io.github.scarrico/mlreferee · v1.1.0 · data-and-databases
ML Referee is healthy: it completed an MCP handshake in 1049 ms and exposes 26 tools.
Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.
Endpoint: https://api.mlreferee.com/mcp (streamable-http)
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| Users (last 30 days) | 0 |
| Handshake | Healthy |
| Auth needed | None |
| Tool count | 26 |
| Latency | 1049 ms |
| Last checked (UTC) | 2026-10-27T00:15:07.864Z |
| Checked (UTC) | Status | Latency | Error |
|---|---|---|---|
| 2026-10-27T00:15:07.864Z | Healthy | 1049 |
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 supplied artifact. A digest |
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. |