"Latest Python Libraries and Their Purposes" matching MCP servers:

• Python Codebase Analysis RAG

  shervinemp

  F

  license

  -

  quality

  B

  maintenance

  An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

  Last updated 2026-05-25

  6
• 

  Baidu Vector Database MCPofficial

  baidu

  A

  license

  B

  quality

  D

  maintenance

  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 2026-06-08

  14

  3

  Apache 2.0

• kimss

  eyal81

  A

  license

  -

  quality

  A

  maintenance

  Official Kimss MCP server — call your Kimss agents, models, files, and vector stores from Cursor and other MCP clients using your API key.

  Last updated 2026-07-28

  MIT

• semantic-code-mcp

  vrppaul

  F

  license

  A

  quality

  D

  maintenance

  A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.

  Last updated 2026-03-08

  3

  2

• RAG Documentation MCP Server

  jumasheff

  A

  license

  A

  quality

  D

  maintenance

  Provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.

  Last updated 2025-03-16

  7

  11

  1

  MIT

• w3-mcp-server-qdrant

  famtong8-dev

  A

  license

  A

  quality

  C

  maintenance

  Python MCP server for vector search using Qdrant vector database and Ollama embeddings, with advanced query techniques like query expansion, HyDE, and reranking.

  Last updated 2026-04-01

  2

  2

  MIT
• 

  Zilliz MCP Serverofficial

  zilliztech

  A

  license

  A

  quality

  D

  maintenance

  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 2025-07-03

  16

  34

  Apache 2.0

• MCP Svelte Docs Server

  spences10

  A

  license

  C

  quality

  D

  maintenance

  Enables vector similarity search and serving of Svelte documentation via the MCP protocol, with support for local caching and multiple llms.txt documentation formats.

  Last updated 2026-07-24

  1

  1,359

  122

  MIT

• mcp-ragdocs

  hannesrudolph

  A

  license

  -

  quality

  D

  maintenance

  An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

  Last updated 2025-07-18

  11

  266

  MIT
• 

  MCP MariaDB Serverofficial

  MariaDB

  A

  license

  -

  quality

  F

  maintenance

  An interface for managing and querying MariaDB databases that supports standard SQL operations alongside advanced vector and embedding-based search capabilities. It enables AI assistants to seamlessly integrate relational and vector data workflows through a standardized protocol.

  Last updated 2026-03-09

  180

  MIT

• MCP Server for Qdrant

  Jimmy974

  A

  license

  -

  quality

  D

  maintenance

  A Machine Control Protocol (MCP) server that enables storing and retrieving information from a Qdrant vector database with semantic search capabilities.

  Last updated 2025-03-18

  Apache 2.0

• MyAIServ MCP Server

  eagurin

  A

  license

  -

  quality

  D

  maintenance

  A high-performance FastAPI server supporting Model Context Protocol (MCP) for seamless integration with Large Language Models, featuring REST, GraphQL, and WebSocket APIs, along with real-time monitoring and vector search capabilities.

  Last updated 2025-03-14

  8

  MIT

• RAG-MCP

  Luxter77

  A

  license

  -

  quality

  -

  maintenance

  A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

  Last updated 2025-08-07

  2

  Apache 2.0

• mcp-server-qdrant

  vaporif

  A

  license

  -

  quality

  C

  maintenance

  MCP server for Qdrant vector database with local BERT embeddings. Enables semantic search and vector storage operations through natural language.

  Last updated 2026-06-04

  MIT

• Astra MCP Server

  smatiolids

  A

  license

  -

  quality

  C

  maintenance

  Enables interaction with DataStax Astra DB through the Model Context Protocol. Provides database connectivity and operations for Astra DB instances via secure token-based authentication.

  Last updated 2026-02-26

  1

  MIT

• milvus-mcp

  stackblaze

  A

  license

  -

  quality

  A

  maintenance

  MCP server for Milvus vector database enabling vector search, text search, and hybrid search operations.

  Last updated 2026-06-14

  Apache 2.0

• MCP MariaDB Server

  Diae-Louali

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to interact with MariaDB databases through standard SQL operations and advanced vector/embedding-based search. Supports database management, schema inspection, and semantic document storage and retrieval with multiple embedding providers.

  Last updated 2025-08-08

  MIT

• qdrant-loader-mcp-server

  cbtw-apac

  A

  license

  -

  quality

  C

  maintenance

  Enables AI development tools to perform semantic search and document relationship analysis on vectorized content stored in Qdrant databases.

  Last updated 2026-07-25

  46

  Apache 2.0

• GraphRAG MCP Server

  rileylemm

  A

  license

  -

  quality

  D

  maintenance

  Enables querying a hybrid system that combines Neo4j graph database and Qdrant vector database for powerful semantic and graph-based document retrieval through the Model Context Protocol.

  Last updated 2025-04-03

  62

  MIT

• Elasticsearch MCP Server

  gpremo-re

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that enables AI assistants to directly interact with Elasticsearch for searching, aggregating, and retrieving documents from indices, supporting full-text search, semantic search, and various query modes.

  Last updated 2026-02-23

  7

  MIT