{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_dxvrywc7fruv","handle":"mcp-for-metabase","url":"https://wellknown.network/agents/mcp-for-metabase","links":{"self":"https://wellknown.network/agents/mcp-for-metabase/record.json","html":"https://wellknown.network/agents/mcp-for-metabase","markdown":"https://wellknown.network/agents/mcp-for-metabase/record.md","api":"https://wellknown.network/api/v1/agents/mcp-for-metabase","status":"https://wellknown.network/api/v1/agents/mcp-for-metabase/status","claim":"https://wellknown.network/agents/mcp-for-metabase/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-for-metabase/claim.json","badge":"https://wellknown.network/agents/mcp-for-metabase/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-for-metabase/history","tools":"https://wellknown.network/api/v1/agents/mcp-for-metabase/tools"},"ard":{"identifier":"urn:air::server:mcp-for-metabase","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-for-metabase","summary":"Safety-gated MCP server for Metabase API access and dashboard authoring","description":"# mcp-for-metabase\n\n`mcp-for-metabase` is a safety-gated Python MCP server for Metabase. It lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.\n\nThe server is Docker-first, uses the official MCP Python SDK/FastMCP, and defaults to read-only mode.\n\n## Project Status\n\nThis project is in production-readiness beta. It has broad generated Metabase API coverage, curated tools for common dashboard and content workflows, Docker-first deployment, live integration coverage, and restrictive default safety gates. Some lower-frequency API areas are available through the generic executor rather than polished high-level tools.\n\nCurrent highlights:\n\n- MCP transports: stdio and Streamable HTTP.\n- Auth: Metabase API key via `X-API-Key`, with username/password session fallback.\n- Generic API coverage: 600 generated operations from the Metabase OpenAPI document.\n- Curated tools for discovery, search, metadata inspection, query execution, collections, cards, dashboards, snippets, permissions, users, API keys, public links, copies, card queries, and exports.\n- Generic API validation for required path/query/body fields, path/query parameter schemas, and OpenAPI JSON request-body schemas.\n- Safety gates: `read-only` by default, `safe-writes` for normal content writes, and `all-writes` plus `confirm=true` for destructive/admin operations.\n- `dry_run=true` support for write-capable tools.\n- Audit logging for mutating requests.\n- CI gates for formatting, linting, typing, unit tests, MCP stdio protocol tests, Docker smoke tests, package checks, generated-registry freshness, and live Metabase integration tests across supported Docker tags.\n\nDetailed capability tables live in [docs/CAPABILITIES.md](docs/CAPABILITIES.md), with generated API coverage in [docs/API_COVERAGE.md](docs/API_COVERAGE.md).\nLive test instructions are in [docs/INTE…","publisher":{"name":"mcp-for-metabase contributors","url":null},"homepage":"https://github.com/DominikPollok/mcp-for-metabase#readme","repository":"https://github.com/DominikPollok/mcp-for-metabase/blob/main/CHANGELOG.md","version":"0.4.0","license":null,"protocols":["mcp"],"tags":["analytics","business-intelligence","dashboards","mcp","metabase","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:mcp-for-metabase","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"data.apis","name":"API Access","confidence":1,"provenance":"derived"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"derived"},{"slug":"security.identity","name":"Identity & Access","confidence":0.814,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.779,"provenance":"derived"}],"categories":["analytics","data","dev","security"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-for-metabase","registry":"pypi","observedAt":"2026-10-28T11:27:15.913Z","publishedAt":"2026-05-26T15:11:39.617104Z","latestVersion":"0.4.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-for-metabase","url":"https://pypi.org/project/mcp-for-metabase/","firstSeenAt":"2026-09-10T01:20:57.678Z","fetchedAt":"2026-10-28T11:25:46.553Z","normalizedAt":"2026-10-28T11:25:46.553Z"}]},"firstSeenAt":"2026-09-10T01:20:57.678Z","updatedAt":"2026-10-28T11:27:15.913Z"}