db_session.commit()
                 await self._publish_task_update(force=True)
 
             async def on_progress(downloaded: int, total: int | None) -> None:
                 if not total or total <= 0:
                     return
+                await self.update_phase_progress(
+                    current=min(downloaded, total),
+                    total=total,
+                    unit="bytes",
+                    message="正在下载 OpenGeoFeed 数据",
+                )
                 await self.update_progress(min(downloaded, total), commit=True)
 
             body_path = await self._downloader.download_file(

backend/app/services/collectors/vessel_ais.py

@@ -0,0 +1,279 @@
+"""BarentsWatch AIS collector for vessel tracking."""
+
+from datetime import UTC, datetime
+from typing import Any
+
+import httpx
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.time import to_iso8601_utc
+from app.core.websocket.broadcaster import broadcaster
+from app.services.barentswatch import (
+    BARENTSWATCH_LATEST_URL,
+    fetch_barentswatch_access_token,
+    resolve_barentswatch_config,
+)
+from app.services.collectors.base import BaseCollector
+from app.services.vessel_ais_aggregation import (
+    BARENTSWATCH_DELIVERY_MODE,
+    BARENTSWATCH_TRANSPORT,
+    record_vessel_ais_observation,
+    update_ais_source_health,
+)
+from app.services.vessel_types import normalize_vessel_type_name
+
+
+class VesselAISCollector(BaseCollector):
+    """Collect latest AIS positions and append them to vessel tables."""
+
+    name = "barentswatch_vessels"
+    priority = "P1"
+    module = "L4"
+    frequency_hours = 1
+    data_type = "vessel_ais"
+
+    @property
+    def base_url(self) -> str:
+        return self._resolved_url or BARENTSWATCH_LATEST_URL
+
+    async def _get_access_token(self, client: httpx.AsyncClient) -> str | None:
+        config = await resolve_barentswatch_config(self._db_session)
+        return await fetch_barentswatch_access_token(client, config)
+
+    async def fetch(self) -> list[dict[str, Any]]:
+        async with httpx.AsyncClient(timeout=60.0) as client:
+            headers: dict[str, str] = {}
+            token = await self._get_access_token(client)
+            if token:
+                headers["Authorization"] = f"Bearer {token}"
+
+            response = await client.get(self.base_url, headers=headers)
+            if response.status_code == 401 and not token:
+                return self._get_sample_data()
+            response.raise_for_status()
+            payload = response.json()
+
+        if isinstance(payload, list):
+            return [item for item in payload if isinstance(item, dict)]
+        if isinstance(payload, dict):
+            for key in ("features", "data", "items", "vessels"):
+                value = payload.get(key)
+                if isinstance(value, list):
+                    if key == "features":
+                        return [
+                            {
+                                **(item.get("properties") or {}),
+                                "geometry": item.get("geometry"),
+                            }
+                            for item in value
+                            if isinstance(item, dict)
+                        ]
+                    return [item for item in value if isinstance(item, dict)]
+        return self._get_sample_data()
+
+    def transform(self, raw_data: list[dict[str, Any]]) -> list[dict[str, Any]]:
+        transformed = []
+        for item in raw_data:
+            record = self._normalize_record(item)
+            if record:
+                transformed.append(record)
+        return transformed
+
+    async def _save_data(
+        self,
+        db: AsyncSession,
+        data: list[dict[str, Any]],
+        task_id: int | None = None,
+        snapshot_id: int | None = None,
+    ) -> int:
+        now = datetime.now(UTC)
+        records_added = 0
+
+        for index, item in enumerate(data):
+            observed_at = item.get("received_at") or now
+            await record_vessel_ais_observation(
+                db,
+                source=self.name,
+                normalized_payload=item,
+                raw_payload=item,
+                delivery_mode=BARENTSWATCH_DELIVERY_MODE,
+                transport=BARENTSWATCH_TRANSPORT,
+                observed_at=observed_at,
+                collected_at=now,
+            )
+            records_added += 1
+
+            if (index + 1) % 1000 == 0:
+                await self.update_progress(index + 1, commit=True)
+
+        latest_observed_at = max(
+            (item.get("received_at") for item in data if item.get("received_at")),
+            default=now,
+        )
+        await update_ais_source_health(
+            db,
+            source=self.name,
+            connection_state="connected",
+            observed_count=len(data),
+            last_seen_at=latest_observed_at,
+            last_success_at=now if data else None,
+            lag_seconds=max((now - latest_observed_at).total_seconds(), 0),
+        )
+        await db.commit()
+        await self._broadcast_vessel_snapshot(data)
+        await self.update_progress(records_added, force=True)
+        return records_added
+
+    async def _broadcast_vessel_snapshot(self, data: list[dict[str, Any]]) -> None:
+        """Push REST collector updates through the same realtime vessel channel."""
+        if not data:
+            return
+
+        batch_size = 500
+        for offset in range(0, len(data), batch_size):
+            batch = data[offset : offset + batch_size]
+            await broadcaster.broadcast_custom(
+                "vessels",
+                {
+                    "action": "upsert",
+                    "source": self.name,
+                    "created": True,
+                    "vessels": [
+                        {
+                            "mmsi": item.get("mmsi"),
+                            "mmsi_display": str(item.get("mmsi")) if item.get("mmsi") is not None else None,
+                            "name": item.get("name"),
+                            "callsign": item.get("callsign"),
+                            "lat": item.get("lat"),
+                            "lon": item.get("lon"),
+                            "sog": item.get("sog"),
+                            "cog": item.get("cog"),
+                            "heading": item.get("heading"),
+                            "nav_status": item.get("nav_status"),
+                            "vessel_type": item.get("vessel_type"),
+                            "vessel_type_name": item.get("vessel_type_name"),
+                            "received_at": to_iso8601_utc(item.get("received_at")),
+                        }
+                        for item in batch
+                    ],
+                },
+            )
+
+    def _normalize_record(self, item: dict[str, Any]) -> dict[str, Any] | None:
+        mmsi = _as_int(_pick(item, "mmsi", "MMSI", "Mmsi"))
+        lat = _as_float(_pick(item, "lat", "latitude", "Latitude"))
+        lon = _as_float(_pick(item, "lon", "lng", "longitude", "Longitude"))
+
+        geometry = item.get("geometry")
+        coordinates = geometry.get("coordinates") if isinstance(geometry, dict) else None
+        if (lat is None or lon is None) and isinstance(coordinates, list) and len(coordinates) >= 2:
+            lon = _as_float(coordinates[0])
+            lat = _as_float(coordinates[1])
+
+        if mmsi is None or lat is None or lon is None:
+            return None
+        if not (-90 <= lat <= 90 and -180 <= lon <= 180):
+            return None
+
+        vessel_type = _as_int(_pick(item, "vessel_type", "shipType", "ship_type", "ShipType"))
+        vessel_type_name = (
+            _pick(item, "vessel_type_name", "shipTypeName", "ship_type_name", "VesselTypeName")
+            or normalize_vessel_type_name(vessel_type)
+        )
+        received_at = _parse_datetime(_pick(item, "received_at", "timestamp", "time", "msgtime"))
+
+        return {
+            "mmsi": mmsi,
+            "name": _pick(item, "name", "shipName", "ship_name", "Name"),
+            "callsign": _pick(item, "callsign", "callSign", "CallSign"),
+            "vessel_type": vessel_type,
+            "vessel_type_name": vessel_type_name,
+            "flag": _pick(item, "flag", "country", "Flag"),
+            "length": _as_float(_pick(item, "length", "shipLength", "Length")),
+            "width": _as_float(_pick(item, "width", "shipWidth", "Width")),
+            "draught": _as_float(_pick(item, "draught", "draft", "Draught")),
+            "imo": _as_int(_pick(item, "imo", "IMO", "imoNumber")),
+            "lat": lat,
+            "lon": lon,
+            "sog": _as_float(_pick(item, "sog", "speedOverGround", "SOG")),
+            "cog": _as_float(_pick(item, "cog", "courseOverGround", "COG")),
+            "heading": _as_int(_pick(item, "heading", "trueHeading", "Heading")),
+            "nav_status": _as_int(_pick(item, "nav_status", "navStatus", "NavigationalStatus")),
+            "received_at": received_at,
+        }
+
+    def _get_sample_data(self) -> list[dict[str, Any]]:
+        return [
+            {
+                "mmsi": 257123000,
+                "name": "OSLO TRADER",
+                "lat": 59.91,
+                "lon": 10.73,
+                "sog": 12.4,
+                "cog": 214,
+                "heading": 215,
+                "nav_status": 0,
+                "vessel_type": 70,
+                "vessel_type_name": "Cargo",
+                "flag": "NO",
+                "length": 185,
+            },
+            {
+                "mmsi": 257456000,
+                "name": "NORDIC FJORD",
+                "lat": 60.39,
+                "lon": 5.32,
+                "sog": 0.2,
+                "cog": 82,
+                "heading": 80,
+                "nav_status": 1,
+                "vessel_type": 60,
+                "vessel_type_name": "Passenger",
+                "flag": "NO",
+                "length": 126,
+            },
+        ]
+
+
+def _pick(item: dict[str, Any], *keys: str) -> Any:
+    for key in keys:
+        if key in item and item[key] not in (None, ""):
+            return item[key]
+    return None
+
+
+def _as_float(value: Any) -> float | None:
+    try:
+        if value in (None, ""):
+            return None
+        return float(value)
+    except (TypeError, ValueError):
+        return None
+
+
+def _as_int(value: Any) -> int | None:
+    try:
+        if value in (None, ""):
+            return None
+        return int(float(value))
+    except (TypeError, ValueError):
+        return None
+
+
+def _parse_datetime(value: Any) -> datetime | None:
+    if isinstance(value, datetime):
+        return value if value.tzinfo else value.replace(tzinfo=UTC)
+    if not value:
+        return None
+    if isinstance(value, (int, float)):
+        timestamp = float(value)
+        if timestamp > 10_000_000_000:
+            timestamp /= 1000
+        return datetime.fromtimestamp(timestamp, UTC)
+    if isinstance(value, str):
+        try:
+            parsed = datetime.fromisoformat(value.replace("Z", "+00:00"))
+            return parsed if parsed.tzinfo else parsed.replace(tzinfo=UTC)
+        except ValueError:
+            return None
+    return None

