{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_g9e3h399kh8p","handle":"gc-feedback-mcp","url":"https://wellknown.network/agents/gc-feedback-mcp","links":{"self":"https://wellknown.network/agents/gc-feedback-mcp/record.json","html":"https://wellknown.network/agents/gc-feedback-mcp","markdown":"https://wellknown.network/agents/gc-feedback-mcp/record.md","api":"https://wellknown.network/api/v1/agents/gc-feedback-mcp","status":"https://wellknown.network/api/v1/agents/gc-feedback-mcp/status","claim":"https://wellknown.network/agents/gc-feedback-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gc-feedback-mcp/claim.json","badge":"https://wellknown.network/agents/gc-feedback-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gc-feedback-mcp/history","tools":"https://wellknown.network/api/v1/agents/gc-feedback-mcp/tools"},"ard":{"identifier":"urn:air::server:gc-feedback-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gc-feedback-mcp","summary":"MCP server for BizChat Gov Cloud quality-through-feedback data","description":"# GC-Feedback MCP Server\n\nManifest-driven MCP server for BizChat Gov Cloud **quality-through-feedback** data.\n\nSame architecture as `gc-eval-mcp` — reads a `manifest.json` from Azure Blob Storage at startup, dynamically registers tools per dataset type (HTML reports, Markdown docs, JSON, SQLite).\n\n## Architecture\n\n```\n┌──────────────┐    ┌──────────────────┐    ┌────────────────────┐\n│ Copilot CLI  │───▶│ gc-feedback-mcp  │───▶│ Azure Blob Storage │\n│ (MCP client) │    │  (this server)   │    │ (feedback-data)    │\n└──────────────┘    └──────────────────┘    └────────────────────┘\n                           │                         ▲\n                           ▼                         │\n                    ┌──────────────┐          ┌─────────────┐\n                    │ Key Vault    │──────────▶│ Storage Key │\n                    │ (az login)   │          └─────────────┘\n                    └──────────────┘\n```\n\n## Adding Data\n\n1. Add files to the `feedback-data` blob container\n2. Update `manifest.json` to describe the new dataset\n3. Upload the updated manifest\n\nNo code changes needed — the server picks up new datasets automatically.\n\n## Local Development\n\n```bash\ncd quality-through-feedback/mcp-server\npip install -e .\ngc-feedback-mcp\n```\n\n## Publishing\n\nTagged releases (e.g., `feedback-v1.0.0`) auto-publish to PyPI via GitHub Actions.","publisher":null,"homepage":null,"repository":null,"version":"1.0.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:gc-feedback-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.802,"provenance":"derived"}],"categories":["dev"],"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":"gc-feedback-mcp","registry":"pypi","observedAt":"2026-09-15T15:24:36.503Z","publishedAt":"2026-05-07T17:22:06.035054Z","latestVersion":"1.0.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gc-feedback-mcp","url":"https://pypi.org/project/gc-feedback-mcp/","firstSeenAt":"2026-09-09T16:23:22.982Z","fetchedAt":"2026-09-15T15:22:43.089Z","normalizedAt":"2026-09-15T15:22:43.089Z"}]},"firstSeenAt":"2026-09-09T16:23:22.982Z","updatedAt":"2026-09-15T15:24:36.503Z"}