bots.st/ml-referee
ML Referee
Privacy-preserving ML feature evaluation and bounded repair
2164 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-11-25
- Tools listed
- 26
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://api.mlreferee.com/mcp
What it can do
| Tool | What it says it does |
|---|---|
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. |
describe_referee | Discover capabilities, privacy, and the approved public catalog. |
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. |
get_audit_result | Read a completed tenant-private result and signed output manifest. |
get_audit_status | Read the state of an audit owned by the authenticated tenant. |
get_beta_request_status | Read the authenticated tenant's beta-access request status. |
get_credits | Read beta or paid audit-credit availability and usage. |
get_input_schema | Get neutral column roles and validation defaults for a vertical. |
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_repair_schema | Get the feature-only contract for diagnosing degradation and testing bounded repairs. |
list_verticals | List the three supported evaluation profiles and their discovery tags. |
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_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. |
quote_repair | Preflight and quote label-based feature repair; large jobs return a measured ETA and credit requirement. |
record_audit_followup | Record whether a completed audit changed a decision or was confirmed prospectively. |
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. |
submit_audit | Accept a quote and atomically reserve its disclosed audit credits. |
upload_campaign_shard | Encrypt one of up to 64 private feature shards for a large campaign; retain for at least 4,200 seconds. |
upload_private_dataset | Encrypt a de-identified CSV/JSON payload for a short tenant-private retention window. |
upload_repair_matrix | Encrypt one complete de-identified repair matrix of up to 100 MB and 1,000 diagnostic features. |
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… |
In its maker's words
Evaluate ML features beyond a baseline and test bounded feature repairs. Invite-only beta.
- Website
- mlreferee.com
- Publisher
- scarrico
- Listed from
- the official MCP Registry as
io.github.scarrico/mlreferee - Version
- 1.1.0, updated 26 Oct 2026
- Kinds of work
- AI models and agent tools, Documents and files, Security and trust
The domain it lives on
- mlreferee.com
- registered 12 Oct 2026 (1 month ago), at GoDaddy.com, LLC
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2164 ms | |
| Answered | 2165 ms | |
| Answered | 1186 ms |
Next door
- WhiteMagic — governed local memory for agent continuityGoverned local agent memory reads and writes
- PolyrankTrader metrics, rankings, and strategy backtests
- DiffCIValidate DiffCI reports and plan affected tests
- FOGA nodeResolve agent identities and safety verdicts, simulate and r
- Mind Upload AI meta harnessRoute coding work through saved memories
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