"Using Python Package Documentation for Writing Latest Code with Code Generation" matching MCP servers:

• Code Graph Context

  andrew-hernandez-paragon

  A

  license

  -

  quality

  B

  maintenance

  Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.

  Last updated 2026-05-13

  68

  16

  MIT

• Claude Code Memory Server

  ViralV00d00

  F

  license

  -

  quality

  D

  maintenance

  Provides persistent memory capabilities for Claude Code using Neo4j graph database to track development tasks, code patterns, solutions, and their relationships across sessions and projects, enabling contextual assistance and pattern recognition.

  Last updated 2025-06-28

  11
• 

  Crude Code MCP Serverofficial

  crude-code

  A

  license

  -

  quality

  B

  maintenance

  An oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps.

  Last updated 2026-07-22

  1

  Apache 2.0

• code-context-mcp

  VelimirMueller

  A

  license

  -

  quality

  A

  maintenance

  Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.

  Last updated 2026-07-22

  381

  4

  MIT

• Code Box

  MadhanMohanReddy2301

  A

  license

  -

  quality

  D

  maintenance

  A self-hosted MCP server providing stateful code execution (Python/JavaScript) with SQL query support, file I/O, and artifact management, replacing Azure Code Interpreter.

  Last updated 2026-03-14

  MIT

• Document Extractor MCP Server

  DynamicEndpoints

  F

  license

  A

  quality

  -

  maintenance

  Extracts and stores documentation content from Microsoft Learn and GitHub URLs into PocketBase with full-text search, metadata preservation, and automatic collection management for easy retrieval and organization.

  Last updated 2025-06-26

  9

• Database Tools for Claude AI

  elber-code

  A

  license

  B

  quality

  D

  maintenance

  MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.

  Last updated 2025-04-17

  1

  4

  4

  MIT
• 

  CData Python MCP Serverofficial

  CDataSoftware

  A

  license

  -

  quality

  D

  maintenance

  Enables LLMs to query live data from over 250+ sources via CData Python Connectors using natural language. Wraps connectors as a Model Context Protocol server.

  Last updated 2025-07-06

  3

  MIT

• python-mcp-as400

  LorenteFacundo

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to securely interact with IBM i (AS/400) systems via ODBC, supporting SQL queries, CL commands, source code reading, compilation, and spoolfile analysis.

  Last updated 2026-03-18

  1

  MIT

• metabase-mcp-python

  im-voracity

  A

  license

  -

  quality

  F

  maintenance

  A Python MCP server for Metabase that enables AI assistants to query databases, manage dashboards, and interact with your Metabase instance.

  Last updated 2026-04-16

  MIT

• MCP Python Tutorial

  jhj0517

  F

  license

  -

  quality

  D

  maintenance

  A demonstration server showing MCP implementation in Python with resource handling, tool operations, and reusable prompts for a simple user/post system with local database.

  Last updated 2025-04-27

• MCP Python Server

  NikhilBansalv

  F

  license

  -

  quality

  C

  maintenance

  A Python-based MCP server that exposes SQLite database CRUD and search operations on Users, Products, and Orders as tools for AI clients like Claude Desktop.

  Last updated 2026-07-06

• MCP DB Python

  191341025

  F

  license

  -

  quality

  -

  maintenance

  A Python-powered Model Context Protocol server that provides safe database inspection and read-only querying capabilities for MySQL databases. Enables LLM agents to explore database schemas, execute read-only SQL queries, and retrieve metadata through JSON-RPC communication.

  Last updated 2025-10-17

  1

• MCP-Python

  rhabraken

  F

  license

  -

  quality

  D

  maintenance

  A server that enables interaction with PostgreSQL, MySQL, MariaDB, or SQLite databases through Claude Desktop using natural language queries.

  Last updated 2025-02-12

  1
• 

  Ecosyste.ms Package Dataofficial

  ecosyste-ms

  A

  license

  A

  quality

  B

  maintenance

  Enables querying package ecosystem data from ecosyste.ms, including package metadata, versions, security advisories, dependencies, and repository information across 40+ package registries with fast local SQLite lookups and API fallback.

  Last updated 2026-07-22

  10

  137

  7

  MIT

• MSSQL MCP Python Server

  lorenzouriel

  A

  license

  -

  quality

  B

  maintenance

  MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability.

  Last updated 2026-07-14

  28

  MIT

• mcp-for-redash

  Ashuqwe

  A

  license

  -

  quality

  D

  maintenance

  MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.

  Last updated 2026-03-23

  MIT

• pg-python-mcp

  hexonal

  A

  license

  -

  quality

  D

  maintenance

  A PostgreSQL MCP server with AST-based security for safe database operations. Enables AI assistants to query and manage PostgreSQL databases securely.

  Last updated 2026-04-10

  MIT

• Remote PostgreSQL MCP Server

  NETWORK101

  A

  license

  -

  quality

  D

  maintenance

  Enables users to interact with PostgreSQL databases through natural language, with GitHub OAuth authentication and role-based access control.

  Last updated 2025-08-15

  MIT

• mcp-for-metabase

  DominikPollok

  A

  license

  -

  quality

  B

  maintenance

  A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.

  Last updated 2026-07-11

  GPL 3.0