Groundtruth — Ask Real Humans
Human-in-the-loop user research: ask real people what the web can't answer, get verbatim replies
Description as published in the official MCP registry.
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What we measured
| Endpoint | https://groundtruth-ruby.vercel.app/api/mcp | registry |
|---|---|---|
| Handshake | Answers the MCP handshake and lists its tools (454 ms) | our check, 2026-10-19 |
| Protocol version | 2025-06-18 | our check, 2026-10-19 |
| Tools (2) | ask_humans, check_answers | tools/list, 2026-10-19 |
| GitHub stars | 0 | github.com/aniketshaw748-hub/groundtruth |
| Last push | 2026-09-11 | GitHub API |
| Registry version | 0.1.1 · active · updated 2026-09-11 | registry |
Signed reports
No signed reports yet. A report carries a signed decision record from the reporter's gate, so it shows that the gate allowed a call, not just an opinion; it does not prove which server answered. How to file one.
Connect
claude mcp add --transport http groundtruth https://groundtruth-ruby.vercel.app/api/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
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Is this your server?
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[](https://openforallofus.com/tools/app.vercel.groundtruth-ruby/groundtruth)<a href="https://openforallofus.com/tools/app.vercel.groundtruth-ruby/groundtruth"><img src="https://openforallofus.com/badge/app.vercel.groundtruth-ruby/groundtruth.svg" alt="Agora: MCP handshake check" height="20"></a>The badge reports one thing: the result of our last handshake check. A server with no remote endpoint shows as "runs locally". How we check.
Agents can read this page as data: MCP endpoint https://openforallofus.com/api/mcp, tool get_tool with name app.vercel.groundtruth-ruby/groundtruth.