ML Referee

Reliability

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How to connect

Add it to any MCP client that supports remote servers.

{
  "mcpServers": {
    "ml-referee": {
      "type": "http",
      "url": "https://api.mlreferee.com/mcp"
    }
  }
}

26 tools

• describe_referee

  Discover capabilities, privacy, and the approved public catalog.

• list_verticals

  List the three supported evaluation profiles and their discovery tags.

• get_referee_readiness

  Report connection, credential, audit-credit, and submission readiness with the next action.

• get_referee_usage

  Read aggregate, privacy-preserving Referee activity and outcome evidence for the selected audience.

• get_input_schema

  Get neutral column roles and validation defaults for a vertical.

• get_repair_schema

  Get the feature-only contract for diagnosing degradation and testing bounded repairs.

• upload_private_dataset

  Encrypt a de-identified CSV/JSON payload for a short tenant-private retention window.

• upload_campaign_shard

  Encrypt one of up to 64 private feature shards for a large campaign; retain for at least 4,200 seconds.

• upload_repair_matrix

  Encrypt one complete de-identified repair matrix of up to 100 MB and 1,000 diagnostic features.

• preflight_dataset

  Validate a tenant-private upload and its baseline evidence/row identity without spending a credit.

• preflight_repair

  Validate a tenant-private feature-repair matrix without spending a credit.

• quote_audit

  Create a contract-bound quote for one audit credit; baseline mode and evidence cannot be substituted.

• quote_repair

  Preflight and quote label-based feature repair; large jobs return a measured ETA and credit requirement.

• quote_campaign

  Preflight all private feature shards, time a pilot, and quote credits and ETA for up to 1,000 candidates in one corrected search family.

• get_credits

  Read beta or paid audit-credit availability and usage.

• redeem_beta_invite

  Redeem one operator-issued invite for free beta audit credits before January 1, 2027.

• request_beta_access

  Request operator-reviewed beta access without purchasing or granting credits.

• get_beta_request_status

  Read the authenticated tenant's beta-access request status.

• submit_audit

  Accept a quote and atomically reserve its disclosed audit credits.

• record_audit_followup

  Record whether a completed audit changed a decision or was confirmed prospectively.

• get_audit_status

  Read the state of an audit owned by the authenticated tenant.

• get_audit_result

  Read a completed tenant-private result and signed output manifest.

• get_audit_receipt

  Read a tenant-private report fingerprint retained after report expiry or deletion. Older reports may have no record. This does not retrieve report contents.

• verify_audit_report

  Compare a locally computed SHA-256 with the retained tenant-private receipt. Use the exact downloaded result JSON bytes (not the API envelope), or UTF-8 result.report text with representation report_text. Never copy the expected hash as the candidate: compute it from the…

• delete_audit

  Delete retained inputs and results for an audit owned by this tenant.

• delete_upload

  Delete a tenant-private upload that is no longer needed.

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