MCP Servers for Vector Databases

Specialized database systems designed for storing, indexing, and querying high-dimensional vector embeddings. Enables similarity search, semantic retrieval, and powering features like AI context retrieval, nearest neighbor search, and RAG workflows for LLMs.

Browse all MCP Servers for Vector Databases

Vectorizeofficial
RAG Systems Vector Databases Search
vectorize-io
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Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Last updated 9 months ago
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103
MIT
Redis MCP Serverofficial
Databases RAG Systems Vector Databases
redis
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The official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.
Last updated a day ago
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436
MIT
ChainFETCH MCP Serverofficial
Vector Databases Blockchain RAG Systems
chainfetch
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Enables AI-powered analysis of Ethereum blockchain data through semantic search, natural language queries, and structured filtering. Provides comprehensive access to addresses, transactions, blocks, tokens, and smart contracts with real-time blockchain intelligence.
Last updated 6 months ago
26
1
1
MIT
Zilliz MCP Serverofficial
Vector Databases RAG Systems Databases
zilliztech
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Enables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.
Last updated 8 months ago
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32
Apache 2.0
Chroma MCP Serverofficial
Vector Databases RAG Systems Knowledge & Memory
chroma-core
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A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
Last updated 5 months ago
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496
Apache 2.0
mcp-server-qdrantofficial
Vector Databases RAG Systems Knowledge & Memory
qdrant
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This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Last updated a month ago
2
1,240
Apache 2.0
Pinecone Developer MCPofficial
RAG Systems Vector Databases Developer Tools
pinecone-io
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Pinecone Developer MCP
Last updated 2 days ago
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3,491
54
Apache 2.0
Astra DB MCP Serverofficial
Databases Agent Orchestration Vector Databases
datastax
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A Model Context Protocol server that allows Large Language Models to interact with Astra DB databases, providing tools for managing collections and records through natural language commands.
Last updated a month ago
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15
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Apache 2.0
Baidu Vector Database MCPofficial
Vector Databases RAG Systems Hybrid
baidu
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A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language.
Last updated 10 months ago
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Apache 2.0