Rubrkit

Install

Pick the AI app you use, then copy the settings.

Passed 3/3 checks · What you ask goes through the maker’s server (www.rubrkit.com) · ✓ Commands checked Nov 13, 2026

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

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

{
  "servers": {
    "rubrkit": {
      "type": "http",
      "url": "https://www.rubrkit.com/api/v1/mcp"
    }
  }
}

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast

All apps, with pros and cons →

What it can do

Tool names and descriptions exactly as the server reported them on Nov 10, 2026. The maker wrote them, not us; we show them as plain text.

• 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 k

• 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 instructi

• 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.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 14, 2026

• ✓ Pass

  Maker matches the repo

  The registry name was verified against the domain rubrkit.com (the registry checks domain ownership)

• … Not checked yet

  Still maintained

  We have not read this repo from GitHub yet

• … Not checked yet

  Has a licence

  We have not read this repo from GitHub yet

• ✓ Pass

  Endpoint responds

  Responded in 350 ms (HTTP 200)

• – Not applicable

  Sign-in with OAuth

  No sign-in needed

• ✓ Pass

  No hidden instructions in tool descriptions

  Read 41 tool descriptions and found no hidden instructions to the AI

User reviews

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Compared with others in Search & AI memoryi

• More stars than 0% of the other 6096 servers in this category
• Published to the registry more recently than 18% of the other 6096 servers in this category
• Basic checks equal to or better than 100% of the other 6096 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Others in the same category

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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README from the maker

No README found in the repo