Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Four free tools to check if AI engines can find, read and recognise a site. No API key.
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。
CRAWLBIT_BASE_URL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": {
"crawlbit": {
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add crawlbit --env CRAWLBIT_BASE_URL=your-value -- npx -y crawlbit-mcp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": {
"crawlbit": {
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "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": {
"crawlbit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "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。
CRAWLBIT_BASE_URL env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6日
注册名称已通过 GitHub 账户 amati032-dev 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。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
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(1.0.1)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:Spec Driven Development, Remote Desktop Commander, LickityClick
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
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。
Four free tools that answer one question: can AI engines find, read and recognise a website?
No account. No API key. No signup. Nothing here runs a language model, so nothing here costs you or us anything.
"Can ChatGPT read stripe.com?"
"Why does AI never mention my store?" "Where is my brand missing outside my own site?"
Ask in plain language. Your AI client picks the right tool.
Requires Node.js 18+.
claude mcp add crawlbit -- npx -y crawlbit-mcp
Add to claude_desktop_config.json:
{
"mcpServers": { "crawlbit": { "command": "npx", "args": ["-y", "crawlbit-mcp"] } } }
Add to .cursor/mcp.json:
{
"mcpServers": { "crawlbit": { "command": "npx", "args": ["-y", "crawlbit-mcp"] } } }
Restart your client. Four tools appear.
| Tool | What it answers |
|---|---|
crawlbit_crawler_watch | Can GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot and Google-Extended read this site? |
crawlbit_entity_check | Does this brand read as a clear entity AI can recognise? |
crawlbit_offpage_gaps | Where is this brand missing outside its own website? |
crawlbit_shopping | Can AI shopping agents understand and recommend these products? |
Check whether AI crawlers can read example.com
Does example.com read as a clear brand entity to AI? Where is example.com missing off-page, and which gap should we close first? Compare example.com and competitor.com on AI crawler access
The tools compose. A useful sequence is: crawler access first (a blocked crawler makes everything else pointless), then the entity check, then the off-page gaps.
Written plainly, because an SEO tool that overstates itself is worse than no tool.
If a site scores well on all four and still is not cited, the answer is almost always the same and it is not technical: too few third-party pages mention it. These tools will tell you that honestly rather than sell you a fix that does not exist.
CrawlBit also runs a full technical audit and generates llms.txt. Both use a language model, so both cost money per run, and neither is exposed here.
That is a deliberate line rather than a teaser. A free tool whose bill grows with its popularity gets rate-limited, degraded or withdrawn the moment it succeeds, and the people who installed it are the ones who pay for that. Everything in this server costs nothing to run, so nothing here has to be taken back later. The audit and the llms.txt generator live at crawlbit.app if you want them.
The API rate-limits per IP. Normal conversational use does not come close, and the server runs on your machine, so the budget is yours rather than shared. If you do hit it, you get a plain sentence rather than a stack trace.
| Variable | Default | Purpose |
|---|---|---|
CRAWLBIT_BASE_URL | https://www.crawlbit.app | Point the server at another instance |
The server runs locally and stores nothing. The only data leaving your machine is the URL you ask about, sent to the CrawlBit API to be analysed. There is no account, so there is nothing to tie a request to a person.
Built by CrawlBit, which measures AI visibility and does the off-page work that earns citations. The free tools here are the measurement half. The paid work is the other half, and you are not required to look at it to use this.
MIT licensed. Issues and pull requests welcome.