Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
OPENAI_API_KEY, GOOGLE_API_KEY, PERPLEXITY_API_KEY标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"crazyseo": {
"command": "npx",
"args": [
"-y",
"crazyseo"
],
"env": {
"OPENAI_API_KEY": "your-value",
"GOOGLE_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add crazyseo --env OPENAI_API_KEY=your-value --env GOOGLE_API_KEY=your-value --env PERPLEXITY_API_KEY=your-value -- npx -y crazyseo运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"crazyseo": {
"command": "npx",
"args": [
"-y",
"crazyseo"
],
"env": {
"OPENAI_API_KEY": "your-value",
"GOOGLE_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"crazyseo": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"crazyseo"
],
"env": {
"OPENAI_API_KEY": "your-value",
"GOOGLE_API_KEY": "your-value",
"PERPLEXITY_API_KEY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 d08m 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
你需要填写:OPENAI_API_KEY, GOOGLE_API_KEY, PERPLEXITY_API_KEY
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.1.3)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Find out whether ChatGPT, Gemini and Perplexity recommend your site — and why they don't.
An open-source GEO / AEO auditor and MCP server. No account. No card. Your keys.
Your customers have stopped googling. They ask an assistant *"best CRM for small law firms?"* and buy whatever it names. If it doesn't name you, you don't exist — and no analytics tool will tell you, because there is no click to measure.
This audits it directly: it asks the questions your buyers ask, records the answers word for word, and shows you which sources the models cite instead of you.
Most tools in this space ask the model *"what do you think of Acme?"* — which tells you nothing, because naming the brand in the prompt guarantees it shows up in the answer.
This asks blind. Your brand never appears in the question, so the answer you get back is the answer a real buyer gets. That is the whole difference between a number you can act on and a number that flatters you.
Three more things a prompt wrapper can't do:
The readiness audit runs against any site with zero configuration and zero cost:
npx crazyseo readiness yourbrand.com
Nothing to install, no signup, no key. Or run it from source:
git clone https://github.com/d08m/crazyseo && cd crazyseo
npm install && npm run build node dist/cli.js readiness yourbrand.com
AI-READINESS stripe.com 82/100
✓ Served over HTTPS ✓ AI crawlers allowed ✓ Structured data (schema.org) ✓ llms.txt published (bonus) ✓ Title + meta description ✓ Readable without JavaScript ✓ Canonical URL set ✓ Social preview tags (Open Graph) ✗ Single, clear H1 2 H1 tags — ambiguous which is the main topic ✗ Images have alt text 27 of 31 images missing alt text ✓ Sitemap referenced ✓ No broken internal links
→ 2 issues to fix
*(That's real output — stripe.com, unmodified.)*
11 scored checks, all first-party fetches: HTTPS · AI crawlers (GPTBot, ClaudeBot, PerplexityBot, Google-Extended…) unblocked in robots.txt · schema.org markup · title + meta · readable without JavaScript · canonical · Open Graph · single-H1 structure · image alt-text coverage · sitemap referenced · broken internal links (sampled).
Plus llms.txt, shown but deliberately unscored: Google's own AI-optimization guidance says it has no effect in Google Search, so it can't fairly cost anyone points — but some agents do read it, so it's still worth seeing.
Exits non-zero when checks fail, so you can gate a deploy on it:
- run: npx crazyseo readiness ${{ env.SITE }}
Machine-readable output for pipelines:
npx crazyseo readiness yourbrand.com --json > report.json
To measure what the engines actually say, add whichever keys you have. Any one is enough; more engines means more coverage.
export OPENAI_API_KEY=... # optional
export GOOGLE_API_KEY=... # optional export PERPLEXITY_API_KEY=... # optional
npx crazyseo audit yourbrand.com
It reads your site, infers what you sell, generates the questions your buyers would actually ask, and asks all of them — blind — across every engine you configured.
VISIBILITY lymexa.com 0 of 8 answers · 0%
Lymexa — premium pickleball paddles and recovery gear brand, USA
"What are the best premium pickleball paddles for advanced players?" Gemini ✗ not named JOOLA, CRBN, Selkirk, Six Zero Perplexity ✗ not named JOOLA, Selkirk, CRBN, Gearbox
"Which high-performance pickleball paddle brands are manufactured in the USA?" Gemini ✗ not named Engage, Paddletek, Selkirk, Thompson Pickleball Perplexity ✗ not named Engage, Paddletek, Selkirk, GAMMA
RECOMMENDED INSTEAD Selkirk 4× named Therabody 4× named Hyperice 4× named
CITATION GAP — cited on the questions you lost reddit.com 7× Community discussion AI trusts for real opinions youtube.com 6× Video content AI pulls into answers pickleheads.com 4× Third-party source AI cites instead of you
! ChatGPT did not respond — this score covers the rest only.
*(Real output, trimmed for length. Note the last line: when an engine fails, the report says so instead of quietly averaging the rest and calling it your score.)*
Runs on your own keys — a full audit is typically a few cents.
It ships as an MCP server, so Claude, ChatGPT or any MCP-capable agent can run it directly:
claude mcp add --transport stdio crazyseo -- npx -y crazyseo mcp
It's also packaged as a Claude Code plugin, which wires up the MCP server and the skill below in one step:
/plugin marketplace add d08m/crazyseo
/plugin install crazyseo@crazyseo
Then just ask:
*"Is my site visible in AI search? What's cited instead of me?"*
| tool | what it does | keys |
|---|---|---|
readiness_check | 11-point AI-readiness audit | none |
audit_plan | site facts + buyer questions to ask, for a keyless audit | none |
audit_score | scores what the agent found: visibility, leaderboard, citation gap | none |
audit_visibility | blind multi-engine visibility + verbatim answers | BYO |
citation_gap | sources cited on the questions you lose | BYO |
engine_status | which engines this install can query | none |
You don't need an API key to get the interesting part. audit_plan and audit_score let the assistant you're already talking to be the engine: it fetches your site, writes the buyer questions, answers them with its own web search, and hands the results back for scoring. Ask *"is my site visible in AI search?"* and you get a real citation gap with no signup, no key, no billing.
The tool still does the arithmetic, and still refuses a question that names your brand — that guard is what makes the number worth having. It measures visibility in that assistant, which the report says plainly. For the cross-engine picture, use audit with your own keys.
There's also a SKILL.md so agents know *how to interpret* the numbers — that readiness isn't visibility, that 0% is a normal starting point, and that partial engine coverage must be reported as partial.
import { checkReadiness } from 'crazyseo';
const report = await checkReadiness('example.com'); console.log(report.score, report.checks);
Everything here is free forever, self-hosted, AGPL — full capability, no feature locks, no telemetry, no account, no upsell in the output.
There is no paid tier today, and this README won't pretend otherwise. If one ever appears it will be for the single thing self-hosting genuinely can't give you — scheduled re-runs, stored history and alerts, the infrastructure to watch a number move over months without running anything yourself. The auditing itself stays here, complete, under AGPL.
Which is also the answer to "what stops this going closed later": the licence. Anyone offering it as a hosted service has to open their version too, including whoever wrote it.
Issues and PRs welcome. The checks are deliberately conservative: every one has to be something an assistant or its crawler actually depends on, and verifiable by hand. If a check can't be justified that way, it doesn't belong here.
CONTRIBUTING.md covers the setup, the bar a new check has to clear, and what an engine adapter needs to get right.
AGPL-3.0. Use it, fork it, run it commercially, embed it in your own tooling. If you offer it to others as a hosted service, that service must be open too.
Built because "am I in the answer?" deserves a real measurement, not a vibe.