rubrkit

com.rubrkit/rubrkitVersion 1.0.0

MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.

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Responds237 msNov 14, 2026, 14:13 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:13 UTC
Latency: 237 ms
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Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 21:12 UTC

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Connect

Streamable HTTP

https://www.rubrkit.com/api/v1/mcpResponds237 msNov 14, 2026, 14:13 UTC

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Claude Code

claude mcp add --transport http rubrkit https://www.rubrkit.com/api/v1/mcp

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: rubrkit
Remote MCP server URL: https://www.rubrkit.com/api/v1/mcp

Cursor

{
  "mcpServers": {
    "rubrkit": {
      "url": "https://www.rubrkit.com/api/v1/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"rubrkit","type":"http","url":"https://www.rubrkit.com/api/v1/mcp"}'

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Tools

41 tools

Tools of rubrkit
	Description		Read-only	Idempotent	Open world
`rubrkit_add_golden_case`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 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 API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_apply_audit_rewrite`Apply a completed audit's AI rewrite to the bundle files (a new version per changed file). Requires audits:run 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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_apply_deep_compaction`Save a succeeded deep compaction job's verified result as a new version of the file. Refused if the file changed since the job started. Requires files:write for API keys.	Save a succeeded deep compaction job's verified result as a new version of the file. Refused if the file changed since the job started. Requires files:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_compact_artifact_file`Shorten a markdown or text prompt without losing instructions. mode standard (default) is a free deterministic pass that saves a new version unless dryRun is true; requires files:write for API keys. mode deep starts an AI compaction job that uses credits, verifies every instruction was kept, and never saves on its own: poll the returned job, then call rubrkit_apply_deep_compaction; requires compactions:run for API keys.	Shorten a markdown or text prompt without losing instructions. mode standard (default) is a free deterministic pass that saves a new version unless dryRun is true; requires files:write for API keys. mode deep starts an AI compaction job that uses credits, verifies every instruction was kept, and never saves on its own: poll the returned job, then call rubrkit_apply_deep_compaction; requires compactions:run for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_create_artifact_bundle`Create an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.	Create an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_create_drift_monitor`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.	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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_delete_artifact_bundle`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 artifact_bundles:write 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 artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_estimate_deep_compaction`Estimate the credit cost of a deep compaction of one file before starting it. Requires compactions:run for API keys.	Estimate the credit cost of a deep compaction of one file before starting it. Requires compactions:run for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_export_proof_report`Start an async proof report job with export storage enabled by default. Requires evals:run for API keys.	Start an async proof report job with export storage enabled by default. Requires evals:run for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_hard_delete_artifact_bundle`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 on bundles that are already archived. Requires artifact_bundles:write for API keys.	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 on bundles that are already archived. Requires artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_artifact_bundle_versions`List bundle-level version events. Requires artifact_bundles:read for API keys.	List bundle-level version events. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_artifact_bundles`List artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.	List artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_artifact_files`List files in an artifact bundle. Requires files:read for API keys.	List files in an artifact bundle. Requires files:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_audits`List persisted audit history. Requires artifact_bundles:read for API keys.	List persisted audit history. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_drift_monitors`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 drift monitors for an artifact bundle via /api/v1/artifact-bundles/{artifactBundleId}/drift-monitors. Requires artifact_bundles:read (or artifacts:pull) for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_evals`List eval history. Requires artifact_bundles:read for API keys.	List eval history. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_file_versions`List immutable versions for a file. Requires files:read for API keys.	List immutable versions for a file. Requires files:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_golden_cases`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.	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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_list_job_events`Read append-only job progress events. Requires jobs:read for API keys.	Read append-only job progress events. Requires jobs:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_poll_job`Read async job progress. Requires jobs:read for API keys.	Read async job progress. Requires jobs:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_api_doc`Read a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.	Read a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_artifact_bundle`Read artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.	Read artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_artifact_file`Read the latest file metadata and content. Requires files:read for API keys.	Read the latest file metadata and content. Requires files:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_audit`Read a single audit run. Requires artifact_bundles:read for API keys.	Read a single audit run. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_drift_observations`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.	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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_eval`Read one eval run, including the `stats` statistical verdict on advanced-mode runs (empty for standard runs). 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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_input_drift`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_bundles:read (or artifacts:pull) for API keys.	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_bundles:read (or artifacts:pull) for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_openapi_contract`Read the canonical docs/api/openapi.yaml contract.	Read the canonical docs/api/openapi.yaml contract.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_proof_report`Read one proof report. Requires artifact_bundles:read for API keys.	Read one proof report. Requires artifact_bundles:read for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_read_validity_drift`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. Requires artifact_bundles:read (or artifacts:pull) for API keys.	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. Requires artifact_bundles:read (or artifacts:pull) for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_record_outcome`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 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 keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_restore_artifact_bundle_version`Restore files from a prior artifact-bundle version by creating new file versions. Requires artifact_bundles:write and files:write 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.	Not declared	Not declared	Not declared	Not declared
`rubrkit_restore_file_version`Restore a prior file version by creating a new version. Requires files:write for API keys.	Restore a prior file version by creating a new version. Requires files:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_retire_golden_case`Retire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.	Retire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_run_drift_check`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 one audit per repeat. Requires artifact_bundles:write 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 one audit per repeat. Requires artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_run_evals`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).	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).	Not declared	Not declared	Not declared	Not declared
`rubrkit_search_api_docs`Search the canonical docs/api Markdown guides and OpenAPI operation summaries.	Search the canonical docs/api Markdown guides and OpenAPI operation summaries.	Not declared	Not declared	Not declared	Not declared
`rubrkit_set_drift_monitor_status`Pause or resume a drift monitor via PATCH /api/v1/drift-monitors/{driftMonitorId}. Requires artifact_bundles:write for API keys.	Pause or resume a drift monitor via PATCH /api/v1/drift-monitors/{driftMonitorId}. Requires artifact_bundles:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_start_audit`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). Requires audits:run 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). Requires audits:run for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_update_artifact_file`Write a new editable version for a file. Requires files:write for API keys.	Write a new editable version for a file. Requires files:write for API keys.	Not declared	Not declared	Not declared	Not declared
`rubrkit_upload_artifact_files`Upload one or more text files into an artifact bundle. Requires files:write for API keys.	Upload one or more text files into an artifact bundle. Requires files:write for API keys.	Not declared	Not declared	Not declared	Not declared

Details

Registry status: Active
Published: Jun 29, 2026
Updated: Jun 29, 2026
Website: https://www.rubrkit.com/⁠ (opens in a new tab)
Repository: https://github.com/liberat0r/react-rubrkit⁠ (opens in a new tab)
Categories (suggested): Developer tools AI models Data and analyticsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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