中文 AI 可引用性（GEO/AEO）体检

by savantcat.cn · remote · no sign-in to list tools · v1.1.0 · published by cn.savantcat

中文站能否被豆包/DeepSeek/文心/Kimi 抓取、读懂、引用：可引用性审计、信源池占位探测、五大指标测量、修复计划、观测时序追踪

Changes · 4

Compare Registry entry

7 tools: 4 change things and 3 only read.

Scanned Oct 21, 2026

Deletes or cancels0Claude Code: deny
Can't be undone0Claude Code: ask
Changes things4Claude Code: ask: see these tools
Only reads3Claude Code: allow: see these tools

No check matched anything in the tool definitions. No finding is not a safety guarantee. How the checks work.

claude mcp add --transport http geo-cn https://savantcat.cn/mcp-geo

Tools

Open a tool for its reasons and full description. Descriptions are the publisher's own words, shown as they are.

7 tools

Changes things 4Creates or changes something that can be changed back.Claude Code: ask

audit_cn_citability审计一个网站/页面能否被中文 AI 搜索（豆包、DeepSeek、文心、Kimi 等）抓取、解析与引用。一次抓取完成六层检查：可抓取（含中国爬虫矩阵与边缘层拦截实测）、可解析、可引用、实体一致、分发、可信可自验；返回 0-100 分与 A-F 等级、逐项证据、优先修复清单。用途场景：客户站点体检、上线前自检；传 compare_with 可做竞品对比（…No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
审计一个网站/页面能否被中文 AI 搜索（豆包、DeepSeek、文心、Kimi 等）抓取、解析与引用。一次抓取完成六层检查：可抓取（含中国爬虫矩阵与边缘层拦截实测）、可解析、可引用、实体一致、分发、可信可自验；返回 0-100 分与 A-F 等级、逐项证据、优先修复清单。用途场景：客户站点体检、上线前自检；传 compare_with 可做竞品对比（逐层与逐项差异）。注意：只做确定性检查，不调用大模型；评分口径见 scoring_version。
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true
plan_fixes按缺口生成优先修复计划（可直接交给客户或工程执行）。两种用法：① 传 fail_ids（逗号分隔的自查项编号，如 "L1-3,L2-4"）；② 传 url，工具先审计再出计划。返回：按权重排序的修复项、每项「为什么」「怎么补」「验收方式」。No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
按缺口生成优先修复计划（可直接交给客户或工程执行）。两种用法：① 传 fail_ids（逗号分隔的自查项编号，如 "L1-3,L2-4"）；② 传 url，工具先审计再出计划。返回：按权重排序的修复项、每项「为什么」「怎么补」「验收方式」。
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true
probe_source_pool探测一个中文问题在信源池里的实际占位分布，并判断你的品牌/域名是否在池子里。原理：AI 答案只能引用「已进入检索池」的来源。若目标问题下主流信源被平台型站点（知乎/公众号转载站/百家号/CSDN 等）占满而你不在其中，再好的站内优化也不会被引用。返回：结果域名分布、平台归类、是否命中你的品牌/域名、同题竞品域名清单、建议动作。参数：question …No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
探测一个中文问题在信源池里的实际占位分布，并判断你的品牌/域名是否在池子里。原理：AI 答案只能引用「已进入检索池」的来源。若目标问题下主流信源被平台型站点（知乎/公众号转载站/百家号/CSDN 等）占满而你不在其中，再好的站内优化也不会被引用。返回：结果域名分布、平台归类、是否命中你的品牌/域名、同题竞品域名清单、建议动作。参数：question 用户真实会问的问题原话；brand 品牌词（如「合尘猫」）；domain 你的域名（如 savantcat.cn）。
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true
score_visibility按五大核心指标 + 语义角色分权，计算 AI 搜索可见度并输出可自验的测量报告。输入 samples 为 JSON 字符串： {"brand":"合尘猫","domain":"savantcat.cn","baseline_negative":3, "fact_points":["服务范围","交付周期","定价方式"], "samples":[{"que…No findings
Why it is in this group
- Nothing in its name or description says what it does, so it is counted as a write.
- The server marks it read-only (readOnlyHint: true), but an annotation never lowers a class.
Description, as the server wrote it
按五大核心指标 + 语义角色分权，计算 AI 搜索可见度并输出可自验的测量报告。输入 samples 为 JSON 字符串： {"brand":"合尘猫","domain":"savantcat.cn","baseline_negative":3, "fact_points":["服务范围","交付周期","定价方式"], "samples":[{"question":"Q1","platform":"DeepSeek","run":1,"answer":"原文回答……", "role":"independent|joint|citation_only|none", "sentiment":"positive|neutral|negative", "facts":"accurate|partial|wrong|unverifiable", "facts_found":["服务范围"],"as_of":"2026-09-19"}]} 口径：每题建议多轮（同一问题重复 7-8 次）；role 分级对应语义角色权重；返回五大指标、语义角色加权分、逐题明细与「原文摘录」（便于客户自验）。 verify_citations=True 时会实测 AI 回答里引用的 URL 是否真的可访问（幻觉守卫）； extract_claims=True 时会把回答中的数字声明单独列出并标记为未核验。
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true

Only reads 3Looks things up and changes nothing.Claude Code: allow

diff_observations对比某 identity 的**最近两次观测**，判定提升/退化/中性（带阈值与样本门槛说明）。判定门槛：相对变化 >= 20% **且** 绝对变化 >= 0.05 才算"显著"（severity: rise / sharp_drop）。样本 n < 20 一律返回 severity=low_n，**不给出升降结论**——这是防误报的硬门。 Args:…No findings
Why it is in this group
- The name "diff_observations" says "diff": a word for reading.
Description, as the server wrote it
对比某 identity 的**最近两次观测**，判定提升/退化/中性（带阈值与样本门槛说明）。判定门槛：相对变化 >= 20% **且** 绝对变化 >= 0.05 才算"显著"（severity: rise / sharp_drop）。样本 n < 20 一律返回 severity=low_n，**不给出升降结论**——这是防误报的硬门。 Args: identity: 品牌名或域名 kind: 观测类型，留空取全部 series: 题集/口径标识，留空取全部
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true
list_signals列出**已检测到的变化信号**（visibility 提升/退化等），带生命周期（first_seen / resolved_at）。 Args: status: open（未解决，默认）/ resolved（已解决）/ all limit: 最多返回条数No findings
Why it is in this group
- The name "list_signals" says "list": a word for reading.
Description, as the server wrote it
列出**已检测到的变化信号**（visibility 提升/退化等），带生命周期（first_seen / resolved_at）。 Args: status: open（未解决，默认）/ resolved（已解决）/ all limit: 最多返回条数
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true
query_history查某个品牌/域名在**历史观测**中的时序（多次采样的轨迹）。数据来自本工作室按周期采样的记录（写入走 CLI，服务本身只读）。 **只在同一 series（同一题集/同一口径）内纵向比较**，不同 series 的值不可直接比大小。 Args: identity: 品牌名或域名，如 "合尘猫" / "savantcat.cn" kind: 观测类型，留空…No findings
Why it is in this group
- The name "query_history" says "query": a word for reading.
Description, as the server wrote it
查某个品牌/域名在**历史观测**中的时序（多次采样的轨迹）。数据来自本工作室按周期采样的记录（写入走 CLI，服务本身只读）。 **只在同一 series（同一题集/同一口径）内纵向比较**，不同 series 的值不可直接比大小。 Args: identity: 品牌名或域名，如 "合尘猫" / "savantcat.cn" kind: 观测类型，留空取全部。常用：mention_rate(提及率) / citation_rate(引用率) / visibility_score(可见度分) / rank(排名) / robots_policy / llms_txt series: 题集/口径标识，留空取全部 limit: 每条 series 最多返回的最新点数
Annotations the server declares
- destructiveHint: false
- idempotentHint: true
- openWorldHint: true
- readOnlyHint: true

This is not a safety rating, and no finding is not a safety guarantee. The groups and findings come from fixed checks of the tool definitions the server returned on the date shown, not from its code or what it does when called. How the checks work.

Install

Pinned to version 1.1.0. Values in angle brackets are yours to fill in.

claude mcp add --transport http geo-cn https://savantcat.cn/mcp-geo

Run in a terminal.

Claude Code permissions

Allow the reads, ask before a change, deny the deletes. Paste into .claude/settings.json.

.claude/settings.json

{
  "permissions": {
    "allow": [
      "mcp__geo-cn__query_history",
      "mcp__geo-cn__diff_observations",
      "mcp__geo-cn__list_signals"
    ],
    "ask": [
      "mcp__geo-cn__audit_cn_citability",
      "mcp__geo-cn__probe_source_pool",
      "mcp__geo-cn__score_visibility",
      "mcp__geo-cn__plan_fixes"
    ],
    "deny": []
  }
}

Tools that only read are allowed, tools that change things ask first, tools that delete or cancel are denied. It assumes the server is installed as geo-cn. Review it before you use it.

Keep track

Get told when this server's tools change: a new tool, a new description, a new class.

https://anlyon.dev/servers/cn.savantcat/geo-cn/changes.xml

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Anlyon alternative

4 of these tools change something. Run those as governed actions.

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Source: MCP Registry · repository. Synced Oct 21, 2026, 17:46 UTC.

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