mcp-stdio-guard: mcp-stdio-guard is a tool that validates MCP stdio servers by catching stdout pollution and handshake failures before they affect clients. It starts the server, performs a real MCP initialize handshake, optionally sends a post-initialize request like tools/list, validates every stdout frame, and scans source for risky stdout calls. It helps ensure MCP servers conform to the stdio transport protocol.; 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.
CI/CD pipeline to validate MCP stdio servers before deployment
Enhancing AI agents (e.g., Claude Code, Cursor, Codex) with fast and accurate code search capabilities