backend/app/services/compute_center_locations.py

@@ -0,0 +1,886 @@
+"""Compute-center location resolver, built on the shared location pipeline.
+
+This module is a thin domain wrapper that wires up
+:mod:`app.services.location` for compute centers:
+
+    SourceCoordinates
+
+The online Nominatim step is intentionally reserved for the user-triggered
+``collect-location`` flow. The regular GeoJSON endpoint runs during Earth
+startup, so it must stay local and deterministic.
+
+For the full design and the reason behind the abstraction (compute centers,
+BGP collectors, BGP events, and future entities all share one pipeline),
+see ``docs/plans/location-resolver-shared-pipeline-plan.md``.
+
+The ``ComputeCenterLocation`` dataclass and the public function signatures are
+preserved verbatim so existing callers and tests do not need to change.
+"""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import UTC, datetime
+from functools import lru_cache
+from typing import Any
+
+import httpx
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.collected_data_fields import get_record_field
+from app.models.collected_data import CollectedData
+from app.models.compute_center_location import ComputeCenterLocationRecord
+
+from app.services.location import (
+    LocationCandidate,
+    LocationPipeline,
+    LocationQuery,
+    NominatimResolver,
+    ResolverOutput,
+    SourceCoordinatesResolver,
+    build_default_nominatim_geocoder,
+    coerce_str,
+    normalize_country_text,
+    normalize_text,
+    parse_float,
+)
+
+ROR_SEARCH_URL = "https://api.ror.org/v2/organizations"
+DEFAULT_ROR_USER_AGENT = "planet-earth-location-resolver/1.0"
+DEFAULT_ROR_TIMEOUT_SECONDS = 8.0
+RENDERABLE_PRECISIONS: tuple[str, ...] = ("precise", "site", "city")
+FORBIDDEN_PRECISIONS: tuple[str, ...] = (
+    "country",
+    "estimated_country",
+    "country_major_compute_city",
+    "region",
+    "unknown",
+)
+
+# ── Public dataclasses ──────────────────────────────────────────────
+
+
+@dataclass(frozen=True)
+class ComputeCenterLocation:
+    latitude: float | None
+    longitude: float | None
+    location_precision: str
+    geography_mode: str
+    is_estimated: bool
+    estimated_reason: str | None = None
+    location_confidence: float | None = None
+    location_source: str | None = None
+    location_source_note: str | None = None
+    location_verified_at: str | None = None
+    matched_location_name: str | None = None
+    needs_confirmation: bool = False
+    city: str | None = None
+    region: str | None = None
+    country: str | None = None
+
+    @property
+    def is_renderable(self) -> bool:
+        if self.latitude in (None, 0.0) or self.longitude in (None, 0.0):
+            return False
+        return self.location_precision in RENDERABLE_PRECISIONS
+
+    def to_geojson_properties(self) -> dict[str, Any]:
+        return {
+            "latitude": self.latitude,
+            "longitude": self.longitude,
+            "location_precision": self.location_precision,
+            "geography_mode": self.geography_mode,
+            "is_estimated": self.is_estimated,
+            "estimated_reason": self.estimated_reason,
+            "location_confidence": self.location_confidence,
+            "location_source": self.location_source,
+            "location_source_note": self.location_source_note,
+            "location_verified_at": self.location_verified_at,
+            "matched_location_name": self.matched_location_name,
+            "needs_confirmation": self.needs_confirmation,
+        }
+
+
+@dataclass(frozen=True)
+class ResolutionDiagnostic:
+    failure_reason: str
+    attempted_queries: tuple[str, ...] = ()
+    record_id: int | None = None
+    source: str | None = None
+    source_id: str | None = None
+    name: str | None = None
+    country: str | None = None
+    city: str | None = None
+    site: str | None = None
+    operator: str | None = None
+
+    def to_dict(self) -> dict[str, Any]:
+        return {
+            "failure_reason": self.failure_reason,
+            "attempted_queries": list(self.attempted_queries),
+            "record_id": self.record_id,
+            "source": self.source,
+            "source_id": self.source_id,
+            "name": self.name,
+            "country": self.country,
+            "city": self.city,
+            "site": self.site,
+            "operator": self.operator,
+        }
+
+
+@dataclass(frozen=True)
+class ResolutionResult:
+    location: ComputeCenterLocation | None
+    diagnostic: ResolutionDiagnostic | None
+
+    @property
+    def is_resolved(self) -> bool:
+        return bool(self.location and self.location.is_renderable)
+
+
+# ── Geocoder (kept at module level so tests can monkeypatch + cache_clear) ──
+
+_geocode_online = build_default_nominatim_geocoder()
+
+
+# ── Stored location cache ───────────────────────────────────────────
+
+
+COMPUTE_CENTER_LOCATION_CACHE: dict[str, dict[str, Any]] = {}
+
+
+def _cache_key(source: str | None, source_id: str | None) -> str:
+    return f"{coerce_str(source)}:{coerce_str(source_id)}"
+
+
+def set_compute_center_location_cache(
+    locations: dict[str, dict[str, Any]],
+) -> None:
+    COMPUTE_CENTER_LOCATION_CACHE.clear()
+    COMPUTE_CENTER_LOCATION_CACHE.update(
+        {coerce_str(key): dict(value) for key, value in locations.items()}
+    )
+
+
+async def refresh_compute_center_location_cache(
+    session: AsyncSession,
+) -> dict[str, dict[str, Any]]:
+    result = await session.execute(select(ComputeCenterLocationRecord))
+    records = result.scalars().all()
+    cache = {}
+    for record in records:
+        if not hasattr(record, "to_location_dict"):
+            continue
+        if not record.source or not record.source_id:
+            continue
+        cache[_cache_key(record.source, record.source_id)] = record.to_location_dict()
+    set_compute_center_location_cache(cache)
+    return cache
+
+
+def get_compute_center_location_dict(
+    source: str | None,
+    source_id: str | None,
+) -> dict[str, Any]:
+    return dict(COMPUTE_CENTER_LOCATION_CACHE.get(_cache_key(source, source_id), {}))
+
+
+# ── Pipeline construction ──────────────────────────────────────────
+
+
+@lru_cache(maxsize=512)
+def _lookup_ror_organization(query: str) -> dict[str, Any] | None:
+    """Lookup a research organization in ROR for user-triggered candidates."""
+    if not query:
+        return None
+    response = httpx.get(
+        ROR_SEARCH_URL,
+        params={"query": query},
+        headers={"User-Agent": DEFAULT_ROR_USER_AGENT},
+        timeout=DEFAULT_ROR_TIMEOUT_SECONDS,
+    )
+    response.raise_for_status()
+    payload = response.json()
+    items = payload.get("items") if isinstance(payload, dict) else None
+    if not isinstance(items, list) or not items:
+        return None
+    first = items[0]
+    if not isinstance(first, dict):
+        return None
+    organization = first.get("organization")
+    if isinstance(organization, dict):
+        return organization
+    return first
+
+
+def _compute_center_ror_query_plan(
+    query: LocationQuery,
+) -> list[tuple[str, tuple[str, ...]]]:
+    extra = query.extra or {}
+    raw_parts: list[tuple[str, str]] = [
+        ("site", coerce_str(extra.get("site"))),
+        ("operator", coerce_str(extra.get("operator"))),
+        ("organization", coerce_str(extra.get("organization"))),
+    ]
+    for field, value in tuple(raw_parts):
+        if "/" not in value:
+            continue
+        raw_parts.extend(
+            (field, part.strip())
+            for part in value.split("/")
+            if len(part.strip()) >= 3
+        )
+
+    plan: list[tuple[str, tuple[str, ...]]] = []
+    seen: set[str] = set()
+    for field, value in raw_parts:
+        key = normalize_text(value)
+        if not key or key in seen:
+            continue
+        seen.add(key)
+        plan.append((value, (field,)))
+    return plan
+
+
+def _organization_label(organization: dict[str, Any], fallback: str) -> str:
+    names = organization.get("names")
+    if isinstance(names, list):
+        for name in names:
+            if not isinstance(name, dict):
+                continue
+            types = name.get("types")
+            if isinstance(types, list) and "ror_display" in types:
+                value = coerce_str(name.get("value"))
+                if value:
+                    return value
+        for name in names:
+            if isinstance(name, dict):
+                value = coerce_str(name.get("value"))
+                if value:
+                    return value
+    return fallback
+
+
+class ROROrganizationResolver:
+    """Resolve source-provided organization/site text through the open ROR API."""
+
+    name = "ror_organization_registry"
+
+    def __init__(
+        self,
+        *,
+        query_plan_builder=_compute_center_ror_query_plan,
+        lookup=lambda q: _lookup_ror_organization(q),
+        confidence: float = 0.68,
+    ) -> None:
+        self._query_plan_builder = query_plan_builder
+        self._lookup = lookup
+        self._confidence = confidence
+
+    def resolve(self, query: LocationQuery):
+        from app.services.location import ResolverOutput
+        from app.services.location.text import parse_float
+
+        attempted: list[str] = []
+        candidates: list[LocationCandidate] = []
+        context_country = normalize_text(normalize_country_text(query.country))
+
+        for ror_query, matched_fields in self._query_plan_builder(query):
+            attempted.append(f"ror:{ror_query}")
+            try:
+                organization = self._lookup(ror_query)
+            except Exception:
+                continue
+            if not isinstance(organization, dict):
+                continue
+            locations = organization.get("locations")
+            if not isinstance(locations, list) or not locations:
+                continue
+            location = locations[0]
+            if not isinstance(location, dict):
+                continue
+            details = location.get("geonames_details")
+            if not isinstance(details, dict):
+                continue
+            latitude = parse_float(details.get("lat"))
+            longitude = parse_float(details.get("lng"))
+            if latitude in (None, 0.0) or longitude in (None, 0.0):
+                continue
+
+            country = normalize_country_text(details.get("country_name"))
+            if context_country and normalize_text(country) != context_country:
+                continue
+
+            city = coerce_str(details.get("name")) or None
+            region = coerce_str(details.get("country_subdivision_name")) or None
+            display_name = _organization_label(organization, ror_query)
+            ror_id = coerce_str(organization.get("id"))
+            geonames_id = location.get("geonames_id")
+            source_note = (
+                f"ROR organization match: {display_name}"
+                + (f" ({ror_id})" if ror_id else "")
+                + (f"; GeoNames {geonames_id}" if geonames_id else "")
+            )
+            candidates.append(
+                LocationCandidate(
+                    latitude=latitude,
+                    longitude=longitude,
+                    display_name=display_name,
+                    precision="city",
+                    confidence=self._confidence,
+                    query=ror_query,
+                    source=self.name,
+                    source_note=source_note,
+                    matched_fields=matched_fields,
+                    needs_confirmation=True,
+                    city=city,
+                    region=region,
+                    country=country or query.country,
+                    matched_location_name=display_name,
+                    location_verified_at=None,
+                    suggested_registry_entry=None,
+                )
+            )
+
+        return ResolverOutput(
+            candidates=tuple(candidates),
+            attempted_queries=tuple(attempted),
+        )
+
+
+class StoredComputeCenterLocationResolver:
+    """Resolve a compute center through the DB-backed current-location cache."""
+
+    name = "stored_compute_center_location"
+
+    def resolve(self, query: LocationQuery) -> ResolverOutput:
+        extra = query.extra or {}
+        stored = get_compute_center_location_dict(
+            coerce_str(extra.get("source")),
+            coerce_str(extra.get("source_id")),
+        )
+        if not stored:
+            return ResolverOutput()
+        latitude = parse_float(stored.get("latitude"))
+        longitude = parse_float(stored.get("longitude"))
+        if latitude in (None, 0.0) or longitude in (None, 0.0):
+            return ResolverOutput()
+        return ResolverOutput(
+            candidates=(
+                LocationCandidate(
+                    latitude=latitude,
+                    longitude=longitude,
+                    display_name=stored.get("name") or query.name or "Compute center",
+                    precision=stored.get("precision") or "city",
+                    confidence=float(stored.get("confidence") or 0.85),
+                    query=f"stored_compute_center_location::{stored.get('source')}:{stored.get('source_id')}",
+                    source=self.name,
+                    source_note=stored.get("source_note"),
+                    matched_fields=("source", "source_id"),
+                    needs_confirmation=bool(stored.get("needs_confirmation")),
+                    city=stored.get("city") or query.city,
+                    region=None,
+                    country=stored.get("country") or query.country,
+                    matched_location_name=stored.get("site") or stored.get("name") or query.name,
+                    location_verified_at=stored.get("verified_at"),
+                    suggested_registry_entry=None,
+                ),
+            )
+        )
+
+
+def _short_system_name(name: Any) -> str:
+    """Strip vendor/system suffix from TOP500 names like ``"El Capitan - HPE Cray ..."``."""
+    text = coerce_str(name)
+    if not text:
+        return ""
+    head = text.split(" - ", 1)[0].strip()
+    return head or text
+
+
+def _record_context(record: Any, metadata: dict[str, Any]) -> dict[str, str]:
+    name = coerce_str(getattr(record, "name", None))
+    return {
+        "source": coerce_str(getattr(record, "source", None)),
+        "source_id": coerce_str(getattr(record, "source_id", None)),
+        "name": name,
+        "name_short": _short_system_name(name),
+        "city": coerce_str(get_record_field(record, "city")),
+        "country": coerce_str(get_record_field(record, "country")),
+        "site": coerce_str(metadata.get("site") or metadata.get("organization")),
+        "operator": coerce_str(
+            metadata.get("operator")
+            or metadata.get("organization")
+            or metadata.get("owner")
+            or metadata.get("manufacturer")
+        ),
+        "organization": coerce_str(metadata.get("organization")),
+    }
+
+
+def _context_to_query(
+    context: dict[str, str],
+    *,
+    source_lat: float | None = None,
+    source_lon: float | None = None,
+) -> LocationQuery:
+    name = context.get("name") or None
+    name_short = context.get("name_short") or ""
+    aliases: tuple[str, ...] = ()
+    if name_short and name_short != name:
+        aliases = (name_short,)
+    return LocationQuery(
+        name=name,
+        aliases=aliases,
+        city=context.get("city") or None,
+        country=context.get("country") or None,
+        source_latitude=source_lat,
+        source_longitude=source_lon,
+        extra={
+            "source": context.get("source") or "",
+            "source_id": context.get("source_id") or "",
+            "site": context.get("site") or "",
+            "operator": context.get("operator") or "",
+            "organization": context.get("organization") or "",
+        },
+    )
+
+
+def _compute_center_query_plan(
+    query: LocationQuery,
+) -> list[tuple[str, tuple[str, ...]]]:
+    """Build the Nominatim query plan for a compute-center query.
+
+    Mirrors the legacy ``_build_online_query_plan`` ordering exactly.
+    """
+    name = query.name or ""
+    name_short = (query.aliases[0] if query.aliases else "") or name
+    extra = query.extra or {}
+    site = str(extra.get("site") or "")
+    operator = str(extra.get("operator") or "")
+    city = query.city or ""
+    country = query.country or ""
+
+    plan: list[tuple[str, tuple[str, ...]]] = []
+
+    def add(parts: list[tuple[str, str]]) -> None:
+        non_empty = [(field, value) for field, value in parts if value]
+        if not non_empty:
+            return
+        seen: set[str] = set()
+        cleaned: list[str] = []
+        fields: list[str] = []
+        for field, value in non_empty:
+            key = normalize_text(value)
+            if not key or key in seen:
+                continue
+            seen.add(key)
+            cleaned.append(value)
+            fields.append(field)
+        if not cleaned:
+            return
+        composed = ", ".join(cleaned)
+        if not any(composed == existing for existing, _ in plan):
+            plan.append((composed, tuple(fields)))
+
+    add([("site", site), ("country", country)])
+    add([("operator", operator), ("city", city), ("country", country)])
+    add([("name", name_short), ("operator", operator), ("country", country)])
+    add([("name", name_short), ("site", site)])
+    add([("name", name_short), ("country", country)])
+    add([("name", name_short), ("city", city), ("country", country)])
+    add([("city", city), ("country", country)])
+    if name and name != name_short:
+        add([("name", name), ("country", country)])
+    return plan
+
+
+COMPUTE_CENTER_PIPELINE = LocationPipeline(
+    [
+        SourceCoordinatesResolver(),
+        StoredComputeCenterLocationResolver(),
+    ],
+    failure_reason=(
+        "Could not resolve to city-level coordinates from source coords"
+        " or stored compute-center location."
+    ),
+)
+
+COMPUTE_CENTER_COLLECTION_PIPELINE = LocationPipeline(
+    [
+        SourceCoordinatesResolver(),
+        ROROrganizationResolver(),
+        NominatimResolver(
+            query_plan_builder=_compute_center_query_plan,
+            # Late-binding so test monkeypatching of ``_geocode_online`` works.
+            geocoder=lambda q: _geocode_online(q),
+        ),
+    ],
+    failure_reason=(
+        "Could not resolve to city-level coordinates from source coords"
+        ", ROR organization lookup, or online geocoding."
+    ),
+)
+
+
+# ── Candidate → ComputeCenterLocation conversion ───────────────────
+
+
+_GEOGRAPHY_MODE_BY_SOURCE = {
+    "source_coordinates": "source_coordinates",
+    "stored_compute_center_location": "stored_compute_center_location",
+    "ror_organization_registry": "ror_organization",
+    "nominatim_online_geocode": "online_geocode",
+}
+
+
+def _candidate_to_location(
+    candidate: LocationCandidate,
+    *,
+    context: dict[str, str],
+) -> ComputeCenterLocation:
+    geography_mode = _GEOGRAPHY_MODE_BY_SOURCE.get(candidate.source, "online_geocode")
+    is_estimated = candidate.needs_confirmation or candidate.source.startswith(
+        "nominatim"
+    )
+    estimated_reason: str | None
+    if candidate.source == "source_coordinates":
+        estimated_reason = None
+    elif candidate.source == "stored_compute_center_location":
+        estimated_reason = candidate.source_note
+    elif candidate.source == "ror_organization_registry":
+        fields_summary = ", ".join(candidate.matched_fields) or "organization"
+        estimated_reason = (
+            f"Resolved by ROR organization lookup '{candidate.query}' "
+            f"(matched fields: {fields_summary})"
+        )
+    elif candidate.source == "nominatim_online_geocode":
+        fields_summary = ", ".join(candidate.matched_fields) or "name"
+        estimated_reason = (
+            f"Resolved by online geocoding query '{candidate.query}' "
+            f"(matched fields: {fields_summary})"
+        )
+    else:
+        estimated_reason = candidate.source_note
+
+    country = (
+        candidate.country
+        or normalize_country_text(context.get("country"))
+        or context.get("country")
+        or None
+    )
+    return ComputeCenterLocation(
+        latitude=candidate.latitude,
+        longitude=candidate.longitude,
+        location_precision=candidate.precision,
+        geography_mode=geography_mode,
+        is_estimated=is_estimated,
+        estimated_reason=estimated_reason,
+        location_confidence=candidate.confidence,
+        location_source=candidate.source,
+        location_source_note=candidate.source_note,
+        location_verified_at=candidate.location_verified_at,
+        matched_location_name=candidate.matched_location_name
+        or context.get("name")
+        or None,
+        needs_confirmation=candidate.needs_confirmation,
+        city=candidate.city or context.get("city") or None,
+        region=candidate.region,
+        country=country,
+    )
+
+
+def _diagnostic_for(
+    record: Any,
+    context: dict[str, str],
+    *,
+    failure_reason: str,
+    attempted_queries: tuple[str, ...] = (),
+) -> ResolutionDiagnostic:
+    return ResolutionDiagnostic(
+        failure_reason=failure_reason,
+        attempted_queries=attempted_queries,
+        record_id=getattr(record, "id", None),
+        source=getattr(record, "source", None),
+        source_id=getattr(record, "source_id", None),
+        name=context.get("name") or getattr(record, "name", None),
+        country=context.get("country") or None,
+        city=context.get("city") or None,
+        site=context.get("site") or None,
+        operator=context.get("operator") or None,
+    )
+
+
+# ── Public API ─────────────────────────────────────────────────────
+
+
+def resolve_compute_center_location(
+    record: Any,
+    metadata: dict[str, Any] | None = None,
+) -> ComputeCenterLocation:
+    """Backwards-compatible thin wrapper returning the renderable location only.
+
+    Records that cannot be resolved to city-level get a placeholder
+    :class:`ComputeCenterLocation` with ``location_precision='unknown'``.
+    Callers should generally prefer :func:`resolve_compute_center_location_full`.
+    """
+    full = resolve_compute_center_location_full(record, metadata)
+    return full.location or ComputeCenterLocation(
+        latitude=None,
+        longitude=None,
+        location_precision="unknown",
+        geography_mode="unresolved",
+        is_estimated=True,
+        estimated_reason="No resolvable location hints",
+        location_confidence=0.0,
+        location_source="unknown",
+        location_source_note=(
+            "No source coordinates, ROR organization match, or online"
+            " geocoding result."
+        ),
+        matched_location_name=None,
+        needs_confirmation=False,
+    )
+
+
+def resolve_compute_center_location_full(
+    record: Any,
+    metadata: dict[str, Any] | None = None,
+    *,
+    allow_online: bool = False,
+) -> ResolutionResult:
+    metadata = metadata or {}
+    context = _record_context(record, metadata)
+
+    from app.services.location.text import parse_float as _parse_float
+
+    source_lat = _parse_float(get_record_field(record, "latitude"))
+    source_lon = _parse_float(get_record_field(record, "longitude"))
+    if source_lat in (None, 0.0):
+        source_lat = None
+    if source_lon in (None, 0.0):
+        source_lon = None
+
+    query = _context_to_query(
+        context, source_lat=source_lat, source_lon=source_lon
+    )
+    pipeline = (
+        COMPUTE_CENTER_COLLECTION_PIPELINE
+        if allow_online
+        else COMPUTE_CENTER_PIPELINE
+    )
+    pipeline_result = pipeline.resolve_best(query)
+
+    if pipeline_result.location and pipeline_result.location.precision in RENDERABLE_PRECISIONS:
+        location = _candidate_to_location(pipeline_result.location, context=context)
+        return ResolutionResult(location=location, diagnostic=None)
+
+    return ResolutionResult(
+        location=None,
+        diagnostic=_diagnostic_for(
+            record,
+            context,
+            failure_reason=(
+                "Could not resolve to city-level coordinates from source coords"
+                ", ROR organization lookup, or online geocoding."
+                if allow_online
+                else (
+                    "Could not resolve to city-level coordinates from source coords"
+                    " or stored compute-center location."
+                )
+            ),
+            attempted_queries=pipeline_result.attempted_queries,
+        ),
+    )
+
+
+def collect_location_candidates(
+    *,
+    name: str | None = None,
+    source: str | None = None,
+    source_id: str | None = None,
+    operator: str | None = None,
+    site: str | None = None,
+    city: str | None = None,
+    country: str | None = None,
+    organization: str | None = None,
+    record_id: int | None = None,
+) -> tuple[list[LocationCandidate], list[str]]:
+    """Run the full resolution chain and return ranked candidates with attempted queries.
+
+    The unused ``source`` / ``source_id`` / ``record_id`` arguments are kept
+    for backward compatibility with the API handler that calls this function.
+    """
+    query = build_compute_center_location_query(
+        name=name,
+        source=source,
+        source_id=source_id,
+        operator=operator,
+        site=site,
+        city=city,
+        country=country,
+        organization=organization,
+    )
+    return COMPUTE_CENTER_COLLECTION_PIPELINE.collect_candidates(query)
+
+
+def build_compute_center_location_query(
+    *,
+    name: str | None = None,
+    source: str | None = None,
+    source_id: str | None = None,
+    operator: str | None = None,
+    site: str | None = None,
+    city: str | None = None,
+    country: str | None = None,
+    organization: str | None = None,
+) -> LocationQuery:
+    name_value = coerce_str(name)
+    context: dict[str, str] = {
+        "source": coerce_str(source),
+        "source_id": coerce_str(source_id),
+        "name": name_value,
+        "name_short": _short_system_name(name_value),
+        "city": coerce_str(city),
+        "country": coerce_str(country),
+        "site": coerce_str(site or organization),
+        "operator": coerce_str(operator or organization),
+        "organization": coerce_str(organization),
+    }
+    return _context_to_query(context)
+
+
+def _record_operator(metadata: dict[str, Any]) -> str | None:
+    return coerce_str(
+        metadata.get("operator")
+        or metadata.get("organization")
+        or metadata.get("owner")
+        or metadata.get("manufacturer")
+    ) or None
+
+
+async def seed_compute_center_locations_from_source_coords(
+    session: AsyncSession,
+) -> None:
+    """Seed stored compute-center locations only from real source coordinates."""
+    stmt = (
+        select(CollectedData)
+        .where(CollectedData.source.in_(["top500", "epoch_ai_gpu"]))
+        .where(CollectedData.is_current.is_(True))
+    )
+    result = await session.execute(stmt)
+    records = result.scalars().all()
+    changed = False
+
+    for record in records:
+        source_value = coerce_str(getattr(record, "source", None))
+        source_id = coerce_str(getattr(record, "source_id", None))
+        if not source_value or not source_id:
+            continue
+        latitude = parse_float(get_record_field(record, "latitude"))
+        longitude = parse_float(get_record_field(record, "longitude"))
+        if latitude in (None, 0.0) or longitude in (None, 0.0):
+            continue
+        existing = await session.scalar(
+            select(ComputeCenterLocationRecord)
+            .where(ComputeCenterLocationRecord.source == source_value)
+            .where(ComputeCenterLocationRecord.source_id == source_id)
+        )
+        if existing:
+            continue
+        metadata = record.extra_data or {}
+        session.add(
+            ComputeCenterLocationRecord(
+                source=source_value,
+                source_id=source_id,
+                name=getattr(record, "name", None),
+                operator=_record_operator(metadata),
+                site=coerce_str(metadata.get("site") or metadata.get("organization")) or None,
+                city=coerce_str(get_record_field(record, "city")) or None,
+                country=coerce_str(get_record_field(record, "country")) or None,
+                latitude=latitude,
+                longitude=longitude,
+                precision="precise",
+                confidence=1.0,
+                location_source="source_coordinates",
+                source_note="Seeded from source-provided compute-center coordinates",
+                raw_payload={
+                    "record_id": getattr(record, "id", None),
+                    "source": source_value,
+                    "source_id": source_id,
+                },
+                needs_confirmation=False,
+                verification_status="source_provided",
+                verified_at=None,
+            )
+        )
+        changed = True
+
+    if changed:
+        await session.commit()
+    await refresh_compute_center_location_cache(session)
+
+
+async def upsert_compute_center_location(
+    session: AsyncSession,
+    *,
+    source: str,
+    source_id: str,
+    name: str | None = None,
+    operator: str | None = None,
+    site: str | None = None,
+    city: str | None = None,
+    country: str | None = None,
+    latitude: float,
+    longitude: float,
+    precision: str = "city",
+    confidence: float | None = None,
+    location_source: str = "manual_selection",
+    source_url: str | None = None,
+    source_note: str | None = None,
+    raw_payload: dict[str, Any] | None = None,
+    needs_confirmation: bool = False,
+    verification_status: str = "verified",
+) -> ComputeCenterLocationRecord:
+    existing = await session.scalar(
+        select(ComputeCenterLocationRecord)
+        .where(ComputeCenterLocationRecord.source == source)
+        .where(ComputeCenterLocationRecord.source_id == source_id)
+    )
+    verified_at = None if needs_confirmation else datetime.now(UTC)
+    values = {
+        "name": name,
+        "operator": operator,
+        "site": site,
+        "city": city,
+        "country": country,
+        "latitude": latitude,
+        "longitude": longitude,
+        "precision": precision,
+        "confidence": confidence,
+        "location_source": location_source,
+        "source_url": source_url,
+        "source_note": source_note,
+        "raw_payload": raw_payload or {},
+        "needs_confirmation": needs_confirmation,
+        "verification_status": verification_status,
+        "verified_at": verified_at,
+    }
+    if existing:
+        for key, value in values.items():
+            setattr(existing, key, value)
+        record = existing
+    else:
+        record = ComputeCenterLocationRecord(
+            source=source,
+            source_id=source_id,
+            **values,
+        )
+        session.add(record)
+
+    await session.commit()
+    await session.refresh(record)
+    await refresh_compute_center_location_cache(session)
+    return record

