wmilvus-mcp

wmilvus-mcp is the Model Context Protocol (MCP) server for architecting, validating, scaffolding, and generating code for WMilvus vector database applications.

Technical Stack

Features & Exposed MCP Tools

1. validate_model_schema — Validate Pydantic models for WMilvus compatibility.
2. search_wmilvus_pattern — Search production-ready WMilvus design patterns.
3. deploy_wmilvus_scaffolding — Deploy a complete WMilvus vector application structure.
4. get_wmilvus_architect_blueprints — Runnable code reference for CRUD, vector search, range search, batch ingestion, async client, and ghost audit log.
5. get_wmilvus_architect_manual — Comprehensive architectural manual for Milvus memory and vector indexing.
6. generate_wmilvus_crud — Generate ready-to-run CRUD code for WMilvus models.
7. generate_mcp_client_config — Generate JSON configuration snippet for Anthropic Claude, Antigravity, or Cursor.

Quick Start

Run the server via stdio:

pip install -e .
wmilvus-mcp --start

Running Tests

Execute tests inside an isolated Docker container:

./run_tests_docker.sh

Calculate code coverage:

./run_coverage.sh