"AI tools for debugging Python code" matching MCP servers:

• Python Code Runner

  shibing624

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  license

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  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

• Debugging MCP Server

  luischang07

  F

  license

  A

  quality

  C

  maintenance

  Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.

  Last updated 2026-04-05

  9

• 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

• 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

  6

  4

  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

• claude-code-tools

  permacopia3223

  A

  license

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  quality

  C

  maintenance

  MCP server providing code review, auto-fix, test running, linting, formatting, and refactor suggestions for Claude Code.

  Last updated 2026-04-18

  MIT

• Todo for AI MCP Server

  todo-for-ai

  A

  license

  -

  quality

  D

  maintenance

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  7

  Apache 2.0

• xlsx-for-ai

  senoff

  A

  license

  A

  quality

  A

  maintenance

  50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.

  Last updated 2026-06-11

  50

  2,038

  MIT

• io.github.peterkolbe/ableton

  peterkolbe

  A

  license

  A

  quality

  A

  maintenance

  MCP server that bridges Ableton Live with AI models, enabling real-time project inspection and control such as track overview, device parameters, and audio analysis.

  Last updated 2026-05-15

  12

  MIT

• tsurugi-python-mcp-tools

  septigram

  A

  license

  -

  quality

  C

  maintenance

  Enables to interact with Tsurugi RDBMS by executing SQL (DDL, DML, SELECT) and retrieving metadata through MCP.

  Last updated 2026-04-30

  Apache 2.0

• Error Debugging MCP Server

  firozanam

  A

  license

  -

  quality

  C

  maintenance

  Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.

  Last updated 2025-07-03

  MIT

• code-guard-ai

  negraodenio

  A

  license

  -

  quality

  B

  maintenance

  The only Multi-LLM Compliance Engine (GPT-4o + Claude + DeepSeek). Auto-fix GDPR/LGPD risks and more 15 frameworks. code.guard.eu

  Last updated 2026-04-22

  5

  MIT

• AI Developer Tools MCP Server

  grzetich

  A

  license

  B

  quality

  D

  maintenance

  Enables querying real-time adoption metrics, trends, and comparisons for popular AI coding tools like OpenAI SDK, Anthropic SDK, Cursor, GitHub Copilot, and LangChain through natural language.

  Last updated 2026-01-09

  4

  1

  MIT
• 

  QR Code AI MCPofficial

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  QR Code AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-06-11

  10

  MIT

• Code Reviewer AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  Code Reviewer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-06-11

  7

  MIT

• MCP Tools for Obsidian

  jacksteamdev

  A

  license

  -

  quality

  F

  maintenance

  A local MCP server that enables AI applications like Claude Desktop to securely access and work with Obsidian vaults, providing capabilities for reading notes, executing templates, and performing semantic searches.

  Last updated 2026-05-13

  820

  MIT

• n8n Manager for AI Agents

  czlonkowski

  A

  license

  -

  quality

  F

  maintenance

  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  59

  MIT

• CSV Tools AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  CSV Tools AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-06-12

  6

  MIT

• PDF Tools AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  PDF Tools AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-06-12

  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