backend/app/services/credential_guides.py

@@ -0,0 +1,290 @@
+"""Credential setup guides for collector integrations."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from typing import Any
+
+from sqlalchemy import select
+
+from app.models.system_setting import SystemSetting
+from app.schemas.ai import SituationalAnalysisRequest
+from app.services.ai_client import AIProviderClient
+from app.services.ai_tools.evidence_store import normalize_search_evidence
+from app.services.ai_tools.web_search import WebSearchClient, WebSearchError
+
+
+CREDENTIAL_GUIDES_CATEGORY = "collector_credential_guides"
+
+
+@dataclass(frozen=True)
+class CredentialGuideDefault:
+    provider: str
+    title: str
+    prompt: str
+    markdown: str
+
+
+BARENTSWATCH_DEFAULT_GUIDE = CredentialGuideDefault(
+    provider="barentswatch",
+    title="BarentsWatch AIS 凭证获取教程",
+    prompt=(
+        "请生成一份中文教程，指导开发者获取 BarentsWatch Live AIS API 的 "
+        "OAuth client credentials。教程要面向已经有本地开发环境的人，包含注册/登录、"
+        "创建 client、申请或确认 ais scope、复制 client id 和 client secret、"
+        "在系统设置中填写并验证连接、常见失败排查。不要编造具体页面按钮文案，"
+        "必须参考官方 tutorial：https://developer.barentswatch.no/docs/tutorial 。"
+        "必须强调 Live AIS 要选择 AIS-client / AIS - API，而不是普通 API-client。"
+        "如果步骤可能变化，要提醒以 BarentsWatch developer portal 当前页面为准。"
+    ),
+    markdown="""## BarentsWatch AIS 凭证获取
+
+官方教程：https://developer.barentswatch.no/docs/tutorial
+
+1. 先打开上面的 BarentsWatch 官方 tutorial，按官方流程登录或注册开发者账号。
+2. 在 Developer access 页面选择 `AIS - API`，不要选择普通的 `BarentsWatch - API`。
+3. 在 `AIS - API` 下创建用于 Planet 的 AIS client。
+4. 创建时记下你设置的 password / client secret。
+5. 回到 My Page 复制完整 `Client ID`。它通常长得像 `your.email@example.com:client-name`。
+6. 回到 Planet 的 `设置 -> 采集器设置 -> BarentsWatch AIS`，填入 `Client ID` 和 `Client Secret`。
+7. 点击 `连接` 验证 token 和 AIS endpoint 是否可访问。
+8. 连接成功后保存凭证。
+
+### 请求规则
+
+- Token 地址：`https://id.barentswatch.no/connect/token`
+- 请求方式：`POST`
+- Content-Type：`application/x-www-form-urlencoded`
+- Body 必须包含：`grant_type=client_credentials`、`client_id`、`client_secret`、`scope=ais`
+- `client_id`、`client_secret`、`scope`、`grant_type` 都要放在 body，不要放在 header。
+- AIS 数据请求使用 header：`Authorization: Bearer <access_token>`
+
+### 常见排查
+
+- `未找到凭证`：确认 `Client ID` 和 `Client Secret` 已填写，或已经写入 `~/.zshrc`。
+- `HTTP 401/403`：通常是选成了普通 `BarentsWatch - API` client、client secret 错误，或 token 请求没有使用 `scope=ais`。
+- `network` 错误：检查本机是否能访问 `id.barentswatch.no` 和 `live.ais.barentswatch.no`。
+- Endpoint 建议保持默认：`https://live.ais.barentswatch.no/v1/latest/combined`。
+""",
+)
+
+AISSTREAM_DEFAULT_GUIDE = CredentialGuideDefault(
+    provider="aisstream",
+    title="AISStream API Key 获取教程",
+    prompt=(
+        "请生成一份中文教程，指导开发者获取 AISStream 的 API Key 并配置到 Planet。"
+        "教程要面向已经有本地开发环境的人，包含注册/登录 AISStream、获取 API Key、"
+        "理解免费额度和订阅范围、在 Planet 设置中心填写 API Key、配置 bounding boxes "
+        "和 message types、验证连接、常见失败排查。必须提醒用户以 AISStream 当前官网和"
+        "服务条款为准，不要编造具体页面按钮文案。"
+    ),
+    markdown="""## AISStream API Key 获取
+
+官方入口：https://aisstream.io/
+
+1. 打开 AISStream 官网，按当前页面指引注册或登录账号。
+2. 在账号/API 管理页面创建或复制你的 API Key。
+3. 先确认当前账号额度、使用条款和可订阅区域。实时 AIS 流量可能很大，不建议一开始订阅全球范围。
+4. 回到 Planet 的 `设置 -> 采集器设置 -> AISStream 实时船舶`。
+5. 在 `AISStream 凭证` 中填入 API Key。
+6. Endpoint 通常保持默认：`wss://stream.aisstream.io/v0/stream`。
+7. 按需配置 `Bounding Boxes JSON` 和 `消息类型`。
+8. 点击连接测试，确认系统能读取凭证且 WebSocket endpoint 格式有效。
+9. 保存采集器设置后再运行 `aisstream_vessels` collector。
+
+### 推荐配置
+
+默认消息类型：
+
+```json
+["PositionReport", "ShipStaticData"]
+```
+
+默认 Bounding Boxes 示例：
+
+```json
+[[[-90, -180], [90, 180]]]
+```
+
+这个示例表示全球范围。实际使用时建议先改成较小区域，降低消息量和处理压力。
+
+### 请求规则
+
+- Endpoint：`wss://stream.aisstream.io/v0/stream`
+- 传输方式：WebSocket
+- API Key 放在订阅 payload 中，不放在 HTTP header。
+- Planet 会把 AISStream 标记为 `delivery_mode = realtime_stream`、`transport = websocket`。
+- AISStream collector 只写入 AIS raw observations，不直接覆盖最终船只展示表。
+
+### 常见排查
+
+- `未找到凭证`：确认 API Key 已保存到采集器设置，或设置了 `AISSTREAM_API_KEY` 环境变量 / `~/.zshrc`。
+- `endpoint 必须是 ws:// 或 wss://`：AISStream 是 WebSocket 流接口，不要填普通 `https://` API 地址。
+- 采集量过大：缩小 `Bounding Boxes JSON`，减少 `message_types`，或降低单次最大消息数。
+- 没有船只数据：确认订阅区域内确实有 AIS 活动，并检查 API Key 当前额度和权限。
+- 连接中断：实时流可能受网络和上游限流影响，collector 会记录源健康状态供聚合服务回退。
+""",
+)
+
+
+DEFAULT_CREDENTIAL_GUIDES = {
+    BARENTSWATCH_DEFAULT_GUIDE.provider: BARENTSWATCH_DEFAULT_GUIDE,
+    AISSTREAM_DEFAULT_GUIDE.provider: AISSTREAM_DEFAULT_GUIDE,
+}
+
+
+async def _get_guide_store(db) -> tuple[SystemSetting | None, dict[str, Any]]:
+    result = await db.execute(
+        select(SystemSetting).where(SystemSetting.category == CREDENTIAL_GUIDES_CATEGORY)
+    )
+    record = result.scalar_one_or_none()
+    payload = dict(record.payload or {}) if record and isinstance(record.payload, dict) else {}
+    return record, payload
+
+
+async def get_credential_guide(db, provider: str) -> dict[str, Any]:
+    default = DEFAULT_CREDENTIAL_GUIDES.get(provider)
+    if default is None:
+        raise ValueError(f"Unsupported credential guide provider: {provider}")
+
+    _record, store = await _get_guide_store(db)
+    custom = store.get(provider) if isinstance(store.get(provider), dict) else None
+    return {
+        "provider": provider,
+        "title": custom.get("title") if custom else default.title,
+        "markdown": custom.get("markdown") if custom else default.markdown,
+        "prompt": default.prompt,
+        "source": "ai" if custom else "default",
+        "sources": custom.get("sources", []) if custom else [],
+        "verification_status": (
+            custom.get("verification_status", "verified_with_search_evidence")
+            if custom
+            else "default_unverified"
+        ),
+        "verification_error": custom.get("verification_error") if custom else None,
+    }
+
+
+async def save_credential_guide(
+    db,
+    provider: str,
+    title: str,
+    markdown: str,
+    *,
+    sources: list[dict[str, Any]] | None = None,
+    verification_status: str = "verified_with_search_evidence",
+    verification_error: str | None = None,
+) -> dict[str, Any]:
+    default = DEFAULT_CREDENTIAL_GUIDES.get(provider)
+    if default is None:
+        raise ValueError(f"Unsupported credential guide provider: {provider}")
+
+    record, store = await _get_guide_store(db)
+    store[provider] = {
+        "title": title or default.title,
+        "markdown": markdown,
+        "sources": sources or [],
+        "verification_status": verification_status,
+        "verification_error": verification_error,
+    }
+    if record is None:
+        db.add(SystemSetting(category=CREDENTIAL_GUIDES_CATEGORY, payload=store))
+    else:
+        record.payload = store
+    await db.commit()
+    return await get_credential_guide(db, provider)
+
+
+async def reset_credential_guide(db, provider: str) -> dict[str, Any]:
+    default = DEFAULT_CREDENTIAL_GUIDES.get(provider)
+    if default is None:
+        raise ValueError(f"Unsupported credential guide provider: {provider}")
+
+    record, store = await _get_guide_store(db)
+    if provider in store:
+        store.pop(provider, None)
+        if record is not None:
+            record.payload = store
+            await db.commit()
+    return await get_credential_guide(db, provider)
+
+
+async def generate_credential_guide(
+    db,
+    provider: str,
+    ai_client: AIProviderClient,
+    web_search_client: WebSearchClient | None = None,
+) -> dict[str, Any]:
+    default = DEFAULT_CREDENTIAL_GUIDES.get(provider)
+    if default is None:
+        raise ValueError(f"Unsupported credential guide provider: {provider}")
+
+    search_evidence: list[dict[str, Any]] = []
+    search_error: str | None = None
+    if web_search_client is not None:
+        try:
+            evidence = await web_search_client.search(
+                _credential_guide_search_query(default),
+                max_results=5,
+            )
+            search_evidence = normalize_search_evidence(evidence, limit=5)
+        except WebSearchError as exc:
+            search_error = str(exc)
+        except Exception as exc:
+            search_error = f"WebSearch unavailable: {exc}"
+
+    if not search_evidence:
+        guide = await get_credential_guide(db, provider)
+        guide["verification_status"] = "unverified_no_search_evidence"
+        guide["verification_error"] = search_error
+        guide["sources"] = []
+        return guide
+
+    response = await ai_client.analyze(
+        SituationalAnalysisRequest(
+            title=f"Generate credential guide for {provider}",
+            objective=(
+                default.prompt
+                + "\n只能根据 context.search_evidence 中的来源生成教程；"
+                + "如果证据不足，明确说明需要以官方页面为准。"
+            ),
+            context={
+                "provider": provider,
+                "current_default_guide": default.markdown,
+                "product_context": "Planet collector credential settings",
+                "search_evidence": search_evidence,
+            },
+            observations=[
+                "Use concise Chinese markdown.",
+                "Prefer stable concepts over brittle UI labels.",
+                "Include verification and troubleshooting steps.",
+                "Include a short sources section with the provided URLs.",
+            ],
+            constraints=[
+                "Do not ask the user for secrets.",
+                "Do not include fabricated screenshots.",
+                "Do not invent source URLs or product UI labels.",
+                "Use only the provided search_evidence as factual support.",
+                "Return markdown only.",
+            ],
+        )
+    )
+    markdown = response.content.strip()
+    if not markdown:
+        markdown = default.markdown
+    return await save_credential_guide(
+        db,
+        provider,
+        default.title,
+        markdown,
+        sources=search_evidence,
+        verification_status="verified_with_search_evidence",
+    )
+
+
+def _credential_guide_search_query(default: CredentialGuideDefault) -> str:
+    if default.provider == "barentswatch":
+        return "BarentsWatch developer tutorial AIS API OAuth client credentials"
+    if default.provider == "aisstream":
+        return "AISStream API key documentation websocket stream"
+    return f"{default.provider} API credentials documentation"

