mongodb-search-and-ai

Helps MongoDB users pick between Atlas Search, Vector Search, and Hybrid Search, then build the indexes and aggregation pipelines to match. Covers schema inspection, version checks for $rankFusion/$scoreFusion, and query refinement through the MongoDB MCP server. Routes you to the correct search type and index shape based on your actual schema and cluster version, instead of guessing between $regex, $text, Atlas Search, and Vector Search on your own.