snipara-mcp

What it does

Snipara MCP adds semantic documentation search to AI assistants. It queries pre-indexed docs instead of reading files one by one, cutting context usage and query time. Supports cross-repo search and optional persistent memory across sessions.

Why it's useful

Pre-indexed semantic search returns relevant context in 2 seconds vs 20+ seconds of sequential file reads that can exhaust token limits before finding an answer.