backend/app/services/custom_datasource_runtime.py

@@ -0,0 +1,391 @@
+"""Runtime helpers for mapped custom data sources."""
+
+from __future__ import annotations
+
+import asyncio
+import base64
+import json
+from datetime import UTC, datetime
+from typing import Any
+
+import httpx
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.target_schema_registry import TARGET_SCHEMAS
+from app.db.session import async_session_factory
+from app.models.datasource_config import DataSourceConfig
+from app.models.datasource_mapping import DataSourceMappingTemplate
+from app.services.datasource_mapping import (
+    MappingError,
+    execute_mapping,
+    extract_path,
+    persist_mapped_records,
+)
+
+DEFAULT_MAPPING_TEMPLATES: dict[str, dict[str, Any]] = {
+    "vessel_ais": {
+        "source": {"items_path": "$"},
+        "fields": {
+            "mmsi": {"path": "$.mmsi", "type": "integer"},
+            "name": {"path": "$.name", "type": "string", "default": None},
+            "lat": {"path": "$.lat", "type": "float"},
+            "lon": {"path": "$.lon", "type": "float"},
+            "sog": {"path": "$.sog", "type": "float", "default": None},
+            "cog": {"path": "$.cog", "type": "float", "default": None},
+            "heading": {"path": "$.heading", "type": "integer", "default": None},
+            "nav_status": {"path": "$.nav_status", "type": "integer", "default": None},
+            "callsign": {"path": "$.callsign", "type": "string", "default": None},
+            "vessel_type": {"path": "$.vessel_type", "type": "string", "default": None},
+            "vessel_type_name": {"path": "$.vessel_type_name", "type": "string", "default": None},
+            "received_at": {"path": "$.received_at", "type": "datetime", "default": None},
+        },
+        "meta": {"generated_by": "default_template", "requires_review": False},
+    },
+}
+
+RUNNING_CUSTOM_STREAM_TASKS: dict[int, asyncio.Task[Any]] = {}
+
+
+class CustomDatasourceRuntimeError(RuntimeError):
+    """Raised when a custom datasource cannot run."""
+
+
+def build_request_headers(auth_type: str, auth_config: dict, headers: dict) -> dict[str, str]:
+    request_headers = {str(key): str(value) for key, value in (headers or {}).items()}
+    auth_type = str(auth_type or "none").lower()
+    auth_config = auth_config or {}
+
+    if auth_type == "bearer" and auth_config.get("token"):
+        request_headers["Authorization"] = f"Bearer {auth_config['token']}"
+    elif auth_type == "api_key" and auth_config.get("api_key"):
+        location = str(auth_config.get("in") or auth_config.get("location") or "header").lower()
+        if location != "query":
+            key_name = auth_config.get("key_name", "X-API-Key")
+            request_headers[str(key_name)] = str(auth_config["api_key"])
+    elif auth_type == "basic":
+        username = auth_config.get("username", "")
+        password = auth_config.get("password", "")
+        credentials = f"{username}:{password}"
+        encoded = base64.b64encode(credentials.encode()).decode()
+        request_headers["Authorization"] = f"Basic {encoded}"
+    return request_headers
+
+
+def build_query_params(auth_type: str, auth_config: dict, config: dict) -> dict[str, Any]:
+    params: dict[str, Any] = {}
+    candidate = (config or {}).get("params") or (config or {}).get("query_params")
+    if isinstance(candidate, dict):
+        params.update(candidate)
+
+    auth_type = str(auth_type or "none").lower()
+    auth_config = auth_config or {}
+    if auth_type == "api_key" and auth_config.get("api_key"):
+        location = str(auth_config.get("in") or auth_config.get("location") or "header").lower()
+        if location == "query":
+            key_name = auth_config.get("key_name") or auth_config.get("param_name") or "api_key"
+            params[str(key_name)] = auth_config["api_key"]
+    return params
+
+
+async def load_active_mapping(
+    db: AsyncSession,
+    datasource_config_id: int,
+) -> DataSourceMappingTemplate:
+    result = await db.execute(
+        select(DataSourceMappingTemplate)
+        .where(DataSourceMappingTemplate.datasource_config_id == datasource_config_id)
+        .where(DataSourceMappingTemplate.is_active.is_(True))
+        .order_by(DataSourceMappingTemplate.version.desc())
+        .limit(1)
+    )
+    mapping = result.scalar_one_or_none()
+    if mapping is not None:
+        return mapping
+
+    datasource = await db.get(DataSourceConfig, datasource_config_id)
+    if datasource is None:
+        raise CustomDatasourceRuntimeError("Configuration not found")
+    target_schema = (datasource.config or {}).get("target_schema")
+    template_body = DEFAULT_MAPPING_TEMPLATES.get(str(target_schema or "")) if target_schema else None
+    if not template_body or target_schema not in TARGET_SCHEMAS:
+        raise CustomDatasourceRuntimeError(
+            "No active mapping template found and no default template available for this target schema"
+        )
+
+    mapping = DataSourceMappingTemplate(
+        datasource_config_id=datasource_config_id,
+        target_schema=str(target_schema),
+        mapping_json=template_body,
+        sample_payload_hash=None,
+        validation_status="valid",
+        version=1,
+        is_active=True,
+    )
+    db.add(mapping)
+    await db.commit()
+    await db.refresh(mapping)
+    return mapping
+
+
+async def fetch_rest_payload(config: DataSourceConfig, limit_bytes: int) -> Any:
+    request_config = config.config or {}
+    method = str(request_config.get("method") or request_config.get("request_method") or "GET").upper()
+    if method not in {"GET", "POST"}:
+        raise CustomDatasourceRuntimeError("Only GET and POST sample requests are supported.")
+
+    headers = build_request_headers(config.auth_type, config.auth_config or {}, config.headers or {})
+    params = build_query_params(config.auth_type, config.auth_config or {}, request_config)
+    timeout = float(request_config.get("timeout", 30))
+    json_body = request_config.get("json_body")
+    if json_body is None and str(request_config.get("body_type") or "").lower() in {"json", ""}:
+        candidate = request_config.get("body")
+        if isinstance(candidate, (dict, list)):
+            json_body = candidate
+
+    async with httpx.AsyncClient(timeout=timeout, follow_redirects=True) as client:
+        response = await client.request(
+            method,
+            config.endpoint,
+            headers=headers,
+            params=params or None,
+            json=json_body,
+        )
+        response.raise_for_status()
+        content = response.content[:limit_bytes]
+        if "application/json" in response.headers.get("content-type", ""):
+            return json.loads(content.decode(response.encoding or "utf-8"))
+        return {"text": content.decode(response.encoding or "utf-8", errors="replace")}
+
+
+async def run_mapped_rest_config(
+    db: AsyncSession,
+    datasource: DataSourceConfig,
+) -> dict[str, Any]:
+    mapping = await load_active_mapping(db, datasource.id)
+    sample = await fetch_rest_payload(datasource, 5_000_000)
+    mapped = execute_mapping(sample, mapping.mapping_json, mapping.target_schema)
+    if mapped["failed_count"] > 0:
+        return {
+            "status": "failed",
+            "datasource_config_id": datasource.id,
+            "mapping_id": mapping.id,
+            "mapping_version": mapping.version,
+            "target_schema": mapping.target_schema,
+            "mapped_count": mapped["mapped_count"],
+            "failed_count": mapped["failed_count"],
+            "errors": mapped["errors"][:20],
+        }
+
+    request_config = datasource.config or {}
+    written_count = await persist_mapped_records(
+        db,
+        datasource_name=datasource.name,
+        datasource_config_id=datasource.id,
+        target_schema=mapping.target_schema,
+        records=mapped["records"],
+        mapping_version=mapping.version,
+        delivery_mode=request_config.get("delivery_mode") or "polling",
+        transport="http",
+    )
+    return {
+        "status": "success",
+        "datasource_config_id": datasource.id,
+        "mapping_id": mapping.id,
+        "mapping_version": mapping.version,
+        "target_schema": mapping.target_schema,
+        "fetched_count": mapped["total_items"],
+        "mapped_count": mapped["mapped_count"],
+        "written_count": written_count,
+    }
+
+
+def _items_from_ws_message(payload: Any, config: dict) -> Any:
+    message_path = config.get("ws_message_path")
+    items_path = config.get("ws_items_path")
+    value = extract_path(payload, message_path) if message_path else payload
+    return extract_path(value, items_path) if items_path else value
+
+
+async def _connect_websocket(endpoint: str, headers: dict[str, str]):
+    import websockets
+
+    try:
+        return await websockets.connect(endpoint, additional_headers=headers or None)
+    except TypeError:
+        return await websockets.connect(endpoint, extra_headers=headers or None)
+
+
+async def test_websocket_config(config: DataSourceConfig) -> dict[str, Any]:
+    if not str(config.endpoint or "").startswith(("ws://", "wss://")):
+        raise CustomDatasourceRuntimeError("WebSocket datasource endpoint must start with ws:// or wss://")
+
+    runtime_config = config.config or {}
+    headers = build_request_headers(config.auth_type, config.auth_config or {}, config.headers or {})
+    receive_timeout = float(runtime_config.get("receive_timeout_seconds") or runtime_config.get("timeout") or 10)
+    async with await _connect_websocket(config.endpoint, headers) as websocket:
+        subscribe_message = runtime_config.get("ws_subscribe_message")
+        if isinstance(subscribe_message, (dict, list)):
+            await websocket.send(json.dumps(subscribe_message))
+        elif isinstance(subscribe_message, str) and subscribe_message.strip():
+            await websocket.send(subscribe_message)
+        raw_message = await asyncio.wait_for(websocket.recv(), timeout=receive_timeout)
+        return {
+            "success": True,
+            "message_preview": raw_message[:1000] if isinstance(raw_message, str) else str(raw_message)[:1000],
+        }
+
+
+async def run_mapped_websocket_config(
+    db: AsyncSession,
+    datasource: DataSourceConfig,
+    *,
+    debug_max_messages: int | None = None,
+    use_config_debug_max_messages: bool = True,
+) -> dict[str, Any]:
+    if not str(datasource.endpoint or "").startswith(("ws://", "wss://")):
+        raise CustomDatasourceRuntimeError("WebSocket datasource endpoint must start with ws:// or wss://")
+
+    mapping = await load_active_mapping(db, datasource.id)
+    runtime_config = datasource.config or {}
+    max_messages = debug_max_messages
+    if max_messages is None and use_config_debug_max_messages:
+        max_messages = runtime_config.get("debug_max_messages")
+    max_messages = int(max_messages) if max_messages else None
+    receive_timeout = float(runtime_config.get("receive_timeout_seconds") or runtime_config.get("timeout") or 30)
+    reconnect = bool(runtime_config.get("ws_reconnect", True))
+    reconnect_delay = float(runtime_config.get("reconnect_delay_seconds") or 3)
+    headers = build_request_headers(datasource.auth_type, datasource.auth_config or {}, datasource.headers or {})
+
+    messages_seen = 0
+    mapped_count = 0
+    failed_count = 0
+    written_count = 0
+    errors: list[dict[str, Any]] = []
+    started_at = datetime.now(UTC)
+
+    while True:
+        try:
+            async with await _connect_websocket(datasource.endpoint, headers) as websocket:
+                subscribe_message = runtime_config.get("ws_subscribe_message")
+                if isinstance(subscribe_message, (dict, list)):
+                    await websocket.send(json.dumps(subscribe_message))
+                elif isinstance(subscribe_message, str) and subscribe_message.strip():
+                    await websocket.send(subscribe_message)
+
+                while True:
+                    raw_message = await asyncio.wait_for(websocket.recv(), timeout=receive_timeout)
+                    messages_seen += 1
+                    try:
+                        payload = json.loads(raw_message)
+                    except json.JSONDecodeError as exc:
+                        failed_count += 1
+                        errors.append({"message": "invalid_json", "error": str(exc)})
+                        continue
+
+                    extracted = _items_from_ws_message(payload, runtime_config)
+                    try:
+                        mapped = execute_mapping(extracted, mapping.mapping_json, mapping.target_schema)
+                    except (MappingError, ValueError) as exc:
+                        failed_count += 1
+                        errors.append({"message": "mapping_failed", "error": str(exc)})
+                        continue
+
+                    mapped_count += mapped["mapped_count"]
+                    failed_count += mapped["failed_count"]
+                    if mapped["errors"]:
+                        errors.extend(mapped["errors"][:5])
+                    if mapped["records"]:
+                        written_count += await persist_mapped_records(
+                            db,
+                            datasource_name=datasource.name,
+                            datasource_config_id=datasource.id,
+                            target_schema=mapping.target_schema,
+                            records=mapped["records"],
+                            mapping_version=mapping.version,
+                            delivery_mode=runtime_config.get("delivery_mode") or "realtime_stream",
+                            transport="websocket",
+                        )
+
+                    if max_messages and messages_seen >= max_messages:
+                        return {
+                            "status": "success",
+                            "datasource_config_id": datasource.id,
+                            "mapping_id": mapping.id,
+                            "mapping_version": mapping.version,
+                            "target_schema": mapping.target_schema,
+                            "messages_seen": messages_seen,
+                            "mapped_count": mapped_count,
+                            "failed_count": failed_count,
+                            "written_count": written_count,
+                            "errors": errors[:20],
+                            "execution_time_seconds": (datetime.now(UTC) - started_at).total_seconds(),
+                        }
+        except asyncio.CancelledError:
+            raise
+        except Exception as exc:
+            failed_count += 1
+            errors.append({"message": "websocket_error", "error": f"{exc.__class__.__name__}: {exc}"})
+            if not reconnect or max_messages:
+                return {
+                    "status": "failed" if written_count == 0 else "partial",
+                    "datasource_config_id": datasource.id,
+                    "mapping_id": mapping.id,
+                    "mapping_version": mapping.version,
+                    "target_schema": mapping.target_schema,
+                    "messages_seen": messages_seen,
+                    "mapped_count": mapped_count,
+                    "failed_count": failed_count,
+                    "written_count": written_count,
+                    "errors": errors[:20],
+                }
+            await asyncio.sleep(reconnect_delay)
+
+
+async def run_custom_stream_by_id(config_id: int) -> dict[str, Any]:
+    async with async_session_factory() as db:
+        datasource = await db.get(DataSourceConfig, config_id)
+        if not datasource:
+            raise CustomDatasourceRuntimeError("Configuration not found")
+        return await run_mapped_websocket_config(
+            db,
+            datasource,
+            use_config_debug_max_messages=False,
+        )
+
+
+def start_custom_stream(config_id: int) -> bool:
+    existing = RUNNING_CUSTOM_STREAM_TASKS.get(config_id)
+    if existing is not None and not existing.done():
+        return False
+    task = asyncio.create_task(run_custom_stream_by_id(config_id), name=f"custom-stream:{config_id}")
+    RUNNING_CUSTOM_STREAM_TASKS[config_id] = task
+
+    def _cleanup(done_task: asyncio.Task[Any]) -> None:
+        if RUNNING_CUSTOM_STREAM_TASKS.get(config_id) is done_task:
+            RUNNING_CUSTOM_STREAM_TASKS.pop(config_id, None)
+
+    task.add_done_callback(_cleanup)
+    return True
+
+
+async def stop_custom_stream(config_id: int) -> bool:
+    task = RUNNING_CUSTOM_STREAM_TASKS.get(config_id)
+    if task is None or task.done():
+        RUNNING_CUSTOM_STREAM_TASKS.pop(config_id, None)
+        return False
+    task.cancel()
+    try:
+        await task
+    except asyncio.CancelledError:
+        return True
+    return task.cancelled()
+
+
+def get_custom_stream_status(config_id: int) -> dict[str, Any]:
+    task = RUNNING_CUSTOM_STREAM_TASKS.get(config_id)
+    return {
+        "config_id": config_id,
+        "running": bool(task and not task.done()),
+        "done": bool(task and task.done()),
+    }

