{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ejnghy2rrfqs","handle":"wmilvus-mcp","url":"https://wellknown.network/agents/wmilvus-mcp","links":{"self":"https://wellknown.network/agents/wmilvus-mcp/record.json","html":"https://wellknown.network/agents/wmilvus-mcp","markdown":"https://wellknown.network/agents/wmilvus-mcp/record.md","api":"https://wellknown.network/api/v1/agents/wmilvus-mcp","status":"https://wellknown.network/api/v1/agents/wmilvus-mcp/status","claim":"https://wellknown.network/agents/wmilvus-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/wmilvus-mcp/claim.json","badge":"https://wellknown.network/agents/wmilvus-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/wmilvus-mcp/history","tools":"https://wellknown.network/api/v1/agents/wmilvus-mcp/tools"},"ard":{"identifier":"urn:air::server:wmilvus-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"wmilvus-mcp","summary":"MCP Server for WMilvus Vector Database Architecting & Code Generation","description":"# wmilvus-mcp\n\n<p align=\"center\">\n    <a href=\"https://pypi.org/project/wmilvus-mcp/\">\n        <img src=\"https://img.shields.io/pypi/v/wmilvus-mcp.svg\" alt=\"PyPI version\">\n    </a>\n    <a href=\"https://pypi.org/project/wmilvus-mcp/\">\n        <img src=\"https://img.shields.io/pypi/pyversions/wmilvus-mcp.svg\" alt=\"Python versions\">\n    </a>\n    <a href=\"https://github.com/wisrovi/wmilvus-mcp/blob/main/LICENSE\">\n        <img src=\"https://img.shields.io/pypi/l/wmilvus-mcp.svg\" alt=\"License\">\n    </a>\n</p>\n\n**wmilvus-mcp** is the Model Context Protocol (MCP) server for architecting, validating, scaffolding, and generating code for **WMilvus** vector database applications.\n\n## Technical Stack\n\n| Component | Technology |\n|-----------|------------|\n| Language | Python 3.10+ |\n| Protocol Core | Model Context Protocol (MCP) |\n| Server Framework | FastMCP (mcp.server.fastmcp) |\n| Validation Engine | AST & Pydantic 2.x |\n| Testing Framework | pytest, pytest-cov |\n| Code Formatting | ruff |\n\n## Features & Exposed MCP Tools\n\n1. `validate_model_schema` — Validate Pydantic models for WMilvus compatibility.\n2. `search_wmilvus_pattern` — Search production-ready WMilvus design patterns.\n3. `deploy_wmilvus_scaffolding` — Deploy a complete WMilvus vector application structure.\n4. `get_wmilvus_architect_blueprints` — Runnable code reference for CRUD, vector search, range search, batch ingestion, async client, and ghost audit log.\n5. `get_wmilvus_architect_manual` — Comprehensive architectural manual for Milvus memory and vector indexing.\n6. `generate_wmilvus_crud` — Generate ready-to-run CRUD code for WMilvus models.\n7. `generate_mcp_client_config` — Generate JSON configuration snippet for Anthropic Claude, Antigravity, or Cursor.\n\n## Quick Start\n\nRun the server via stdio:\n\n```bash\npip install -e .\nwmilvus-mcp --start\n```\n\n## Running Tests\n\nExecute tests inside an isolated Docker container:\n\n```bash\n./run_tests_docker.sh\n```\n\nCalculate code coverage:\n\n```bash\n./run_coverage.sh\n```","publisher":null,"homepage":"https://github.com/wisrovi/wmilvus_mcp","repository":"https://github.com/wisrovi/wmilvus_mcp","version":"0.2.0","license":"MIT","protocols":["mcp"],"tags":["mcp","wmilvus","milvus","vector-database","orm","pydantic","ai","agent"],"pricing":null,"endpoints":[{"url":"pypi:wmilvus-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":[{"slug":"data.database","name":"Databases","confidence":1,"provenance":"derived"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"}],"categories":["data"],"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":"wmilvus-mcp","registry":"pypi","observedAt":"2026-11-05T22:26:38.461Z","publishedAt":"2026-10-05T13:35:47.873971Z","latestVersion":"0.2.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"wmilvus-mcp","url":"https://pypi.org/project/wmilvus-mcp/","firstSeenAt":"2026-10-06T13:24:06.640Z","fetchedAt":"2026-11-05T22:26:13.332Z","normalizedAt":"2026-11-05T22:26:13.332Z"}]},"firstSeenAt":"2026-10-06T13:24:06.640Z","updatedAt":"2026-11-05T22:26:38.461Z"}