{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_g4f55xbwe5sc","handle":"goldenanalysis","url":"https://wellknown.network/agents/goldenanalysis","links":{"self":"https://wellknown.network/agents/goldenanalysis/record.json","html":"https://wellknown.network/agents/goldenanalysis","markdown":"https://wellknown.network/agents/goldenanalysis/record.md","api":"https://wellknown.network/api/v1/agents/goldenanalysis","status":"https://wellknown.network/api/v1/agents/goldenanalysis/status","claim":"https://wellknown.network/agents/goldenanalysis/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/goldenanalysis/claim.json","badge":"https://wellknown.network/agents/goldenanalysis/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:goldenanalysis","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"GoldenAnalysis","summary":"Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite.","description":"Read-only cross-cutting analysis, metrics, and reporting across the Golden Suite.","publisher":{"name":"benseverndev-oss","url":null},"homepage":"https://github.com/benseverndev-oss/goldenmatch/tree/main/packages/python/goldenanalysis#readme","repository":"https://github.com/benseverndev-oss/goldenmatch","version":"0.5.0","license":"MIT","protocols":["mcp"],"tags":["analysis","data-quality","drift-detection","entity-resolution","golden-suite","metrics","polars","regression-detection","reporting","baseline","csv","data-checks","data-observability","data-profiling","data-validation","great-expectations","llm","pandera","parquet","profiling","statistical-profiling","tui","data-cleaning","data-standardization","data-transformation","etl","normalization","standardization","deduplication","fellegi-sunter","fuzzy-matching","golden-record","jaro-winkler","pprl","record-linkage","record-matching","splink","data-pipeline","orchestration","pipeline"],"pricing":null,"endpoints":[{"url":"pypi:goldenanalysis","type":"package_pypi","auth":null,"probeable":false},{"url":"https://goldenmatch-mcp-production.up.railway.app/mcp","type":"mcp_streamable_http","auth":null,"probeable":true},{"url":"pypi:goldenmatch","type":"package_pypi","auth":null,"probeable":false},{"url":"pypi:goldencheck","type":"package_pypi","auth":null,"probeable":false},{"url":"pypi:goldenflow","type":"package_pypi","auth":null,"probeable":false},{"url":"pypi:goldenpipe","type":"package_pypi","auth":null,"probeable":false},{"url":"pypi:infermap","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":{"updatedAt":"2026-08-16T00:19:02.69213Z","publishedAt":"2026-08-16T00:19:02.69213Z","registryName":"io.github.benseverndev-oss/goldenanalysis"},"attribution":{"kind":"mcp_registry","name":"mcp_registry","license":"pypi","repoUrl":"mcp_registry","summary":"mcp_registry","version":"mcp_registry","description":"mcp_registry","homepageUrl":"mcp_registry","publisherName":"mcp_registry"}},"derived":{"capabilities":[{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"declared"},{"slug":"documents.spreadsheets","name":"Spreadsheets","confidence":1,"provenance":"declared"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":1,"provenance":"declared"},{"slug":"automation.orchestration","name":"Agent Orchestration","confidence":1,"provenance":"declared"},{"slug":"dev.monitoring","name":"Monitoring & Observability","confidence":0.75,"provenance":"derived"},{"slug":"productivity.crm","name":"CRM & Sales","confidence":0.675,"provenance":"derived"}],"categories":["analytics","automation","dev","documents","productivity"]},"observed":{"status":"unknown","statusReason":"Not checked yet.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[{"at":"2026-09-06T18:23:19.331Z","kind":"mcp_initialize","ok":true,"httpStatus":401,"latencyMs":153,"error":null,"detail":{"authRequired":true}},{"at":"2026-09-06T11:30:10.272Z","kind":"mcp_initialize","ok":true,"httpStatus":401,"latencyMs":155,"error":null,"detail":{"authRequired":true}}],"tools":null,"package":{"name":"goldenanalysis","registry":"pypi","observedAt":"2026-09-06T10:22:00.278Z","publishedAt":"2026-08-16T00:09:45.782290Z","latestVersion":"0.5.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"mcp_registry","key":"io.github.benseverndev-oss/goldenanalysis","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.benseverndev-oss%2Fgoldenanalysis","firstSeenAt":"2026-09-06T10:20:35.203Z","fetchedAt":"2026-09-06T10:20:35.203Z","normalizedAt":"2026-09-06T10:20:35.203Z"},{"source":"mcp_registry","key":"io.github.benseverndev-oss/goldenmatch","url":"https://registry.modelcontextprotocol.io/v0/servers/io.github.benseverndev-oss%2Fgoldenmatch","firstSeenAt":"2026-09-06T10:20:35.203Z","fetchedAt":"2026-09-06T10:20:35.203Z","normalizedAt":"2026-09-06T10:20:35.203Z"},{"source":"pypi","key":"goldenanalysis","url":"https://pypi.org/project/goldenanalysis/","firstSeenAt":"2026-09-06T10:21:32.284Z","fetchedAt":"2026-09-06T10:21:32.284Z","normalizedAt":"2026-09-06T10:21:32.284Z"},{"source":"pypi","key":"goldencheck","url":"https://pypi.org/project/goldencheck/","firstSeenAt":"2026-09-06T10:21:32.536Z","fetchedAt":"2026-09-06T19:19:35.195Z","normalizedAt":"2026-09-06T19:19:35.195Z"},{"source":"pypi","key":"goldenflow","url":"https://pypi.org/project/goldenflow/","firstSeenAt":"2026-09-06T10:21:32.785Z","fetchedAt":"2026-09-06T19:19:35.445Z","normalizedAt":"2026-09-06T19:19:35.445Z"},{"source":"pypi","key":"goldenmatch","url":"https://pypi.org/project/goldenmatch/","firstSeenAt":"2026-09-06T10:21:33.028Z","fetchedAt":"2026-09-06T10:21:33.028Z","normalizedAt":"2026-09-06T10:21:33.028Z"},{"source":"pypi","key":"goldenpipe","url":"https://pypi.org/project/goldenpipe/","firstSeenAt":"2026-09-06T10:21:33.266Z","fetchedAt":"2026-09-06T19:19:35.684Z","normalizedAt":"2026-09-06T19:19:35.684Z"},{"source":"pypi","key":"infermap","url":"https://pypi.org/project/infermap/","firstSeenAt":"2026-09-06T10:21:34.980Z","fetchedAt":"2026-09-06T19:19:36.237Z","normalizedAt":"2026-09-06T19:19:36.237Z"}]},"firstSeenAt":"2026-09-06T10:20:35.203Z","updatedAt":"2026-09-06T10:22:00.278Z"}