Wraps Windsurf's reverse-engineered SWE-grep protocol to bring AI-powered semantic code search to any MCP client. Instead of exact string matching, you ask natural language questions like "where's the authentication logic?" and get back specific file paths with line ranges. Under the hood, it sends your project's directory tree to Windsurf's Devstral model, which generates ripgrep commands, executes them locally, and iterates until it finds relevant code sections. Bundles ripgrep via npm so no system dependencies needed. Requires a Windsurf API key but works with their free tier.
claude mcp add --transport stdio sammysnake-d-fast-context-mcp uvx fast-context-mcp