backend/app/services/datasource_connectivity.py

@@ -0,0 +1,437 @@
+"""Connectivity validation helpers for built-in datasource overrides."""
+
+from __future__ import annotations
+
+from datetime import UTC, datetime
+import hashlib
+import json
+import os
+from typing import Any
+
+import httpx
+from sqlalchemy import func, select
+
+from app.core.data_sources import get_data_sources_config
+from app.core.datasource_defaults import DEFAULT_DATASOURCES
+from app.models.collected_data import CollectedData
+from app.models.datasource import DataSource
+from app.models.datasource_config import DataSourceConfig
+from app.models.system_setting import SystemSetting
+from app.services.barentswatch import (
+    _read_zshrc_env,
+    fetch_barentswatch_access_token,
+    resolve_barentswatch_config,
+)
+
+
+CONNECTIVITY_VALIDATION_KEY = "connectivity_validation"
+CONNECTIVITY_STORE_CATEGORY = "datasource_connectivity_validations"
+SUPPORTED_CREDENTIAL_PROVIDERS = {"barentswatch", "spacetrack", "aisstream"}
+
+
+def _sha256_json(payload: Any) -> str:
+    encoded = json.dumps(payload, ensure_ascii=False, sort_keys=True, default=str).encode("utf-8")
+    return hashlib.sha256(encoded).hexdigest()
+
+
+def _resolve_spacetrack_credentials() -> tuple[str, str, str]:
+    zshrc_env = _read_zshrc_env()
+    username = os.getenv("SPACETRACK_USERNAME") or zshrc_env.get("SPACETRACK_USERNAME") or ""
+    password = os.getenv("SPACETRACK_PASSWORD") or zshrc_env.get("SPACETRACK_PASSWORD") or ""
+    source = "environment" if os.getenv("SPACETRACK_USERNAME") or os.getenv("SPACETRACK_PASSWORD") else ""
+    if not source and (username or password):
+        source = "~/.zshrc"
+    return username, password, source or "missing"
+
+
+async def _resolve_aisstream_api_key(
+    db=None,
+    credential_override: dict[str, str] | None = None,
+) -> tuple[str, str]:
+    if credential_override and credential_override.get("api_key"):
+        return str(credential_override["api_key"]), "draft"
+
+    env_key = os.getenv("AISSTREAM_API_KEY")
+    zshrc_key = _read_zshrc_env().get("AISSTREAM_API_KEY")
+    if db is not None:
+        result = await db.execute(
+            select(DataSourceConfig)
+            .where(DataSourceConfig.name == "aisstream_vessels")
+            .where(DataSourceConfig.is_active.is_(True))
+        )
+        record = result.scalar_one_or_none()
+        if record:
+            auth_config = record.auth_config or {}
+            runtime_config = record.config or {}
+            api_key = auth_config.get("api_key") or runtime_config.get("api_key")
+            if api_key:
+                return str(api_key), "datasource_config"
+
+    if env_key:
+        return env_key, "environment"
+    if zshrc_key:
+        return zshrc_key, "~/.zshrc"
+    return "", "missing"
+
+
+def strip_connectivity_validation(config: dict | None) -> dict:
+    cleaned = dict(config or {})
+    cleaned.pop(CONNECTIVITY_VALIDATION_KEY, None)
+    return cleaned
+
+
+def merge_connectivity_validation(existing_config: dict | None, next_config: dict | None) -> dict:
+    merged = strip_connectivity_validation(next_config)
+    validation = (existing_config or {}).get(CONNECTIVITY_VALIDATION_KEY)
+    if validation:
+        merged[CONNECTIVITY_VALIDATION_KEY] = validation
+    return merged
+
+
+def get_connectivity_validation(config: DataSourceConfig | None) -> dict | None:
+    validation = (config.config or {}).get(CONNECTIVITY_VALIDATION_KEY) if config else None
+    return validation if isinstance(validation, dict) else None
+
+
+async def build_builtin_connectivity_checksum(
+    source: str,
+    endpoint: str,
+    auth_type: str,
+    headers: dict | None,
+    config: dict | None,
+    db=None,
+    credential_override: dict[str, str] | None = None,
+) -> tuple[str, dict[str, Any]]:
+    defaults = DEFAULT_DATASOURCES.get(source, {})
+    credential_provider = defaults.get("credential_provider")
+    credential_fingerprint = ""
+    credential_source = "none"
+    has_credentials = not defaults.get("requires_credentials", False)
+
+    if credential_provider == "barentswatch":
+        if credential_override:
+            client_id = credential_override.get("client_id", "")
+            client_secret = credential_override.get("client_secret", "")
+            credential_source = "draft"
+        else:
+            barentswatch_config = await resolve_barentswatch_config(db)
+            client_id = barentswatch_config.client_id
+            client_secret = barentswatch_config.client_secret
+            credential_source = barentswatch_config.credential_source
+        has_credentials = bool(client_id and client_secret)
+        credential_fingerprint = _sha256_json(
+            {
+                "client_id": client_id,
+                "client_secret": client_secret,
+            }
+        )
+    elif credential_provider == "spacetrack":
+        username, password, credential_source = _resolve_spacetrack_credentials()
+        has_credentials = bool(username and password)
+        credential_fingerprint = _sha256_json(
+            {
+                "username": username,
+                "password": password,
+            }
+        )
+    elif credential_provider == "aisstream":
+        api_key, credential_source = await _resolve_aisstream_api_key(db, credential_override)
+        has_credentials = bool(api_key)
+        credential_fingerprint = _sha256_json({"api_key": api_key})
+    elif defaults.get("requires_credentials"):
+        credential_source = str(credential_provider or "unsupported")
+
+    checksum_payload = {
+        "source": source,
+        "endpoint": endpoint,
+        "auth_type": "none",
+        "headers": headers or {},
+        "config": strip_connectivity_validation(config),
+        "credential_provider": credential_provider or "none",
+        "credential_fingerprint": credential_fingerprint,
+    }
+    return _sha256_json(checksum_payload), {
+        "requires_credentials": bool(defaults.get("requires_credentials", False)),
+        "credential_provider": credential_provider,
+        "credential_source": credential_source,
+        "has_credentials": has_credentials,
+    }
+
+
+async def test_builtin_connectivity(
+    source: str,
+    endpoint: str,
+    auth_type: str,
+    headers: dict | None,
+    config: dict | None,
+    db=None,
+    credential_override: dict[str, str] | None = None,
+) -> dict[str, Any]:
+    defaults = DEFAULT_DATASOURCES.get(source)
+    if not defaults:
+        return {
+            "success": False,
+            "message": "未知内置采集器，无法执行连接校验。",
+        }
+
+    checksum, credential_context = await build_builtin_connectivity_checksum(
+        source,
+        endpoint,
+        auth_type,
+        headers,
+        config,
+        db,
+        credential_override,
+    )
+    if credential_context["requires_credentials"] and not credential_context["has_credentials"]:
+        return {
+            "success": False,
+            "checksum": checksum,
+            "stage": "credentials",
+            "message": "该采集器需要凭证，请先到采集器凭证设置中配置。",
+            "settings_tab": "collector_credentials",
+            **credential_context,
+        }
+    if (
+        credential_context["requires_credentials"]
+        and credential_context["credential_provider"] not in SUPPORTED_CREDENTIAL_PROVIDERS
+    ):
+        return {
+            "success": False,
+            "checksum": checksum,
+            "stage": "credentials",
+            "message": "该采集器的凭证链路尚未接入，暂时无法完成连接校验。",
+            "settings_tab": "collector_credentials",
+            **credential_context,
+        }
+
+    request_headers = {str(key): str(value) for key, value in (headers or {}).items()}
+    request_config = strip_connectivity_validation(config)
+    timeout = float(request_config.get("timeout") or 30)
+    request_endpoint = endpoint
+
+    if credential_context["credential_provider"] == "aisstream":
+        if not str(request_endpoint).startswith(("ws://", "wss://")):
+            return {
+                "success": False,
+                "checksum": checksum,
+                "stage": "endpoint",
+                "message": "AISStream endpoint 必须是 ws:// 或 wss:// WebSocket 地址。",
+                **credential_context,
+            }
+        return {
+            "success": True,
+            "checksum": checksum,
+            "stage": "credentials",
+            "message": "AISStream 凭证已配置，WebSocket endpoint 格式有效。",
+            **credential_context,
+        }
+
+    try:
+        async with httpx.AsyncClient(timeout=timeout, follow_redirects=True) as client:
+            if credential_context["credential_provider"] == "barentswatch":
+                barentswatch_config = await resolve_barentswatch_config(db)
+                token = await fetch_barentswatch_access_token(client, barentswatch_config)
+                if not token:
+                    return {
+                        "success": False,
+                        "checksum": checksum,
+                        "stage": "token",
+                        "message": "凭证可读取，但 token 响应中没有 access_token。",
+                        "settings_tab": "collector_credentials",
+                        **credential_context,
+                    }
+                request_headers["Authorization"] = f"Bearer {token}"
+            elif credential_context["credential_provider"] == "spacetrack":
+                username, password, _source = _resolve_spacetrack_credentials()
+                login_url = "https://www.space-track.org/ajaxauth/login"
+                login_response = await client.post(
+                    login_url,
+                    data={
+                        "identity": username,
+                        "password": password,
+                    },
+                )
+                login_response.raise_for_status()
+
+            started = datetime.now(UTC)
+            async with client.stream("GET", request_endpoint, headers=request_headers) as response:
+                response.raise_for_status()
+                status_code = response.status_code
+            elapsed_ms = (datetime.now(UTC) - started).total_seconds() * 1000
+
+        return {
+            "success": True,
+            "checksum": checksum,
+            "stage": "endpoint",
+            "message": "连接验证成功。",
+            "status_code": status_code,
+            "response_time_ms": elapsed_ms,
+            **credential_context,
+        }
+    except httpx.HTTPStatusError as exc:
+        return {
+            "success": False,
+            "checksum": checksum,
+            "stage": "endpoint",
+            "message": f"连接验证失败：HTTP {exc.response.status_code}",
+            "error": f"HTTP Error: {exc.response.status_code}",
+            **credential_context,
+        }
+    except httpx.HTTPError as exc:
+        return {
+            "success": False,
+            "checksum": checksum,
+            "stage": "network",
+            "message": f"连接验证失败：{exc.__class__.__name__}",
+            "error": str(exc),
+            **credential_context,
+        }
+
+
+def make_success_validation(checksum: str, result: dict[str, Any]) -> dict[str, Any]:
+    return {
+        "checksum": checksum,
+        "status": "success",
+        "validated_at": datetime.now(UTC).isoformat(),
+        "status_code": result.get("status_code"),
+        "credential_source": result.get("credential_source"),
+    }
+
+
+def is_builtin_validation_current(config: DataSourceConfig | None, checksum: str) -> bool:
+    validation = get_connectivity_validation(config)
+    return bool(
+        validation
+        and validation.get("status") == "success"
+        and validation.get("checksum") == checksum
+    )
+
+
+async def get_connectivity_store(db) -> dict[str, Any]:
+    result = await db.execute(
+        select(SystemSetting).where(SystemSetting.category == CONNECTIVITY_STORE_CATEGORY)
+    )
+    record = result.scalar_one_or_none()
+    return dict(record.payload or {}) if record and isinstance(record.payload, dict) else {}
+
+
+async def save_connectivity_success(
+    db,
+    source: str,
+    checksum: str,
+    result: dict[str, Any],
+    *,
+    connected_by: str,
+) -> dict[str, Any]:
+    store = await get_connectivity_store(db)
+    validation = {
+        **make_success_validation(checksum, result),
+        "connected_by": connected_by,
+    }
+    store[source] = validation
+
+    existing = await db.execute(
+        select(SystemSetting).where(SystemSetting.category == CONNECTIVITY_STORE_CATEGORY)
+    )
+    record = existing.scalar_one_or_none()
+    if record is None:
+        db.add(SystemSetting(category=CONNECTIVITY_STORE_CATEGORY, payload=store))
+    else:
+        record.payload = store
+    return validation
+
+
+async def load_builtin_override_config(db, source: str) -> DataSourceConfig | None:
+    result = await db.execute(
+        select(DataSourceConfig)
+        .where(DataSourceConfig.name == source)
+        .where(DataSourceConfig.is_active.is_(True))
+    )
+    return result.scalar_one_or_none()
+
+
+async def get_builtin_effective_candidate(db, source: str) -> dict[str, Any]:
+    override = await load_builtin_override_config(db, source)
+    default_endpoint = get_data_sources_config().get_yaml_url(source)
+    return {
+        "name": source,
+        "endpoint": (override.endpoint if override and override.endpoint else default_endpoint) or "",
+        "auth_type": override.auth_type if override else "none",
+        "headers": override.headers if override else {},
+        "config": strip_connectivity_validation(override.config if override else {}),
+    }
+
+
+async def has_collected_data(db, source: str) -> bool:
+    result = await db.execute(select(func.count(CollectedData.id)).where(CollectedData.source == source))
+    if (result.scalar() or 0) > 0:
+        return True
+
+    datasource_result = await db.execute(select(DataSource).where(DataSource.source == source))
+    datasource = datasource_result.scalar_one_or_none()
+    return bool(datasource and datasource.last_status == "success")
+
+
+async def get_builtin_connection_status(
+    db,
+    source: str,
+    endpoint: str,
+    auth_type: str,
+    headers: dict | None,
+    config: dict | None,
+) -> dict[str, Any]:
+    checksum, credential_context = await build_builtin_connectivity_checksum(
+        source,
+        endpoint,
+        auth_type,
+        headers,
+        config,
+        db,
+    )
+    store = await get_connectivity_store(db)
+    validation = store.get(source)
+    if isinstance(validation, dict) and validation.get("status") == "success":
+        if validation.get("checksum") == checksum:
+            return {
+                "connected": True,
+                "checksum": checksum,
+                "connected_by": validation.get("connected_by") or "connection_button",
+                "message": "当前配置已完成连接验证。",
+                **credential_context,
+            }
+
+    effective = await get_builtin_effective_candidate(db, source)
+    effective_checksum, _ = await build_builtin_connectivity_checksum(
+        source,
+        effective["endpoint"],
+        effective["auth_type"],
+        effective["headers"],
+        effective["config"],
+        db,
+    )
+    if checksum == effective_checksum and await has_collected_data(db, source):
+        return {
+            "connected": True,
+            "checksum": checksum,
+            "connected_by": "collection",
+            "message": "当前配置已有成功采集数据，视为已连接。",
+            **credential_context,
+        }
+
+    if isinstance(validation, dict) and validation.get("status") == "success":
+        return {
+            "connected": False,
+            "checksum": checksum,
+            "connected_by": None,
+            "message": "接口地址或凭证指纹已变化，请重新点击连接验证。",
+            **credential_context,
+        }
+
+    return {
+        "connected": False,
+        "checksum": checksum,
+        "connected_by": None,
+        "message": "当前配置尚未连接，请点击连接验证。",
+        **credential_context,
+    }

