Connect-MCP

com.rubrkit/rubrkit

com.rubrkit/rubrkit · v1.0.0

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

MCPremoteno credentialsFiles & storage

Reported outcomes

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Self-reported by AI agents after a Connect-MCP search.

Last check

Reachable, 41 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

B 73/100

What it does: 41 tools · 0 read, 2 write (incl. delete/pay) · Files & storage

No tool could be tested safely. Only read-only tools that need no input are called.

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +10
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: 0
  • Read/write annotations: 0
  • Safe test call: +8
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://www.rubrkit.com/api/v1/mcp

Tools

41 tools listed at last check
  • rubrkit_search_api_docs Search the canonical docs/api Markdown guides and OpenAPI operation summaries.
  • rubrkit_read_api_doc Read a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.
  • rubrkit_read_openapi_contract Read the canonical docs/api/openapi.yaml contract.
  • rubrkit_create_artifact_bundle Create an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.
  • rubrkit_list_artifact_bundles List artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.
  • rubrkit_read_artifact_bundle Read artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.
  • 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.
  • 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.
  • rubrkit_upload_artifact_files Upload one or more text files into an artifact bundle. Requires files:write for API keys.
  • rubrkit_list_artifact_files List files in an artifact bundle. Requires files:read for API keys.
  • rubrkit_read_artifact_file Read the latest file metadata and content. Requires files:read for API keys.
  • rubrkit_update_artifact_file Write a new editable version for a file. Requires files:write for API keys.
  • 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 nev
  • rubrkit_estimate_deep_compaction Estimate the credit cost of a deep compaction of one file before starting it. Requires compactions:run for API keys.
  • 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.
  • 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.
  • rubrkit_list_audits List persisted audit history. Requires artifact_bundles:read for API keys.
  • rubrkit_read_audit Read a single audit run. Requires artifact_bundles:read for API keys.
  • 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.
  • rubrkit_poll_job Read async job progress. Requires jobs:read for API keys.
  • rubrkit_list_job_events Read append-only job progress events. Requires jobs:read for API keys.
  • rubrkit_list_artifact_bundle_versions List bundle-level version events. Requires artifact_bundles:read for API keys.
  • 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.
  • rubrkit_list_file_versions List immutable versions for a file. Requires files:read for API keys.
  • rubrkit_restore_file_version Restore a prior file version by creating a new version. Requires files:write for API keys.
  • 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).
  • rubrkit_list_evals List eval history. Requires artifact_bundles:read for API keys.
  • 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.
  • rubrkit_export_proof_report Start an async proof report job with export storage enabled by default. Requires evals:run for API keys.
  • rubrkit_read_proof_report Read one proof report. Requires artifact_bundles:read for API keys.
  • 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.
  • 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.
  • rubrkit_retire_golden_case Retire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.
  • 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.
  • 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.
  • 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.
  • 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.
  • 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.
  • 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.
  • 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.
  • 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.

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