Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Four free tools to check if AI engines can find, read and recognise a site. No API key.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
CRAWLBIT_BASE_URLYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"crawlbit": {
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "your-value"
}
}
}
}Run this in your terminal
claude mcp add crawlbit --env CRAWLBIT_BASE_URL=your-value -- npx -y crawlbit-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"crawlbit": {
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"crawlbit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"crawlbit-mcp"
],
"env": {
"CRAWLBIT_BASE_URL": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
CRAWLBIT_BASE_URL envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account amati032-dev, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.0.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, AI Deprecations
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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.