backend/app/services/datasource_mapping.py

@@ -0,0 +1,410 @@
+"""Deterministic mapping support for custom data sources."""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import re
+from datetime import UTC, datetime
+from typing import Any
+
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.core.target_schema_registry import TargetSchema, get_target_schema
+
+SECRET_KEY_PATTERN = re.compile(
+    r"(token|secret|password|passwd|authorization|api[_-]?key|client[_-]?secret)",
+    re.IGNORECASE,
+)
+
+
+class MappingError(ValueError):
+    """Raised when a mapping definition cannot be executed."""
+
+
+def stable_payload_hash(payload: Any) -> str:
+    encoded = json.dumps(payload, ensure_ascii=False, sort_keys=True, default=str).encode()
+    return hashlib.sha256(encoded).hexdigest()
+
+
+def redact_for_llm(value: Any) -> Any:
+    if isinstance(value, dict):
+        redacted = {}
+        for key, item in value.items():
+            if SECRET_KEY_PATTERN.search(str(key)):
+                redacted[key] = "[REDACTED]"
+            else:
+                redacted[key] = redact_for_llm(item)
+        return redacted
+    if isinstance(value, list):
+        return [redact_for_llm(item) for item in value[:20]]
+    return value
+
+
+def extract_path(payload: Any, path: str | None) -> Any:
+    if not path or path == "$":
+        return payload
+
+    normalized = path.strip()
+    if normalized.startswith("$."):
+        normalized = normalized[2:]
+    elif normalized.startswith("$"):
+        normalized = normalized[1:]
+    normalized = normalized.strip(".")
+    if not normalized:
+        return payload
+
+    current = payload
+    for raw_segment in normalized.split("."):
+        segment = raw_segment.strip()
+        if not segment:
+            continue
+
+        list_all = segment.endswith("[*]")
+        if list_all:
+            segment = segment[:-3]
+
+        index = None
+        match = re.fullmatch(r"(.+)\[(\d+)\]", segment)
+        if match:
+            segment = match.group(1)
+            index = int(match.group(2))
+
+        if segment:
+            if isinstance(current, dict):
+                current = current.get(segment)
+            else:
+                return None
+
+        if list_all:
+            return current if isinstance(current, list) else []
+
+        if index is not None:
+            if not isinstance(current, list) or index >= len(current):
+                return None
+            current = current[index]
+
+    return current
+
+
+def _convert_value(value: Any, target_type: str | None) -> Any:
+    if value is None or target_type in (None, "", "any"):
+        return value
+
+    if target_type == "string":
+        return str(value)
+    if target_type == "integer":
+        return int(value)
+    if target_type == "float":
+        return float(value)
+    if target_type == "boolean":
+        if isinstance(value, bool):
+            return value
+        if isinstance(value, str):
+            return value.strip().lower() in {"1", "true", "yes", "y", "on"}
+        return bool(value)
+    if target_type == "datetime":
+        if isinstance(value, datetime):
+            return value
+        if isinstance(value, (int, float)):
+            return datetime.fromtimestamp(value)
+        if isinstance(value, str):
+            return datetime.fromisoformat(value.replace("Z", "+00:00"))
+        return value
+    if target_type == "object":
+        if isinstance(value, dict):
+            return value
+        raise ValueError("expected object")
+    if target_type == "array":
+        if isinstance(value, list):
+            return value
+        raise ValueError("expected array")
+
+    return value
+
+
+def _apply_enum(value: Any, enum_map: Any) -> Any:
+    if not isinstance(enum_map, dict):
+        return value
+    key = str(value)
+    return enum_map.get(key, enum_map.get(value, value))
+
+
+def _map_one(item: Any, field_mapping: dict[str, Any]) -> tuple[dict[str, Any], list[str]]:
+    output: dict[str, Any] = {}
+    errors: list[str] = []
+
+    for field_name, rule in field_mapping.items():
+        if isinstance(rule, str):
+            rule = {"path": rule}
+        if not isinstance(rule, dict):
+            errors.append(f"{field_name}: mapping rule must be an object or path string")
+            continue
+
+        value = extract_path(item, rule.get("path"))
+        if value is None and "default" in rule:
+            value = rule.get("default")
+        value = _apply_enum(value, rule.get("enum"))
+
+        try:
+            value = _convert_value(value, rule.get("type"))
+        except (TypeError, ValueError) as exc:
+            errors.append(f"{field_name}: failed to convert value {value!r}: {exc}")
+            continue
+
+        if value is not None or rule.get("include_null", False):
+            output[field_name] = value
+
+    return output, errors
+
+
+def execute_mapping(
+    payload: Any,
+    mapping_json: dict[str, Any],
+    target_schema: str | TargetSchema,
+    *,
+    limit: int | None = None,
+) -> dict[str, Any]:
+    schema = get_target_schema(target_schema) if isinstance(target_schema, str) else target_schema
+    source = mapping_json.get("source") or {}
+    fields = mapping_json.get("fields")
+    if not isinstance(fields, dict) or not fields:
+        raise MappingError("mapping_json.fields must be a non-empty object")
+
+    items_path = source.get("items_path") or mapping_json.get("items_path") or "$"
+    items = extract_path(payload, items_path)
+    if isinstance(items, dict):
+        items = [items]
+    elif not isinstance(items, list):
+        items = []
+
+    if limit is not None:
+        items = items[:limit]
+
+    mapped_records: list[dict[str, Any]] = []
+    errors: list[dict[str, Any]] = []
+    for index, item in enumerate(items):
+        mapped, mapping_errors = _map_one(item, fields)
+        validated, validation_errors = schema.validate_record(mapped)
+        all_errors = mapping_errors + validation_errors
+        if all_errors:
+            errors.append({"index": index, "errors": all_errors, "record": mapped})
+            continue
+        if validated is not None:
+            mapped_records.append(validated)
+
+    return {
+        "target_schema": schema.key,
+        "total_items": len(items),
+        "mapped_count": len(mapped_records),
+        "failed_count": len(errors),
+        "records": mapped_records,
+        "errors": errors,
+    }
+
+
+def build_heuristic_mapping(sample_payload: Any, target_schema_key: str) -> dict[str, Any]:
+    schema = get_target_schema(target_schema_key)
+    items_path = "$"
+    sample_item = sample_payload
+    if isinstance(sample_payload, dict):
+        for key in ("data", "items", "results", "features", "vessels"):
+            candidate = sample_payload.get(key)
+            if isinstance(candidate, list) and candidate:
+                items_path = f"$.{key}[*]"
+                sample_item = candidate[0]
+                break
+    elif isinstance(sample_payload, list) and sample_payload:
+        items_path = "$"
+        sample_item = sample_payload[0]
+
+    available = _flatten_keys(sample_item if isinstance(sample_item, dict) else {})
+    fields: dict[str, Any] = {}
+    for field in schema.fields:
+        candidate = _best_field_match(field.name, available)
+        if candidate:
+            fields[field.name] = {"path": f"$.{candidate}", "type": field.type}
+        elif field.name == "data" and target_schema_key == "generic_records":
+            fields[field.name] = {"path": "$", "type": "object"}
+        elif not field.required:
+            fields[field.name] = {"path": f"$.{field.name}", "type": field.type, "default": None}
+
+    return {
+        "source": {"items_path": items_path},
+        "fields": fields,
+        "meta": {
+            "generated_by": "heuristic",
+            "requires_review": True,
+        },
+    }
+
+
+def _flatten_keys(payload: dict[str, Any], prefix: str = "") -> list[str]:
+    keys: list[str] = []
+    for key, value in payload.items():
+        dotted = f"{prefix}.{key}" if prefix else str(key)
+        keys.append(dotted)
+        if isinstance(value, dict):
+            keys.extend(_flatten_keys(value, dotted))
+    return keys
+
+
+def _best_field_match(field_name: str, candidates: list[str]) -> str | None:
+    aliases = {
+        "lat": ("lat", "latitude", "y"),
+        "lon": ("lon", "lng", "longitude", "x"),
+        "mmsi": ("mmsi",),
+        "sog": ("sog", "speed", "speedOverGround"),
+        "cog": ("cog", "course", "courseOverGround"),
+        "received_at": ("received_at", "timestamp", "time", "updated_at"),
+        "observed_at": ("observed_at", "timestamp", "time", "updated_at"),
+        "source_id": ("id", "source_id", "uuid"),
+    }.get(field_name, (field_name,))
+
+    lowered = {candidate.lower(): candidate for candidate in candidates}
+    for alias in aliases:
+        if alias.lower() in lowered:
+            return lowered[alias.lower()]
+    for candidate in candidates:
+        tail = candidate.split(".")[-1].lower()
+        if tail in {alias.lower() for alias in aliases}:
+            return candidate
+    return None
+
+
+def _parse_datetime(value: Any) -> datetime | None:
+    if value is None:
+        return None
+    if isinstance(value, datetime):
+        return value
+    if isinstance(value, str):
+        return datetime.fromisoformat(value.replace("Z", "+00:00"))
+    return None
+
+
+async def persist_mapped_records(
+    db: AsyncSession,
+    *,
+    datasource_name: str,
+    datasource_config_id: int,
+    target_schema: str,
+    records: list[dict[str, Any]],
+    mapping_version: int,
+    delivery_mode: str | None = None,
+    transport: str | None = None,
+) -> int:
+    """Persist validated mapped records to the destination for a target schema."""
+    if target_schema == "vessel_ais":
+        from app.core.time import to_iso8601_utc
+        from app.core.websocket.broadcaster import broadcaster
+        from app.services.vessel_ais_aggregation import (
+            record_vessel_ais_observation,
+            update_ais_source_health,
+        )
+
+        now = datetime.now(UTC)
+        latest_observed_at = now
+        written_count = 0
+        for record in records:
+            observed_at = _parse_datetime(record.get("received_at")) or now
+            observation = await record_vessel_ais_observation(
+                db,
+                source=datasource_name,
+                normalized_payload=record,
+                raw_payload=record,
+                delivery_mode=delivery_mode or "polling",
+                transport=transport or "http",
+                message_type="PositionReport",
+                observed_at=observed_at,
+                collected_at=now,
+            )
+            if observation is not None:
+                written_count += 1
+            if observed_at > latest_observed_at:
+                latest_observed_at = observed_at
+
+        await update_ais_source_health(
+            db,
+            source=datasource_name,
+            connection_state="connected",
+            observed_count=len(records),
+            last_seen_at=latest_observed_at,
+            last_success_at=now if records else None,
+            lag_seconds=max((now - latest_observed_at).total_seconds(), 0),
+        )
+        await db.commit()
+        if records:
+            await broadcaster.broadcast_custom(
+                "vessels",
+                {
+                    "action": "upsert",
+                    "source": datasource_name,
+                    "created": True,
+                    "vessels": [
+                        {
+                            "mmsi": record.get("mmsi"),
+                            "mmsi_display": str(record.get("mmsi")) if record.get("mmsi") is not None else None,
+                            "name": record.get("name"),
+                            "callsign": record.get("callsign"),
+                            "lat": record.get("lat"),
+                            "lon": record.get("lon"),
+                            "sog": record.get("sog"),
+                            "cog": record.get("cog"),
+                            "heading": record.get("heading"),
+                            "nav_status": record.get("nav_status"),
+                            "vessel_type": record.get("vessel_type"),
+                            "vessel_type_name": record.get("vessel_type_name"),
+                            "received_at": to_iso8601_utc(_parse_datetime(record.get("received_at"))),
+                        }
+                        for record in records
+                    ],
+                },
+            )
+        return written_count
+
+    from app.models.collected_data import CollectedData
+
+    collected_at = datetime.now(UTC)
+    for index, record in enumerate(records):
+        if target_schema == "geo_points":
+            source_id = record.get("source_id") or f"{datasource_config_id}:{index}"
+            name = record.get("name")
+            metadata = {
+                "latitude": record.get("lat"),
+                "longitude": record.get("lon"),
+                "type": record.get("type"),
+                "mapping_version": mapping_version,
+                "target_schema": target_schema,
+                **(record.get("metadata") or {}),
+            }
+            reference_date = _parse_datetime(record.get("observed_at"))
+        else:
+            source_id = record.get("source_id") or f"{datasource_config_id}:{index}"
+            name = None
+            metadata = {
+                "data": record.get("data") or {},
+                "mapping_version": mapping_version,
+                "target_schema": target_schema,
+            }
+            reference_date = _parse_datetime(record.get("observed_at"))
+
+        db.add(
+            CollectedData(
+                source=datasource_name,
+                source_id=str(source_id),
+                entity_key=f"{datasource_name}:{source_id}",
+                data_type=target_schema,
+                name=name,
+                title=name,
+                extra_data=metadata,
+                collected_at=collected_at,
+                reference_date=reference_date,
+                is_valid=1,
+                is_current=True,
+                change_type="created",
+                change_summary={},
+            )
+        )
+
+    await db.commit()
+    return len(records)

backend/app/services/docs_gatekeeper.py

@@ -0,0 +1,121 @@
+"""Server-side Docs metadata and Gatekeeper authorization helpers."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Literal
+
+from app.models.user import User
+
+DocsAccess = Literal["public", "docs_user", "docs_developer", "docs_admin"]
+DocsLang = Literal["zh", "en"]
+
+VALID_DOCS_LANGS = {"zh", "en"}
+DOCS_README_FILENAME = "README.md"
+DEFAULT_DOCS_SLUG = "overview"
+
+REPO_ROOT = Path(__file__).resolve().parents[3]
+TECHNICAL_DOCS_ROOT = REPO_ROOT / "docs" / "technical"
+
+
+@dataclass(frozen=True)
+class DocsMetadata:
+    filename: str
+    slug: str
+    access: DocsAccess
+    group: str
+    order: int
+    zh_title: str
+    en_title: str
+
+
+DOCS_METADATA: tuple[DocsMetadata, ...] = (
+    DocsMetadata(DOCS_README_FILENAME, DEFAULT_DOCS_SLUG, "public", "Overview", 0, "技术文档", "Technical Docs"),
+    DocsMetadata("quickstart.md", "quickstart", "public", "Manual", 1, "快速开始", "Quickstart"),
+    DocsMetadata("manual.md", "manual", "public", "Manual", 2, "Planet 使用手册", "Planet Manual"),
+    DocsMetadata("faq.md", "faq", "public", "Manual", 3, "常见问题", "FAQ"),
+    DocsMetadata("location-pipeline-user.md", "location-pipeline-user", "public", "Manual", 4, "Earth 位置候选采集使用手册", "Earth Location Candidate Collection User Guide"),
+    DocsMetadata("earth-frontend-context.md", "earth-frontend-context", "docs_developer", "Earth", 10, "Earth 前端结构", "Earth Frontend Context"),
+    DocsMetadata("earth-layer-style-reference.md", "earth-layer-style-reference", "docs_developer", "Earth", 11, "Earth 图层样式属性索引", "Earth Layer Style Reference"),
+    DocsMetadata("earth-render-layer-order.md", "earth-render-layer-order", "docs_developer", "Earth", 12, "Earth 渲染图层顺序", "Earth Render Layer Order"),
+    DocsMetadata("earth-satellite-footprint-policy.md", "earth-satellite-footprint-policy", "docs_developer", "Earth", 13, "Earth 卫星覆盖策略", "Earth Satellite Footprint Policy"),
+    DocsMetadata("earth-bgp-context.md", "earth-bgp-context", "docs_developer", "Earth", 14, "BGP 态势上下文", "BGP Context"),
+    DocsMetadata("earth-news-live-streams-collector-format.md", "earth-news-live-streams-collector-format", "docs_developer", "Earth", 15, "新闻直播采集格式", "News Live Streams Collector Format"),
+    DocsMetadata("earth-interactable-usage.md", "earth-interactable-usage", "docs_developer", "Earth", 16, "Earth 可交互图标接入", "Earth Interactable Usage"),
+    DocsMetadata("earth-toolbar-overlay-coordination.md", "earth-toolbar-overlay-coordination", "docs_developer", "Earth", 17, "Earth 工具栏与浮层协同", "Earth Toolbar and Overlay Coordination"),
+    DocsMetadata("frontend-admin-frontend-context.md", "frontend-admin-frontend-context", "docs_developer", "Frontend", 20, "控制台前端结构", "Admin Frontend Context"),
+    DocsMetadata("frontend-layout-guidelines.md", "frontend-layout-guidelines", "docs_developer", "Frontend", 21, "前端布局指南", "Frontend Layout Guidelines"),
+    DocsMetadata("docs-gatekeeper-development.md", "docs-gatekeeper-development", "docs_developer", "Frontend", 22, "Docs Gatekeeper 开发说明", "Docs Gatekeeper Development Guide"),
+    DocsMetadata("backend-collectors.md", "backend-collectors", "docs_developer", "Backend", 30, "数据采集系统", "Data Collectors"),
+    DocsMetadata("backend-system-service-control.md", "backend-system-service-control", "docs_admin", "Backend", 31, "系统服务控制", "System Service Control"),
+    DocsMetadata("datasource-collector-settings-connectivity.md", "datasource-collector-settings-connectivity", "docs_developer", "Backend", 32, "数据源、采集器设置与连接验证", "Datasource Collector Settings and Connectivity"),
+    DocsMetadata("backend-datasources-api-performance.md", "backend-datasources-api-performance", "docs_developer", "Backend", 33, "数据源 API 性能", "Datasource API Performance"),
+    DocsMetadata("location-pipeline-development.md", "location-pipeline-development", "docs_developer", "Backend", 34, "通用位置估算管线开发说明", "Shared Location Resolution Pipeline Development Guide"),
+    DocsMetadata("agents-aiprovider.md", "agents-aiprovider", "docs_developer", "Agents", 40, "AI Provider 指南", "AI Provider Guide"),
+    DocsMetadata("ops-runbook.md", "ops-runbook", "docs_admin", "Ops", 49, "Planet 运维手册", "Planet Ops Runbook"),
+    DocsMetadata("ops-docker-compose-buildx-upgrade.md", "ops-docker-compose-buildx-upgrade", "docs_admin", "Ops", 50, "Docker + Compose + Buildx 升级", "Docker + Compose + Buildx Upgrade"),
+    DocsMetadata("ops-planet-sh-startup.md", "ops-planet-sh-startup", "docs_admin", "Ops", 51, "planet.sh 启动机制", "planet.sh Startup"),
+)
+
+DOCS_BY_SLUG = {entry.slug: entry for entry in DOCS_METADATA}
+
+
+def get_user_gatekeeper_groups(user: User | None) -> set[str]:
+    if user is None:
+        return set()
+
+    role = user.role.value if hasattr(user.role, "value") else str(user.role or "")
+    if role == "super_admin":
+        return {"docs_user", "docs_developer", "docs_admin"}
+    if role == "admin":
+        return {"docs_user", "docs_developer", "docs_admin"}
+
+    groups = set()
+    raw_groups = user.gatekeeper_groups or []
+    if isinstance(raw_groups, list):
+        groups.update(str(group) for group in raw_groups)
+
+    if "docs_admin" in groups:
+        groups.update({"docs_developer", "docs_user"})
+    if "docs_developer" in groups:
+        groups.add("docs_user")
+    return groups
+
+
+def can_read_doc(entry: DocsMetadata, user: User | None) -> bool:
+    if entry.access == "public":
+        return True
+    return entry.access in get_user_gatekeeper_groups(user)
+
+
+def doc_path_for(entry: DocsMetadata, lang: str) -> Path:
+    if lang not in VALID_DOCS_LANGS:
+        raise ValueError("Unsupported docs language")
+    return TECHNICAL_DOCS_ROOT / lang / entry.filename
+
+
+def title_for(entry: DocsMetadata, lang: str) -> str:
+    return entry.zh_title if lang == "zh" else entry.en_title
+
+
+def catalog_for_user(user: User | None) -> list[dict]:
+    items: list[dict] = []
+    for entry in DOCS_METADATA:
+        if not can_read_doc(entry, user):
+            continue
+        for lang in sorted(VALID_DOCS_LANGS):
+            if not doc_path_for(entry, lang).exists():
+                continue
+            items.append(
+                {
+                    "slug": entry.slug,
+                    "filename": entry.filename,
+                    "lang": lang,
+                    "title": title_for(entry, lang),
+                    "group": entry.group,
+                    "order": entry.order,
+                    "access": entry.access,
+                }
+            )
+    return sorted(items, key=lambda item: (item["lang"], item["order"], item["title"]))

backend/app/services/earth_news.py

@@ -30,6 +30,14 @@ class RegionProfile:
     accent: str
 
 
+@dataclass(frozen=True)
+class RegionAnchor:
+    region: str
+    label: str
+    latitude: float
+    longitude: float
+
+
 @dataclass(frozen=True)
 class NewsFeedSource:
     id: str
@@ -95,6 +103,39 @@ REGION_PROFILES: dict[str, RegionProfile] = {
     ),
 }
 
