"Resources for Coding in Python" matching MCP servers:

• 

  bikkyofficial

  bikky-dev

  A

  license

  A

  quality

  C

  maintenance

  Provides persistent memory for AI coding agents via MCP, enabling teams to share and recall facts across sessions. Automatically captures, classifies, and curates knowledge from supported transcript sources.

  Last updated 2026-07-27

  18

  46

  1

  AGPL 3.0
• 

  Tribalofficial

  tribal-memory

  F

  license

  A

  quality

  B

  maintenance

  Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.

  Last updated 2026-06-28

  10

  8

• 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

• Memory-MCP

  wb200

  A

  license

  A

  quality

  D

  maintenance

  Provides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.

  Last updated 2026-01-27

  8

  MIT

• RecallNest

  AliceLJY

  A

  license

  A

  quality

  A

  maintenance

  Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB.

  Last updated 2026-07-29

  30

  62

  15

  MIT

• Workspace Qdrant MCP

  ChrisGVE

  A

  license

  A

  quality

  B

  maintenance

  Project-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)

  Last updated 2026-07-09

  6

  3

  Apache 2.0

• RAG Vault

  RobThePCGuy

  A

  license

  A

  quality

  A

  maintenance

  RAG Vault lets your AI coding assistant search your private documents locally. Everything runs on your machine and your data stays private.

  Last updated 2026-07-25

  9

  81

  1

  MIT
• 

  ainative-memory-mcpofficial

  AINative-Studio

  A

  license

  A

  quality

  C

  maintenance

  Enhanced MCP knowledge graph memory server with cloud persistence and semantic search, acting as a drop-in replacement for the standard memory server.

  Last updated 2026-06-12

  10

  20

  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

• mcp-memory-graph

  YonasValentin

  A

  license

  A

  quality

  A

  maintenance

  Local-first memory for Claude Code and any MCP client: hybrid vector + keyword search and a bi-temporal knowledge graph in one SQLite file. Local embeddings, no API key, $0/token.

  Last updated 2026-07-27

  51

  201

  1

  PolyForm Noncommercial 1.0.0

• 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
• 

  Redis MCP Serverofficial

  redis

  A

  license

  B

  quality

  B

  maintenance

  The official Redis MCP Server is a natural language interface designed for agentic applications to efficiently manage and search data in Redis.

  Last updated 2026-07-28

  51

  555

  MIT
• 

  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

• 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

• qdrant-llamaindex-mcp-server

  azhang

  A

  license

  B

  quality

  D

  maintenance

  An MCP server for querying and managing LlamaIndex documents stored in Qdrant vector databases, with automatic embedding model detection and extensive tools for search, retrieval, and collection management.

  Last updated 2025-08-07

  17

  Apache 2.0
• 

  Vectorizeofficial

  vectorize-io

  A

  license

  -

  quality

  D

  maintenance

  Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

  Last updated 2026-06-19

  57

  108

  MIT
• 

  Pinecone Assistant MCPofficial

  pinecone-io

  A

  license

  -

  quality

  D

  maintenance

  Pinecone Assistant MCP

  Last updated 2026-07-14

  45

  MIT
• 

  tigergraph-mcpofficial

  tigergraph

  A

  license

  -

  quality

  B

  maintenance

  Model Context Protocol (MCP) server for TigerGraph that lets AI agents interact with TigerGraph through the MCP standard using pyTigerGraph's async APIs.

  Last updated 2026-05-27

  3

  Apache 2.0

• CodeCompass

  alvinveroy

  A

  license

  -

  quality

  D

  maintenance

  Helps developers tackle legacy codebases by giving AI coding assistants context through Qdrant vector store and Agentic RAG with Ollama or DeepSeek.

  Last updated 2025-06-01

  799

  13

  MIT