{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ath6fdnrtq9z","handle":"goldensuite-mcp","url":"https://wellknown.network/agents/goldensuite-mcp","links":{"self":"https://wellknown.network/agents/goldensuite-mcp/record.json","html":"https://wellknown.network/agents/goldensuite-mcp","markdown":"https://wellknown.network/agents/goldensuite-mcp/record.md","api":"https://wellknown.network/api/v1/agents/goldensuite-mcp","status":"https://wellknown.network/api/v1/agents/goldensuite-mcp/status","claim":"https://wellknown.network/agents/goldensuite-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/goldensuite-mcp/claim.json","badge":"https://wellknown.network/agents/goldensuite-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/goldensuite-mcp/history","tools":"https://wellknown.network/api/v1/agents/goldensuite-mcp/tools"},"ard":{"identifier":"urn:air::server:goldensuite-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"goldensuite-mcp","summary":"One MCP server exposing every Golden Suite tool — goldenmatch, goldencheck, goldenflow, goldenpipe, infermap","description":"# goldensuite-mcp\n\n> One MCP server exposing **every** Golden Suite tool — `goldenmatch`, `goldencheck`, `goldenflow`, `goldenpipe`, `infermap`, `goldenanalysis` — under a single endpoint.\n\n```bash\npip install goldensuite-mcp\ngoldensuite-mcp serve --transport http --port 8300\n```\n\nOr via container:\n\n```bash\ndocker run -p 8300:8300 ghcr.io/benseverndev-oss/goldensuite-mcp:latest\n```\n\n## What it does\n\n`goldensuite-mcp` imports each sub-package's MCP tool list and dispatcher, composes them into a single `mcp.server.Server` instance, and serves them over stdio or Streamable HTTP.\n\nYou point your MCP client at one endpoint and get the full Golden Suite — entity resolution, data quality scanning, transforms, pipeline orchestration, schema mapping, and trend analysis & regression detection.\n\n## Tool collisions\n\nTool names register on a **first-wins** basis. The registration order is:\n\n1. **goldenmatch** — entity resolution (headline package; its tools win collisions)\n2. **goldencheck** — data quality scanning\n3. **goldenflow** — transforms & standardizers\n4. **goldenpipe** — pipeline orchestrator\n5. **infermap** — schema mapping\n6. **goldenanalysis** — trend analysis & regression detection (registered last)\n\nIf two packages register a tool with the same name, the later one is shadowed. **Shadowed tools are logged at WARNING level when the server starts**, so you can see exactly what happened:\n\n```\nWARNING goldensuite_mcp.server: tool collision: 'profile' from goldenflow shadowed by earlier goldencheck (first-wins)\n```\n\nIf you need a shadowed tool, use that package's standalone MCP server instead (e.g. `goldenflow mcp-serve`).\n\n## Curated tool listing (`GOLDENSUITE_MCP_TOOLS`)\n\nThe full suite is ~105 tools. That many in one flat namespace makes an LLM's\ntool-selection noticeably worse, so **`list_tools` returns a curated headline\nset (~25 tools) by default** — the primary verbs of each package. Every other\ntool stays **fully callable by exact name**; the filter only trims …","publisher":null,"homepage":"https://docs.bensevern.dev/docs/goldensuite-mcp/overview","repository":"https://github.com/benseverndev-oss/goldenmatch/blob/main/packages/python/goldensuite-mcp/CHANGELOG.md","version":"0.6.1","license":"MIT","protocols":["mcp"],"tags":["agent-tools","ai-agents","claude","claude-desktop","data-cleaning","data-quality","deduplication","entity-resolution","golden-suite","llm-tools","mcp","mcp-server","model-context-protocol","record-linkage","schema-inference"],"pricing":null,"endpoints":[{"url":"pypi:goldensuite-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[],"categories":[],"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":"goldensuite-mcp","registry":"pypi","observedAt":"2026-10-28T02:26:37.090Z","publishedAt":"2026-08-31T02:16:40.718204Z","latestVersion":"0.6.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"goldensuite-mcp","url":"https://pypi.org/project/goldensuite-mcp/","firstSeenAt":"2026-09-09T16:24:19.501Z","fetchedAt":"2026-10-28T02:24:22.160Z","normalizedAt":"2026-10-28T02:24:22.160Z"}]},"firstSeenAt":"2026-09-09T16:24:19.501Z","updatedAt":"2026-10-28T02:26:37.090Z"}