+REGION_ANCHORS: dict[str, RegionAnchor] = {
+    "americas": RegionAnchor(
+        region="americas",
+        label="美洲",
+        latitude=37.0902,
+        longitude=-95.7129,
+    ),
+    "europe": RegionAnchor(
+        region="europe",
+        label="欧洲",
+        latitude=50.1109,
+        longitude=8.6821,
+    ),
+    "middle-east-africa": RegionAnchor(
+        region="middle-east-africa",
+        label="中东与非洲",
+        latitude=25.2048,
+        longitude=55.2708,
+    ),
+    "asia-pacific": RegionAnchor(
+        region="asia-pacific",
+        label="亚太",
+        latitude=1.3521,
+        longitude=103.8198,
+    ),
+    "global": RegionAnchor(
+        region="global",
+        label="全球",
+        latitude=20.0,
+        longitude=0.0,
+    ),
+}
+
 
 def _google_news_feed(query: str, *, hl: str, gl: str, ceid: str) -> str:
     return (
@@ -213,6 +254,10 @@ def get_region_profile(region: str) -> RegionProfile:
     return REGION_PROFILES.get(region, REGION_PROFILES["global"])
 
 
+def get_region_anchor(region: str) -> RegionAnchor:
+    return REGION_ANCHORS.get(region, REGION_ANCHORS["global"])
+
+
 def get_sources_for_region(region: str) -> list[NewsFeedSource]:
     return sorted(
         [source for source in NEWS_FEED_SOURCES if source.region in {"global", region}],
@@ -342,6 +387,7 @@ def _serialize_sources(sources: list[NewsFeedSource]) -> list[dict[str, Any]]:
 
 def _serialize_item(item: ParsedNewsItem, *, active_region: str) -> dict[str, Any]:
     published_at = item.published_at
+    anchor = get_region_anchor(item.feed_region)
     return {
         "id": item.id,
         "title": item.title,
@@ -352,6 +398,10 @@ def _serialize_item(item: ParsedNewsItem, *, active_region: str) -> dict[str, An
         "region": item.feed_region,
         "homepage_url": item.homepage_url,
         "published_at": published_at.isoformat().replace("+00:00", "Z") if published_at else None,
+        "latitude": anchor.latitude,
+        "longitude": anchor.longitude,
+        "location_label": anchor.label,
+        "location_inferred": True,
         "is_focus_match": item.feed_region == active_region,
     }
 

backend/app/services/email.py

@@ -0,0 +1,123 @@
+"""SMTP-backed email sender.
+
+Generic primitive used by registration/verification today, reusable for alert
+digests and other notifications later. Configuration lives in the `smtp` row of
+`system_settings` and is loaded once per send (small surface, no caching layer
+yet to keep behavior obvious after settings changes).
+"""
+
+from __future__ import annotations
+
+from email.message import EmailMessage
+from typing import Literal, Optional
+
+import aiosmtplib
+from sqlalchemy.ext.asyncio import AsyncSession
+
+OtpPurpose = Literal["register", "verify_email", "reset_password"]
+
+
+class EmailError(Exception):
+    code: str = "EMAIL_ERROR"
+
+
+class EmailNotConfiguredError(EmailError):
+    code = "EMAIL_PROVIDER_NOT_CONFIGURED"
+
+
+class EmailSendError(EmailError):
+    code = "EMAIL_SEND_FAILED"
+
+
+async def _load_smtp_config(db: AsyncSession) -> dict:
+    from app.api.v1.settings import get_setting_payload  # local import avoids cycle
+
+    payload = await get_setting_payload(db, "smtp")
+    if not payload.get("host") or not payload.get("from_address"):
+        raise EmailNotConfiguredError("SMTP host/from_address not set")
+    return payload
+
+
+async def send_email(
+    db: AsyncSession,
+    *,
+    to: str,
+    subject: str,
+    text_body: str,
+    html_body: Optional[str] = None,
+    config: Optional[dict] = None,
+) -> None:
+    cfg = config or await _load_smtp_config(db)
+
+    message = EmailMessage()
+    from_name = (cfg.get("from_name") or "").strip()
+    from_address = cfg["from_address"]
+    message["From"] = f"{from_name} <{from_address}>" if from_name else from_address
+    message["To"] = to
+    message["Subject"] = subject
+    message.set_content(text_body)
+    if html_body:
+        message.add_alternative(html_body, subtype="html")
+
+    use_tls = bool(cfg.get("use_tls", True))
+    use_starttls = bool(cfg.get("use_starttls", False))
+    port = int(cfg.get("port") or (465 if use_tls else 587))
+
+    try:
+        await aiosmtplib.send(
+            message,
+            hostname=cfg["host"],
+            port=port,
+            username=cfg.get("username") or None,
+            password=cfg.get("password") or None,
+            use_tls=use_tls and not use_starttls,
+            start_tls=use_starttls,
+            timeout=int(cfg.get("timeout_seconds") or 20),
+        )
+    except aiosmtplib.SMTPException as exc:
+        raise EmailSendError(str(exc)) from exc
+    except OSError as exc:
+        raise EmailSendError(str(exc)) from exc
+
+
+_SUBJECTS: dict[OtpPurpose, str] = {
+    "register": "Confirm your Planet account",
+    "verify_email": "Verify your Planet email",
+    "reset_password": "Reset your Planet password",
+}
+
+_HEADLINES: dict[OtpPurpose, str] = {
+    "register": "Welcome to Planet — confirm your email to activate your account.",
+    "verify_email": "Confirm your new email address to keep your Planet account active.",
+    "reset_password": "Use this code to set a new password for your Planet account.",
+}
+
+
+async def send_verification_email(
+    db: AsyncSession,
+    *,
+    to: str,
+    code: str,
+    purpose: OtpPurpose,
+    config: Optional[dict] = None,
+) -> None:
+    subject = _SUBJECTS[purpose]
+    headline = _HEADLINES[purpose]
+    text_body = (
+        f"{headline}\n\n"
+        f"Your verification code: {code}\n"
+        "This code expires in 10 minutes. If you did not request it, ignore this email.\n"
+    )
+    html_body = (
+        f"<p>{headline}</p>"
+        f"<p style=\"font-size:24px;letter-spacing:4px;font-family:monospace\"><b>{code}</b></p>"
+        "<p>This code expires in 10 minutes. If you did not request it, ignore this email.</p>"
+    )
+    await send_email(
+        db,
+        to=to,
+        subject=subject,
+        text_body=text_body,
+        html_body=html_body,
+        config=config,
+    )

backend/app/services/llm_provider_catalog.py

@@ -0,0 +1,150 @@
+"""LLM provider presets used by Settings and the runtime AI provider bridge."""
+
+from __future__ import annotations
+
+from typing import Any
+
+import httpx
+
+MODELS_DEV_URL = "https://models.dev/api.json"
+
+
+FALLBACK_LLM_PROVIDER_PRESETS: dict[str, dict[str, Any]] = {
+    "minimax": {
+        "provider": "minimax",
+        "label": "MiniMax",
+        "provider_api": "anthropic-messages",
+        "base_url": "https://api.minimaxi.com/anthropic",
+        "model": "MiniMax-M2.7",
+        "models": ["MiniMax-M2.7", "MiniMax-M2.7-highspeed", "MiniMax-M2.5", "MiniMax-M2"],
+        "api_key_env": "MINIMAX_API_KEY",
+        "source": "fallback",
+    },
+    "openai": {
+        "provider": "openai",
+        "label": "OpenAI",
+        "provider_api": "openai-completions",
+        "base_url": "https://api.openai.com/v1",
+        "model": "gpt-5.1",
+        "models": ["gpt-5.1", "gpt-5.1-codex", "gpt-4.1", "gpt-4o"],
+        "api_key_env": "OPENAI_API_KEY",
+        "source": "fallback",
+    },
+    "anthropic": {
+        "provider": "anthropic",
+        "label": "Anthropic",
+        "provider_api": "anthropic-messages",
+        "base_url": "https://api.anthropic.com/v1",
+        "model": "claude-sonnet-4-6",
+        "models": ["claude-sonnet-4-6", "claude-opus-4-5", "claude-3-5-haiku-20241022"],
+        "api_key_env": "ANTHROPIC_API_KEY",
+        "source": "fallback",
+    },
+    "deepseek": {
+        "provider": "deepseek",
+        "label": "DeepSeek",
+        "provider_api": "openai-completions",
+        "base_url": "https://api.deepseek.com/v1",
+        "model": "deepseek-chat",
+        "models": ["deepseek-chat", "deepseek-reasoner"],
+        "api_key_env": "DEEPSEEK_API_KEY",
+        "source": "fallback",
+    },
+    "alibaba": {
+        "provider": "alibaba",
+        "label": "Alibaba Qwen / DashScope",
+        "provider_api": "openai-completions",
+        "base_url": "https://dashscope.aliyuncs.com/compatible-mode/v1",
+        "model": "qwen3-max",
+        "models": ["qwen3-max", "qwen3.5-plus", "qwen-max", "qwen-plus"],
+        "api_key_env": "DASHSCOPE_API_KEY",
+        "source": "fallback",
+    },
+    "moonshotai": {
+        "provider": "moonshotai",
+        "label": "Moonshot AI / Kimi",
+        "provider_api": "openai-completions",
+        "base_url": "https://api.moonshot.ai/v1",
+        "model": "kimi-k2.5",
+        "models": ["kimi-k2.5", "kimi-k2-thinking", "kimi-k2-turbo-preview"],
+        "api_key_env": "MOONSHOT_API_KEY",
+        "source": "fallback",
+    },
+    "openrouter": {
+        "provider": "openrouter",
+        "label": "OpenRouter",
+        "provider_api": "openai-completions",
+        "base_url": "https://openrouter.ai/api/v1",
+        "model": "openai/gpt-5.1",
+        "models": ["openai/gpt-5.1", "anthropic/claude-sonnet-4.5", "qwen/qwen3-max"],
+        "api_key_env": "OPENROUTER_API_KEY",
+        "source": "fallback",
+    },
+    "ollama": {
+        "provider": "ollama",
+        "label": "Ollama Local",
+        "provider_api": "ollama-generate",
+        "base_url": "http://127.0.0.1:11434",
+        "model": "qwen2.5:7b",
+        "models": ["qwen2.5:7b", "llama3.1:8b", "mistral:7b"],
+        "api_key_env": "",
+        "source": "fallback",
+    },
+}
+
+MODELS_DEV_PROVIDER_KEYS = {
+    "minimax": "minimax",
+    "openai": "openai",
+    "anthropic": "anthropic",
+    "deepseek": "deepseek",
+    "alibaba": "alibaba",
+    "moonshotai": "moonshotai",
+    "openrouter": "openrouter",
+}
+
+
+def list_fallback_llm_provider_presets() -> list[dict[str, Any]]:
+    return [dict(value) for value in FALLBACK_LLM_PROVIDER_PRESETS.values()]
+
+
+def get_fallback_llm_provider_preset(provider: str) -> dict[str, Any]:
+    key = provider.strip().lower()
+    if key not in FALLBACK_LLM_PROVIDER_PRESETS:
+        raise ValueError(f"Unsupported LLM provider preset: {provider}")
+    return dict(FALLBACK_LLM_PROVIDER_PRESETS[key])
+
+
+async def refresh_llm_provider_preset(provider: str) -> dict[str, Any]:
+    fallback = get_fallback_llm_provider_preset(provider)
+    models_dev_key = MODELS_DEV_PROVIDER_KEYS.get(fallback["provider"])
+    if not models_dev_key:
+        return fallback
+
+    async with httpx.AsyncClient(timeout=15.0, follow_redirects=True) as client:
+        response = await client.get(
+            MODELS_DEV_URL,
+            headers={"User-Agent": "Planet/1.0"},
+        )
+        response.raise_for_status()
+        catalog = response.json()
+
+    upstream = catalog.get(models_dev_key)
+    if not isinstance(upstream, dict):
+        return fallback
+
+    upstream_models = upstream.get("models") if isinstance(upstream.get("models"), dict) else {}
+    model_ids = list(upstream_models.keys())[:80]
+    base_url = upstream.get("api") or fallback["base_url"]
+    if fallback["provider"] == "deepseek" and base_url == "https://api.deepseek.com":
+        base_url = "https://api.deepseek.com/v1"
+
+    refreshed = {
+        **fallback,
+        "label": upstream.get("name") or fallback["label"],
+        "base_url": base_url,
+        "model": model_ids[0] if model_ids else fallback["model"],
+        "models": model_ids or fallback["models"],
+        "api_key_env": (upstream.get("env") or [fallback["api_key_env"]])[0],
+        "source": MODELS_DEV_URL,
+    }
+    return refreshed

backend/app/services/location/__init__.py

@@ -0,0 +1,57 @@
+"""Shared location-resolution pipeline.
+
+A reusable abstraction for "given a record, decide its lat/lon" — used by
+compute centers, BGP collectors, BGP events, and any future entity that needs
+location estimation.
+
+Each domain wires its own :class:`LocationPipeline` from a sequence of
+:class:`LocationResolver` instances. Future algorithms (peeringdb, IXP tables,
+user-confirmed coordinates, …) plug in by implementing the protocol — no
+changes needed to consumers.
+"""
+
+from .models import (
+    LocationCandidate,
+    LocationQuery,
+    ResolutionDiagnostic,
+    ResolutionResult,
+    ResolverOutput,
+)
+from .pipeline import LocationPipeline, LocationResolver
+from .resolvers.inherit import InheritFromAnotherEntityResolver
+from .resolvers.nominatim import (
+    NominatimResolver,
+    build_default_nominatim_geocoder,
+    interpret_geocode_result,
+)
+from .resolvers.registry import RegistryResolver, default_score_alias_match
+from .resolvers.source_coordinates import SourceCoordinatesResolver
+from .text import (
+    city_key,
+    coerce_str,
+    normalize_country_text,
+    normalize_text,
+    parse_float,
+)
+
+__all__ = [
+    "LocationCandidate",
+    "LocationPipeline",
+    "LocationQuery",
+    "LocationResolver",
+    "ResolutionDiagnostic",
+    "ResolutionResult",
+    "ResolverOutput",
+    "InheritFromAnotherEntityResolver",
+    "NominatimResolver",
+    "RegistryResolver",
+    "SourceCoordinatesResolver",
+    "build_default_nominatim_geocoder",
+    "city_key",
+    "coerce_str",
+    "default_score_alias_match",
+    "interpret_geocode_result",
+    "normalize_country_text",
+    "normalize_text",
+    "parse_float",
+]

