ML Referee
Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.
Description as published in the official MCP registry.
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What we measured
| Endpoint | https://api.mlreferee.com/mcp | registry |
|---|---|---|
| Handshake | Answers the MCP handshake and lists its tools (814 ms) | our check, 2026-10-27 |
| Protocol version | 2025-11-25 | our check, 2026-10-27 |
| Tools (26) | describe_referee, list_verticals, get_referee_readiness, get_referee_usage, get_input_schema, get_repair_schema, upload_private_dataset, upload_campaign_shard, upload_repair_matrix, preflight_dataset, preflight_repair, quote_audit, quote_repair, quote_campaign, get_credits, redeem_beta_invite, request_beta_access, get_beta_request_status, submit_audit, record_audit_followup, get_audit_status, get_audit_result, get_audit_receipt, verify_audit_report, delete_audit, delete_upload | tools/list, 2026-10-27 |
| Registry version | 1.1.0 · active · updated 2026-10-26 | 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 mlreferee https://api.mlreferee.com/mcpCommands are built from the registry entry. Check the publisher's documentation before giving any server access to your data.
Related servers
- xrpl-referee XRPL escrow for agent-to-agent payments: hire, prove, AI-audit, auto-pay on PASS.
Is this your server?
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[](https://openforallofus.com/tools/io.github.scarrico/mlreferee)<a href="https://openforallofus.com/tools/io.github.scarrico/mlreferee"><img src="https://openforallofus.com/badge/io.github.scarrico/mlreferee.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 io.github.scarrico/mlreferee.