MCP PGVector Server

Provides semantic search capabilities for PostgreSQL databases using the pgvector extension, with support for multiple embedding providers.

An MCP server for vector storage and retrieval using ChromaDB.

Read and write to a Pinecone vector database using the Model Context Protocol.

Search, Query and interact with data in your Milvus Vector Database.

A server for interacting with the Astra DB database-as-a-service built on Apache Cassandra.

A vector database server powered by Chroma, enabling semantic document search, metadata filtering, and document management.

Provides AI assistants with persistent memory using ChromaDB vector storage.

An MCP server for the Chroma embedding database, providing persistent, searchable working memory for AI-assisted development with features like automated context recall and codebase indexing.

Interact with on-disk documents using agentic RAG and hybrid search via LanceDB.

A vector database server for storing, searching, and managing vector embeddings.

Vector search using the LanceDB vector database and Ollama embedding models.