Official MCP RegistryListed
ML Referee
Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.
First seen 27 Oct 2026. Evidence as of 27 Oct 2026.
26
Tools
From an anonymous probe
1
Source listings
Each with its own history
1
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| delete_audit | Delete retained inputs and results for an audit owned by this tenant. | Destructive |
| delete_upload | Delete a tenant-private upload that is no longer needed. | Destructive |
| describe_referee | Discover capabilities, privacy, and the approved public catalog. | Read-only |
| 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. | Read-only |
| get_audit_result | Read a completed tenant-private result and signed output manifest. | Read-only |
| get_audit_status | Read the state of an audit owned by the authenticated tenant. | Read-only |
| get_beta_request_status | Read the authenticated tenant's beta-access request status. | Read-only |
| get_credits | Read beta or paid audit-credit availability and usage. | Changes data |
| get_input_schema | Get neutral column roles and validation defaults for a vertical. | Read-only |
| get_referee_readiness | Report connection, credential, audit-credit, and submission readiness with the next action. | Read-only |
| get_referee_usage | Read aggregate, privacy-preserving Referee activity and outcome evidence for the selected audience. | Read-only |
| get_repair_schema | Get the feature-only contract for diagnosing degradation and testing bounded repairs. | Read-only |
| list_verticals | List the three supported evaluation profiles and their discovery tags. | Read-only |
| preflight_dataset | Validate a tenant-private upload and its baseline evidence/row identity without spending a credit. | Changes data |
| preflight_repair | Validate a tenant-private feature-repair matrix without spending a credit. | Changes data |
| quote_audit | Create a contract-bound quote for one audit credit; baseline mode and evidence cannot be substituted. | Changes data |
| 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. | Changes data |
| quote_repair | Preflight and quote label-based feature repair; large jobs return a measured ETA and credit requirement. | Changes data |
| record_audit_followup | Record whether a completed audit changed a decision or was confirmed prospectively. | Changes data |
| redeem_beta_invite | Redeem one operator-issued invite for free beta audit credits before January 1, 2027. | Changes data |
| request_beta_access | Request operator-reviewed beta access without purchasing or granting credits. | Changes data |
| submit_audit | Accept a quote and atomically reserve its disclosed audit credits. | Changes data |
| upload_campaign_shard | Encrypt one of up to 64 private feature shards for a large campaign; retain for at least 4,200 seconds. | Changes data |
| upload_private_dataset | Encrypt a de-identified CSV/JSON payload for a short tenant-private retention window. | Changes data |
| upload_repair_matrix | Encrypt one complete de-identified repair matrix of up to 100 MB and 1,000 diagnostic features. | Changes data |
| 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 match does not validate a summary, factual correctness, or absence of harm. No report is uploaded. | Read-only |
Change history
- Listed (registry)
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | io.github.scarrico/mlreferee | 27 Oct 2026 | 27 Oct 2026 | 1 |