Official Chroma MCP server delivering vector and full-text search with collection and document management.
uvx chroma-mcpLets AI agents create and query Chroma collections via semantic search, full-text search, and metadata filtering, with support for ephemeral, persistent, HTTP, and Chroma Cloud client modes. Bundles embedding functions for OpenAI, Cohere, Jina, Voyage, and Roboflow.
Official MCP server connecting AI assistants to MongoDB databases and Atlas clusters for querying and administration.
Official MCP server giving agents access to thousands of Apify Actors for web scraping and automation.
Official MCP server turning Qdrant into a semantic memory layer for AI agents via qdrant-store and qdrant-find.