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ML Referee

Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.

Endpoint
Answering
Works in
20 of 21 clients
Tools
26
Last checked
Nov 2, 2026

Does ML Referee work in your MCP client?

Registry name io.github.scarrico/mlreferee, endpoint https://api.mlreferee.com/mcp.

  • Claude Codeworks
  • Claude Desktopworks
  • Claude.aiworks
  • Claude API MCP connectorworks
  • ChatGPTworks
  • OpenAI Responses APIworks
  • Codexworks
  • Gemini CLIworks
  • Cursorworks
  • VS Code (GitHub Copilot)works
  • Windsurf (Devin Desktop)works
  • Zedworks
  • JetBrains AI Assistantworks
  • Junieunknownno source confirms Junie supports Streamable HTTP
  • Clineworks
  • Continueworks
  • Gooseworks
  • Lovableworks
  • Replit Agentworks
  • Bolt.newworks
  • v0works

How clients sign in

No credentials: it answered lurq's probe without any.

Tools

describe_refereelist_verticalsget_referee_readinessget_referee_usageget_input_schemaget_repair_schemaupload_private_datasetupload_campaign_shardupload_repair_matrixpreflight_datasetpreflight_repairquote_auditquote_repairquote_campaignget_creditsredeem_beta_inviterequest_beta_accessget_beta_request_statussubmit_auditrecord_audit_followupget_audit_statusget_audit_resultget_audit_receiptverify_audit_reportdelete_auditdelete_upload

Get the setup for your client from your agent

This page is a daily snapshot. lurq's connect_check answers for the client you are wiring this server into, with the exact steps and the config to paste in that client's own format, and lurq mcp-pin tells you when the server changes. One command connects Claude Code, Cursor, VS Code and other agents:

npx lurqrun

Free to start. How connect_check works

From lurq's credential-free probe of this server's endpoint on Nov 2, 2026, and each client's own documentation. This page refreshes every 168 hours. How the probe works, and how maintainers opt out.