"A tool for analyzing Python repository structure and code relationships" matching MCP servers:

• Python Code Runner

  shibing624

  A

  license

  -

  quality

  D

  maintenance

  Enables execution of Python code in a safe environment, including running scripts, installing packages, and retrieving variable values. Supports file operations and package management through pip.

  Last updated 2025-10-09

  8

  Apache 2.0

• MCP server for Revit - Python

  mcp-servers-for-revit

  A

  license

  A

  quality

  B

  maintenance

  Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol.

  Last updated 2026-06-04

  20

  126

  MIT
• 

  Heroku MCP Code Execution -official

  heroku

  A

  license

  -

  quality

  C

  maintenance

  An MCP server for securely executing Python code, supporting STDIO, Streamable HTTP, and SSE transports, with easy deployment on Heroku.

  Last updated 2026-06-08

  8

  Creative Commons Zero v1.0 Universal

• Perplexity Tool for Claude

  letsbuildagent

  A

  license

  C

  quality

  F

  maintenance

  A custom MCP tool that integrates Perplexity AI's API with Claude Desktop, allowing Claude to perform web-based research and provide answers with citations.

  Last updated 2024-12-05

  1

  6

  MIT

• Claude Code MCP for Cursor

  blackpwnguin

  A

  license

  -

  quality

  D

  maintenance

  Bridges Claude Code CLI with Cursor IDE to use your existing Claude subscription without separate API costs.

  Last updated 2025-07-05

  3

  MIT

• Tool Compass

  mcp-tool-shop-org

  A

  license

  -

  quality

  C

  maintenance

  Semantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.

  Last updated 2026-06-02

  1

  MIT

• a-share-mcp

  shouldnotappearcalm

  A

  license

  -

  quality

  F

  maintenance

  提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。

  Last updated 2026-03-18

  16

  MIT

• io.github.DiaaAj/a-mem-mcp

  DiaaAj

  A

  license

  -

  quality

  D

  maintenance

  A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.

  Last updated 2026-01-17

  34

  MIT

• Python MCP Server

  hesiod-au

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that extracts and analyzes Python code structures, focusing on import/export relationships between files to help LLMs understand code context.

  Last updated 2025-05-05

  7

  MIT

• Scan-Code-Tool

  xiaobenyang-com

  A

  license

  -

  quality

  D

  maintenance

  CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments

  Last updated 2026-01-09

  2

  Apache 2.0

• tool-disco

  egoughnour

  A

  license

  -

  quality

  C

  maintenance

  A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool composition and proxy testing.

  Last updated 2026-01-15

  1

  MIT

• A-Modular-Kingdom

  MasihMoafi

  F

  license

  -

  quality

  C

  maintenance

  Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.

  Last updated 2026-05-11

  28

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  D

  maintenance

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  9

• Gemini MCP Server for Claude

  raydollete

  A

  license

  A

  quality

  B

  maintenance

  Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting. It supports streaming responses and multi-turn conversations directly within your existing AI development workflow.

  Last updated 2026-05-09

  3

  Apache 2.0

• graph-tool-call

  SonAIengine

  A

  license

  A

  quality

  B

  maintenance

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-06-02

  6

  7

  MIT

• QR Code Generator MCP

  Kalypsokichu-code

  A

  license

  A

  quality

  D

  maintenance

  Enables AI-powered generation of styled QR codes with 10 design presets, supporting single or batch creation with custom logos and formats (SVG/PNG) directly from AI tools.

  Last updated 2025-12-06

  4

  4

  MIT

• robot-tool-mcp

  musen-lab

  A

  license

  A

  quality

  B

  maintenance

  Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via natural language.

  Last updated 2026-04-09

  26

  1

  BSD 2-Clause "Simplified"

• MCP Python Interpreter

  PortPro-Technologies-Inc

  -

  license

  A

  quality

  -

  maintenance

  A Model Context Protocol server that allows LLMs to interact with Python environments, enabling code execution, file operations, package management, and development workflows.

  Last updated 2025-06-14

  9

• MCP Python Interpreter

  luutuankiet

  F

  license

  A

  quality

  D

  maintenance

  Enables LLMs to interact with Python environments, execute code, manage files, and handle packages through the Model Context Protocol.

  Last updated 2025-06-03

  9

• MCP Think Tool

  piotrpalek

  F

  license

  A

  quality

  D

  maintenance

  An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.

  Last updated 2025-03-25

  1

  1