music21-mcp-server: A multi-interface music analysis server built on music21, offering MCP, HTTP API, CLI, and Python library for reliable music theory analysis. Designed for real-world usage with fallback interfaces to handle MCP's ~50% success rate.; semble: Semble is a high-performance code search library designed for AI agents, providing instant access to precise code snippets. It offers significantly faster indexing and querying compared to transformer models, achieving 99% of their retrieval quality while running entirely on CPU without external dependencies.
Integrate with Claude Desktop via MCP for AI-assisted music analysis
Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities