"Performing Email-Related Operations in Python" 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

• 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

• vault-rag-mcp

  fjacquet

  F

  license

  A

  quality

  C

  maintenance

  MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings.

  Last updated 2026-06-20

  3

• Typesense MCP Server

  avarant

  A

  license

  A

  quality

  B

  maintenance

  A server that enables vector and keyword search capabilities in Typesense databases through the Model Context Protocol, providing tools for collection management, document operations, and search functionality.

  Last updated 2026-05-06

  14

  9

  MIT

• Moatless MCP Server

  TwT23333

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server for advanced code analysis and editing with semantic search capabilities, enabling AI assistants to perform complex code operations through a standardized interface.

  Last updated 2025-08-08

  15

  1

• My Finance MCP Server

  xinrong-meng

  A

  license

  B

  quality

  D

  maintenance

  Enables Claude to store and query personal finance transactions using semantic search. Transactions are persisted in ChromaDB and JSON, allowing natural language questions about spending trends and portfolio allocations.

  Last updated 2025-11-16

  4

  MIT

• MCP DuckDB Knowledge Graph

  IzumiSy

  A

  license

  B

  quality

  C

  maintenance

  A memory server for Claude that stores and retrieves knowledge graph data in DuckDB, enhancing performance and query capabilities for conversations with persistent user information.

  Last updated 2026-04-07

  8

  68

  58

  MIT

• eips-mcp

  kukapay

  A

  license

  B

  quality

  D

  maintenance

  An MCP server for providing semantically related Ethereum Improvement Proposals (EIPs) to AI agents.

  Last updated 2025-07-04

  1

  3

  MIT

• Easysearch MCP Server

  cloudsmithy

  A

  license

  C

  quality

  D

  maintenance

  Enables AI agents to interact with INFINI Easysearch (compatible with Elasticsearch/OpenSearch APIs) through 121 tools covering cluster management, index operations, document manipulation, search queries, snapshots, and monitoring.

  Last updated 2026-01-27

  100

  4

  MIT

• Teradata MCP Server

  blitzstermayank

  A

  license

  C

  quality

  D

  maintenance

  Enables AI agents and users to query, analyze, and manage Teradata databases through modular tools for search, data quality, administration, and data science operations. Provides comprehensive database interaction capabilities including RAG applications, feature store management, and vector operations.

  Last updated 2025-10-22

  39

  MIT
• 

  Lindorm MCP Serverofficial

  aliyun

  A

  license

  -

  quality

  C

  maintenance

  An example server that enables interaction with Alibaba Cloud's Lindorm multi-model NoSQL database, allowing applications to perform vector searches, full-text searches, and SQL operations through a unified interface.

  Last updated 2025-04-23

  3

  Apache 2.0
• 

  KDB.AI MCP Serverofficial

  KxSystems

  A

  license

  -

  quality

  C

  maintenance

  Enables interaction with KDB.AI through natural language for vector database operations, similarity searches, hybrid search, and advanced data analysis.

  Last updated 2025-10-15

  1

  Apache 2.0
• 

  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

• 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

• MCP VectorStore Server

  BierschneiderEmanuel

  A

  license

  -

  quality

  D

  maintenance

  Provides advanced document search and processing capabilities through vector stores, including PDF processing, semantic search, web search integration, and file operations. Enables users to create searchable document collections and retrieve relevant information using natural language queries.

  Last updated 2025-08-16

  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