Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
MCP-native AI evaluation: rubric audits, eval suites, and proof reports for AI/LLM output.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://www.rubrkit.com/api/v1/mcpRun this in your terminal
claude mcp add --transport http rubrkit https://www.rubrkit.com/api/v1/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"rubrkit": {
"url": "https://www.rubrkit.com/api/v1/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"rubrkit": {
"type": "http",
"url": "https://www.rubrkit.com/api/v1/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://www.rubrkit.com/api/v1/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
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_docsSearch the canonical docs/api Markdown guides and OpenAPI operation summaries.
rubrkit_read_api_docRead a docs/api Markdown guide or OpenAPI source by slug, file name, or docs/api path.
rubrkit_read_openapi_contractRead the canonical docs/api/openapi.yaml contract.
rubrkit_create_artifact_bundleCreate an artifact bundle through /api/v1/artifact-bundles. Requires artifact_bundles:write for API keys.
rubrkit_list_artifact_bundlesList artifact bundles through /api/v1/artifact-bundles. Requires artifact_bundles:read for API keys.
rubrkit_read_artifact_bundleRead artifact bundle details, files, and file tree. Requires artifact_bundles:read for API keys.
rubrkit_delete_artifact_bundleArchive 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_bundlePermanently 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_filesUpload one or more text files into an artifact bundle. Requires files:write for API keys.
rubrkit_list_artifact_filesList files in an artifact bundle. Requires files:read for API keys.
rubrkit_read_artifact_fileRead the latest file metadata and content. Requires files:read for API keys.
rubrkit_update_artifact_fileWrite a new editable version for a file. Requires files:write for API keys.
rubrkit_compact_artifact_fileShorten 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_compactionEstimate the credit cost of a deep compaction of one file before starting it. Requires compactions:run for API keys.
rubrkit_apply_deep_compactionSave 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_auditStart 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_auditsList persisted audit history. Requires artifact_bundles:read for API keys.
rubrkit_read_auditRead a single audit run. Requires artifact_bundles:read for API keys.
rubrkit_apply_audit_rewriteApply a completed audit's AI rewrite to the bundle files (a new version per changed file). Requires audits:run for API keys.
rubrkit_poll_jobRead async job progress. Requires jobs:read for API keys.
rubrkit_list_job_eventsRead append-only job progress events. Requires jobs:read for API keys.
rubrkit_list_artifact_bundle_versionsList bundle-level version events. Requires artifact_bundles:read for API keys.
rubrkit_restore_artifact_bundle_versionRestore 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_versionsList immutable versions for a file. Requires files:read for API keys.
rubrkit_restore_file_versionRestore a prior file version by creating a new version. Requires files:write for API keys.
rubrkit_run_evalsStart 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_evalsList eval history. Requires artifact_bundles:read for API keys.
rubrkit_read_evalRead 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_reportStart an async proof report job with export storage enabled by default. Requires evals:run for API keys.
rubrkit_read_proof_reportRead one proof report. Requires artifact_bundles:read for API keys.
rubrkit_list_golden_casesList 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_caseAdd 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_caseRetire a golden case via DELETE /api/v1/golden-cases/{goldenCaseId}. Requires artifact_bundles:write for API keys.
rubrkit_create_drift_monitorCreate 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_monitorsList 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_observationsList 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_checkQueue 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_statusPause or resume a drift monitor via PATCH /api/v1/drift-monitors/{driftMonitorId}. Requires artifact_bundles:write for API keys.
rubrkit_record_outcomeRecord 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_driftCompare 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_driftCorrelate 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.
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 10, 2026
The registry name was verified against the domain rubrkit.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 350 ms (HTTP 200)
No sign-in needed
Read 41 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 4 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Context7, Codebase Memory, Exa
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
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
No README found in the repo