backend/app/services/location/models.py

@@ -0,0 +1,128 @@
+"""Domain-neutral data structures for the location pipeline."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from typing import Any, Mapping
+
+# Renderable precision tiers, ordered from most precise to least.
+RENDERABLE_PRECISIONS: tuple[str, ...] = ("precise", "site", "city")
+
+
+@dataclass(frozen=True)
+class LocationQuery:
+    """Domain-neutral input for the resolution pipeline.
+
+    ``name`` and ``aliases`` are matched against registry alias indexes;
+    ``city`` / ``country`` / ``region`` provide geographic context for both
+    registry lookups and Nominatim queries; ``source_latitude`` /
+    ``source_longitude`` short-circuit when the record already carries
+    coordinates; ``extra`` carries domain-specific fields (operator, site,
+    organization, asn, peer_ip, …) that resolvers can opt into.
+    """
+
+    name: str | None = None
+    aliases: tuple[str, ...] = ()
+    city: str | None = None
+    country: str | None = None
+    region: str | None = None
+    source_latitude: float | None = None
+    source_longitude: float | None = None
+    extra: Mapping[str, Any] = field(default_factory=dict)
+
+
+@dataclass(frozen=True)
+class LocationCandidate:
+    """A resolved location candidate produced by a resolver."""
+
+    latitude: float
+    longitude: float
+    display_name: str
+    precision: str  # "precise" | "site" | "city" | (rejected: country/unknown)
+    confidence: float
+    query: str
+    source: str
+    source_note: str | None
+    matched_fields: tuple[str, ...]
+    needs_confirmation: bool
+    city: str | None = None
+    region: str | None = None
+    country: str | None = None
+    matched_location_name: str | None = None
+    location_verified_at: str | None = None
+    suggested_registry_entry: dict[str, Any] | None = None
+    raw_payload: dict[str, Any] | None = None
+
+    def to_dict(self) -> dict[str, Any]:
+        return {
+            "latitude": self.latitude,
+            "longitude": self.longitude,
+            "display_name": self.display_name,
+            "precision": self.precision,
+            "confidence": self.confidence,
+            "query": self.query,
+            "source": self.source,
+            "source_note": self.source_note,
+            "matched_fields": list(self.matched_fields),
+            "needs_confirmation": self.needs_confirmation,
+            "city": self.city,
+            "region": self.region,
+            "country": self.country,
+            "matched_location_name": self.matched_location_name,
+            "location_verified_at": self.location_verified_at,
+            "suggested_registry_entry": self.suggested_registry_entry,
+            "raw_payload": self.raw_payload,
+        }
+
+
+@dataclass(frozen=True)
+class ResolverOutput:
+    """What a single resolver returns from one ``resolve()`` call."""
+
+    candidates: tuple[LocationCandidate, ...] = ()
+    attempted_queries: tuple[str, ...] = ()
+
+
+@dataclass(frozen=True)
+class ResolutionDiagnostic:
+    """Why we could not resolve, plus what we tried."""
+
+    failure_reason: str
+    attempted_queries: tuple[str, ...] = ()
+    record_id: int | None = None
+    source: str | None = None
+    source_id: str | None = None
+    name: str | None = None
+    country: str | None = None
+    city: str | None = None
+    site: str | None = None
+    operator: str | None = None
+    extra: Mapping[str, Any] = field(default_factory=dict)
+
+    def to_dict(self) -> dict[str, Any]:
+        return {
+            "failure_reason": self.failure_reason,
+            "attempted_queries": list(self.attempted_queries),
+            "record_id": self.record_id,
+            "source": self.source,
+            "source_id": self.source_id,
+            "name": self.name,
+            "country": self.country,
+            "city": self.city,
+            "site": self.site,
+            "operator": self.operator,
+            **({"extra": dict(self.extra)} if self.extra else {}),
+        }
+
+
+@dataclass(frozen=True)
+class ResolutionResult:
+    """Pipeline output: best candidate (if any) + diagnostic on miss."""
+
+    location: LocationCandidate | None
+    diagnostic: ResolutionDiagnostic | None
+    attempted_queries: tuple[str, ...] = ()
+
+    @property
+    def is_resolved(self) -> bool:
+        return bool(self.location)

backend/app/services/location/pipeline.py

@@ -0,0 +1,126 @@
+"""Pipeline that runs a sequence of :class:`LocationResolver` instances."""
+
+from __future__ import annotations
+
+from typing import Protocol, Sequence
+
+from .models import (
+    LocationCandidate,
+    LocationQuery,
+    ResolutionDiagnostic,
+    ResolutionResult,
+    ResolverOutput,
+)
+
+
+class LocationResolver(Protocol):
+    """Pluggable location resolution step.
+
+    Implementations: ``SourceCoordinatesResolver``, ``RegistryResolver``,
+    ``NominatimResolver``, ``InheritFromAnotherEntityResolver`` — see the
+    ``resolvers`` subpackage. New algorithms (peeringdb / IXP / user-confirmed
+    coordinates) plug in by implementing this protocol; the pipeline does not
+    care how candidates are produced.
+    """
+
+    name: str
+
+    def resolve(self, query: LocationQuery) -> ResolverOutput: ...
+
+
+def default_candidate_sort_key(
+    candidate: LocationCandidate,
+) -> tuple[int, int, float]:
+    precision_rank = {"precise": 0, "site": 1, "city": 2}.get(
+        candidate.precision, 9
+    )
+    source_rank = {
+        "source_coordinates": 0,
+        "stored_compute_center_location": 1,
+        "stored_collector_location": 1,
+        "ror_organization_registry": 2,
+        "inherited": 3,
+        "nominatim_online_geocode": 4,
+        "local_registry": 8,
+        "local_registry_city": 9,
+    }.get(candidate.source, 9)
+    return (source_rank, precision_rank, -float(candidate.confidence or 0))
+
+
+class LocationPipeline:
+    """Orchestrate a sequence of resolvers.
+
+    ``collect_candidates`` runs every resolver and returns *all* deduped
+    candidates plus the queries each resolver attempted (useful for
+    user-facing "why didn't this work?" diagnostics).
+
+    ``resolve_best`` returns the top candidate per
+    :func:`default_candidate_sort_key` (or a custom sort).
+    """
+
+    def __init__(
+        self,
+        resolvers: Sequence[LocationResolver],
+        *,
+        sort_key=default_candidate_sort_key,
+        failure_reason: str = (
+            "Could not resolve to renderable coordinates from any configured resolver."
+        ),
+    ) -> None:
+        self._resolvers = list(resolvers)
+        self._sort_key = sort_key
+        self._failure_reason = failure_reason
+
+    @property
+    def resolvers(self) -> tuple[LocationResolver, ...]:
+        return tuple(self._resolvers)
+
+    def collect_candidates(
+        self, query: LocationQuery
+    ) -> tuple[list[LocationCandidate], list[str]]:
+        candidates: list[LocationCandidate] = []
+        attempted: list[str] = []
+        seen_keys: set[tuple[str, str, str]] = set()
+
+        for resolver in self._resolvers:
+            output = resolver.resolve(query)
+            for q in output.attempted_queries:
+                if q and q not in attempted:
+                    attempted.append(q)
+            for candidate in output.candidates:
+                key = (
+                    candidate.source,
+                    f"{candidate.latitude:.4f}",
+                    f"{candidate.longitude:.4f}",
+                )
+                if key in seen_keys:
+                    continue
+                seen_keys.add(key)
+                candidates.append(candidate)
+
+        candidates.sort(key=self._sort_key)
+        return candidates, attempted
+
+    def resolve_best(self, query: LocationQuery) -> ResolutionResult:
+        candidates, attempted = self.collect_candidates(query)
+        if candidates:
+            return ResolutionResult(
+                location=candidates[0],
+                diagnostic=None,
+                attempted_queries=tuple(attempted),
+            )
+        return ResolutionResult(
+            location=None,
+            diagnostic=ResolutionDiagnostic(
+                failure_reason=self._failure_reason,
+                attempted_queries=tuple(attempted),
+                name=query.name,
+                country=query.country,
+                city=query.city,
+                site=str(query.extra.get("site")) if query.extra.get("site") else None,
+                operator=str(query.extra.get("operator"))
+                if query.extra.get("operator")
+                else None,
+            ),
+            attempted_queries=tuple(attempted),
+        )

backend/app/services/location/resolvers/__init__.py

@@ -0,0 +1,20 @@
+"""Built-in resolver implementations."""
+
+from .inherit import InheritFromAnotherEntityResolver
+from .nominatim import (
+    NominatimResolver,
+    build_default_nominatim_geocoder,
+    interpret_geocode_result,
+)
+from .registry import RegistryResolver, default_score_alias_match
+from .source_coordinates import SourceCoordinatesResolver
+
+__all__ = [
+    "InheritFromAnotherEntityResolver",
+    "NominatimResolver",
+    "RegistryResolver",
+    "SourceCoordinatesResolver",
+    "build_default_nominatim_geocoder",
+    "default_score_alias_match",
+    "interpret_geocode_result",
+]

backend/app/services/location/resolvers/inherit.py

@@ -0,0 +1,31 @@
+"""Resolver that inherits a candidate from another entity's resolution.
+
+Used by BGP events to pick up the location of their owning collector. The
+``source_lookup`` callable is the only domain coupling — it receives the
+incoming :class:`LocationQuery` and returns either an already-resolved
+:class:`LocationCandidate` (typically by querying another pipeline) or
+``None`` to signal "no parent location available".
+"""
+
+from __future__ import annotations
+
+from typing import Callable
+
+from ..models import LocationCandidate, LocationQuery, ResolverOutput
+
+
+class InheritFromAnotherEntityResolver:
+    def __init__(
+        self,
+        *,
+        source_lookup: Callable[[LocationQuery], LocationCandidate | None],
+        name: str = "inherited",
+    ) -> None:
+        self.name = name
+        self._lookup = source_lookup
+
+    def resolve(self, query: LocationQuery) -> ResolverOutput:
+        result = self._lookup(query)
+        if result is None:
+            return ResolverOutput()
+        return ResolverOutput(candidates=(result,))

backend/app/services/location/resolvers/nominatim.py

@@ -0,0 +1,292 @@
+"""Nominatim-backed online geocoder.
+
+The actual HTTP call is encapsulated in :func:`build_default_nominatim_geocoder`
+which returns an ``lru_cache``-wrapped function. Domain modules typically:
+
+1. Build a default geocoder via :func:`build_default_nominatim_geocoder`.
+2. Re-export it under a stable module-level name (e.g. ``_geocode_online``).
+3. Pass a *late-binding lambda* (``lambda q: _geocode_online(q)``) to
+   :class:`NominatimResolver`.
+
+This ensures tests that ``monkeypatch.setattr(module, "_geocode_online", ...)``
+can swap the geocoder behavior without touching pipeline construction.
+"""
+
+from __future__ import annotations
+
+import time
+from functools import lru_cache
+from typing import Any, Callable
+
+import httpx
+
+from ..models import LocationCandidate, LocationQuery, ResolverOutput
+from ..text import (
+    coerce_str,
+    normalize_country_text,
+    normalize_text,
+    parse_float,
+)
+
+NOMINATIM_SEARCH_URL = "https://nominatim.openstreetmap.org/search"
+DEFAULT_USER_AGENT = "planet-earth-location-resolver/1.0"
+DEFAULT_MIN_INTERVAL_SECONDS = 1.1
+DEFAULT_TIMEOUT_SECONDS = 8.0
+
+
+def build_default_nominatim_geocoder(
+    *,
+    user_agent: str = DEFAULT_USER_AGENT,
+    min_interval_seconds: float = DEFAULT_MIN_INTERVAL_SECONDS,
+    timeout_seconds: float = DEFAULT_TIMEOUT_SECONDS,
+    cache_size: int = 512,
+) -> Callable[[str], dict[str, Any] | None]:
+    """Return a cached, rate-limited Nominatim geocoder."""
+
+    last_request_at = [0.0]
+
+    @lru_cache(maxsize=cache_size)
+    def geocode(query: str) -> dict[str, Any] | None:
+        if not query:
+            return None
+        elapsed = time.monotonic() - last_request_at[0]
+        if elapsed < min_interval_seconds:
+            time.sleep(min_interval_seconds - elapsed)
+        last_request_at[0] = time.monotonic()
+        response = httpx.get(
+            NOMINATIM_SEARCH_URL,
+            params={
+                "q": query,
+                "format": "jsonv2",
+                "limit": 1,
+                "addressdetails": 1,
+            },
+            headers={"User-Agent": user_agent},
+            timeout=timeout_seconds,
+        )
+        response.raise_for_status()
+        payload = response.json()
+        if not isinstance(payload, list) or not payload:
+            return None
+        result = payload[0]
+        if not isinstance(result, dict):
+            return None
+        return result
+
+    return geocode
+
+
+_DEFAULT_SITE_CATEGORIES = frozenset(
+    {
+        "amenity",
+        "office",
+        "building",
+        "industrial",
+        "research",
+        "university",
+        "education",
+        "tourism",
+        "shop",
+        "man_made",
+        "campus",
+        "research_institute",
+    }
+)
+
+
+def interpret_geocode_result(
+    result: dict[str, Any],
+    *,
+    matched_fields: tuple[str, ...],
+    context_country: str | None,
+    site_categories: frozenset[str] = _DEFAULT_SITE_CATEGORIES,
+    site_promoting_match_fields: frozenset[str] = frozenset(
+        {"site", "operator", "name"}
+    ),
+) -> tuple[float, float, dict[str, Any], str] | None:
+    """Validate a Nominatim raw result. Returns (lat, lon, address, classification)."""
+    latitude = parse_float(result.get("lat"))
+    longitude = parse_float(result.get("lon"))
+    if latitude in (None, 0.0) or longitude in (None, 0.0):
+        return None
+
+    address = result.get("address") if isinstance(result.get("address"), dict) else {}
+    if not isinstance(address, dict):
+        address = {}
+
+    has_city_level = bool(
+        address.get("city")
+        or address.get("town")
+        or address.get("village")
+        or address.get("municipality")
+        or address.get("hamlet")
+        or address.get("suburb")
+    )
+    osm_class = str(result.get("class") or "").lower()
+    osm_type = str(result.get("type") or "").lower()
+    is_site_like = osm_class in site_categories or osm_type in site_categories
+    if not has_city_level and not is_site_like:
+        return None
+
+    if context_country:
+        normalized_context = normalize_text(normalize_country_text(context_country))
+        normalized_result = normalize_text(
+            normalize_country_text(address.get("country"))
+        )
+        if (
+            normalized_context
+            and normalized_result
+            and normalized_context != normalized_result
+        ):
+            return None
+
+    classification = (
+        "site"
+        if (
+            is_site_like
+            and has_city_level
+            and any(field in site_promoting_match_fields for field in matched_fields)
+        )
+        else "city"
+    )
+    return float(latitude), float(longitude), address, classification
+
+
+def _candidate_from_geocode(
+    *,
+    query: LocationQuery,
+    geocode_query: str,
+    matched_fields: tuple[str, ...],
+    raw_result: dict[str, Any],
+    interpret: Callable[..., tuple[float, float, dict[str, Any], str] | None],
+    source: str,
+    site_confidence: float,
+    city_confidence: float,
+) -> LocationCandidate | None:
+    interpreted = interpret(
+        raw_result,
+        matched_fields=matched_fields,
+        context_country=query.country,
+    )
+    if not interpreted:
+        return None
+    latitude, longitude, address, classification = interpreted
+    city = (
+        address.get("city")
+        or address.get("town")
+        or address.get("village")
+        or address.get("municipality")
+        or query.city
+        or None
+    )
+    region = address.get("state") or address.get("region")
+    country = address.get("country") or query.country or None
+    display_name = raw_result.get("display_name") or geocode_query
+    confidence = city_confidence if classification == "city" else site_confidence
+
+    extra = query.extra or {}
+    suggested_registry_entry = {
+        "canonical_name": (
+            (query.aliases[0] if query.aliases else None)
+            or query.name
+            or display_name
+        ),
+        "aliases": list(
+            {
+                value
+                for value in [
+                    query.name,
+                    *query.aliases,
+                    coerce_str(extra.get("operator")),
+                    coerce_str(extra.get("site")),
+                ]
+                if value
+            }
+        ),
+        "operator": coerce_str(extra.get("operator")) or None,
+        "site": coerce_str(extra.get("site"))
+        or coerce_str(extra.get("organization"))
+        or None,
+        "country": country,
+        "city": city,
+        "region": region,
+        "latitude": latitude,
+        "longitude": longitude,
+        "precision": classification,
+        "confidence": confidence,
+        "source_note": (
+            f"Resolved via Nominatim query '{geocode_query}' → {display_name}"
+        ),
+    }
+    return LocationCandidate(
+        latitude=latitude,
+        longitude=longitude,
+        display_name=display_name,
+        precision=classification,
+        confidence=confidence,
+        query=geocode_query,
+        source=source,
+        source_note=f"Nominatim search result: {display_name}",
+        matched_fields=matched_fields,
+        needs_confirmation=True,
+        city=city,
+        region=region,
+        country=country,
+        matched_location_name=display_name,
+        location_verified_at=None,
+        suggested_registry_entry=suggested_registry_entry,
+    )
+
+
+class NominatimResolver:
+    """Run a domain-specific query plan against Nominatim."""
+
+    def __init__(
+        self,
+        *,
+        query_plan_builder: Callable[
+            [LocationQuery], list[tuple[str, tuple[str, ...]]]
+        ],
+        geocoder: Callable[[str], dict[str, Any] | None],
+        name: str = "nominatim_online_geocode",
+        site_confidence: float = 0.72,
+        city_confidence: float = 0.62,
+        interpret: Callable[..., tuple[float, float, dict[str, Any], str] | None] = (
+            interpret_geocode_result
+        ),
+    ) -> None:
+        self.name = name
+        self._query_plan_builder = query_plan_builder
+        self._geocoder = geocoder
+        self._site_confidence = site_confidence
+        self._city_confidence = city_confidence
+        self._interpret = interpret
+
+    def resolve(self, query: LocationQuery) -> ResolverOutput:
+        plan = self._query_plan_builder(query)
+        candidates: list[LocationCandidate] = []
+        attempted: list[str] = []
+        for geocode_query, matched_fields in plan:
+            attempted.append(geocode_query)
+            try:
+                raw_result = self._geocoder(geocode_query)
+            except Exception:
+                continue
+            if not raw_result:
+                continue
+            candidate = _candidate_from_geocode(
+                query=query,
+                geocode_query=geocode_query,
+                matched_fields=matched_fields,
+                raw_result=raw_result,
+                interpret=self._interpret,
+                source=self.name,
+                site_confidence=self._site_confidence,
+                city_confidence=self._city_confidence,
+            )
+            if candidate is not None:
+                candidates.append(candidate)
+        return ResolverOutput(
+            candidates=tuple(candidates),
+            attempted_queries=tuple(attempted),
+        )