Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Answers about local businesses, with sources, many confirmed by the owner.
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.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://www.aiprofile.com/api/mcpRun this in your terminal
claude mcp add --transport http answers https://www.aiprofile.com/api/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"answers": {
"url": "https://www.aiprofile.com/api/mcp"
}
}
}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": {
"answers": {
"type": "http",
"url": "https://www.aiprofile.com/api/mcp"
}
}
}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.
ChatGPT connects only to servers on the internet:
https://www.aiprofile.com/api/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
search_businessFind a business BY NAME (plus optionally city/country). Returns matching businesses with a stable id to use with get_profile and ask_business. Example query: 'brasserie van dam amsterdam'. NOTE: this matches business names only. To browse by category ('italian restaurants in amst
discover_businessesBrowse businesses by CATEGORY and place. Use when the caller does NOT know a specific business name, e.g. category 'italian restaurant' + city 'amsterdam' + country 'netherlands'. Full profiles (with approved Q&As) rank above basics-only placeholder entries; results carry the sam
get_profileRead the full profile of one business: every question and answer with sources and approval status ('owner-approved' answers were confirmed by the verified business owner). Use the business id from search_business.
ask_businessAsk a free-text question about one business. Returns the best-matching approved Q&As verbatim, each with sources and approval status, plus a coverage field: 'full' (the whole question was covered), 'partial' (only part of a multi-intent question matched; check what is missing), o
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 7, 2026
The registry lists no source repo, so we cannot match the publisher (aiprofile.com) to the code
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 96 ms (HTTP 200)
No sign-in needed
Read 4 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 3 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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 9 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, LexPact UK Contracts
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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Generate UK-law contracts: NDA, service, freelance, recruiter terms of business, IR35.
No README found in the repo