com.rubrkit/rubrkit
com.rubrkit/rubrkitMCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.
Tools · 41
Search the canonical docs/api Markdown guides and OpenAPI operation summaries.
Read a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.
Read the canonical docs/api/openapi.yaml contract.
Create an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.
List artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.
Read artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.
Archive an artifact bundle (soft delete) through DELETE /api/v1/artifact-bundles/{artifactBundleId}. The bundle moves to the archived state and can be restored or permanently deleted later. Requires a…
Permanently delete an archived artifact bundle and all of its files, versions, and run history through DELETE /api/v1/artifact-bundles/{artifactBundleId}/permanent. This is irreversible and only works…
Upload one or more text files into an artifact bundle. Requires files:write for API keys.
List files in an artifact bundle. Requires files:read for API keys.
Read the latest file metadata and content. Requires files:read for API keys.
Write a new editable version for a file. Requires files:write for API keys.
Start an async audit job. Audit results are cached per account by a content hash of their inputs; pass force: true to bypass the cache and run a fresh audit (the same as the CLI's --no-cache flag). Re…
List persisted audit history. Requires artifact_bundles:read for API keys.
Read a single audit run. Requires artifact_bundles:read for API keys.
Apply a completed audit's AI rewrite to the bundle files (a new version per changed file). Requires audits:run for API keys.
Start an async rubr_flow conversion job. Requires rubr_flow:convert for API keys.
List conversion history. Requires artifact_bundles:read for API keys.
Read one conversion report. Requires artifact_bundles:read for API keys.
Read async job progress. Requires jobs:read for API keys.
Read append-only job progress events. Requires jobs:read for API keys.
List bundle-level version events. Requires artifact_bundles:read for API keys.
Restore files from a prior artifact-bundle version by creating new file versions. Requires artifact_bundles:write and files:write for API keys.
List immutable versions for a file. Requires files:read for API keys.
Restore a prior file version by creating a new version. Requires files:write for API keys.
Start an async eval run. Requires evals:run for API keys. Set mode: "advanced" with baselineVersionId and candidateVersionId to run a statistically-backed A/B (repeats defaults to 3, max 5).
List eval history. Requires artifact_bundles:read for API keys.
Read one eval run, including the `stats` statistical verdict on advanced-mode runs (empty for standard runs). Requires artifact_bundles:read for API keys.
Start an async proof report job with export storage enabled by default. Requires evals:run for API keys.
Read one proof report. Requires artifact_bundles:read for API keys.
List the golden cases for an artifact bundle via /api/v1/artifact-bundles/{artifactBundleId}/golden-cases. Requires artifact_bundles:read (or artifacts:pull) for API keys.
Add a golden case (a real edge-case input with a confirmed-correct output) to an artifact bundle via POST /api/v1/artifact-bundles/{artifactBundleId}/golden-cases. Requires artifact_bundles:write for …
Retire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.
Create a drift monitor pinned to a file version via POST /api/v1/artifact-bundles/{artifactBundleId}/drift-monitors. Requires artifact_bundles:write for API keys.
List the drift monitors for an artifact bundle via /api/v1/artifact-bundles/{artifactBundleId}/drift-monitors. Requires artifact_bundles:read (or artifacts:pull) for API keys.
List the recorded observations for a drift monitor via /api/v1/drift-monitors/{driftMonitorId}/observations. Requires artifact_bundles:read (or artifacts:pull) for API keys.
Queue a drift check immediately instead of waiting for the monitor's schedule, via POST /api/v1/drift-monitors/{driftMonitorId}/check. The first check on a new monitor calibrates its baseline. Costs o…
Pause or resume a drift monitor via PATCH /api/v1/drift-monitors/{driftMonitorId}. Requires artifact_bundles:write for API keys.
Record a production outcome event (input feature, metric, and/or label) for an artifact bundle via POST /api/v1/artifact-bundles/{artifactBundleId}/outcomes. Requires artifact_bundles:write for API ke…
Compare recent production inputs against a prior reference window (population stability index) for an artifact bundle via GET /api/v1/artifact-bundles/{artifactBundleId}/drift/input. Requires artifact…
Correlate rubric scores against recorded outcome metrics for an artifact bundle to check whether the rubric is still predictive via GET /api/v1/artifact-bundles/{artifactBundleId}/drift/validity. Requ…
Resources · 2
Canonical OpenAPI YAML contract for /api/v1.
rubrkit://api-docs/openapi.yaml
Canonical docs/api Markdown guide: Rubrkit API Docs.
rubrkit://api-docs/README.md
Similar MCP servers embedding-nearest
How to use
Add to your Claude Desktop / Cursor / Cline MCP config:
{
"mcpServers": {
"com.rubrkit/rubrkit": {
"url": "https://www.rubrkit.com/api/v1/mcp",
"transport": "streamable-http"
}
}
}