"A program for running Python code" matching MCP servers:

• Python Code Runner

  shibing624

  A

  license

  -

  quality

  C

  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

• Running Formulas MCP Server

  st3v

  A

  license

  A

  quality

  C

  maintenance

  Provides comprehensive running performance calculations including VDOT, training paces, race time predictions, velocity markers, and heart rate zones using Jack Daniels, Greg McMillan, and Riegel methodologies.

  Last updated 2025-07-18

  9

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  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

  8

• 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

• 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

  yzfly

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that allows LLMs to interact with Python environments, execute code, and manage files within a specified working directory.

  Last updated 2025-10-12

  10

  99

• Python REPL MCP Server

  hdresearch

  A

  license

  B

  quality

  C

  maintenance

  A server that provides a persistent Python REPL environment through the MCP protocol, allowing execution of Python code, variable management, and package installation.

  Last updated 2025-12-15

  3

  40

  MIT

• Professional Python MCP Server

  bash20cu

  F

  license

  B

  quality

  C

  maintenance

  A comprehensive MCP implementation designed for fullstack development that enables code manipulation, terminal command execution, and system notifications. It provides an intelligent agent interface powered by Gemini to automate Python and Next.js development workflows.

  Last updated 2026-01-22

  5

• Code-MCP

  millsydotdev

  F

  license

  B

  quality

  -

  maintenance

  Turns AI assistants into full-stack software engineers with 36 tools for cognitive reasoning, code validation, project scaffolding, and AI/IDE configuration generation across 130+ programming languages, databases, and frameworks.

  Last updated 2025-12-08

  35

  17

• Code Buddy

  Abhi-vish

  A

  license

  C

  quality

  C

  maintenance

  A comprehensive MCP server that provides AI assistants with tools for file system management, Git integration, and shell command execution. It features specialized code utilities for analysis, formatting, and linting to enhance development workflows within Claude Desktop.

  Last updated 2025-12-08

  28

  7

  MIT
• 

  MCP Run Pythonofficial

  pydantic

  A

  license

  -

  quality

  F

  maintenance

  Enables secure execution of Python code in a sandboxed WebAssembly environment using Pyodide and Deno. Automatically handles package management and captures complete execution results including stdout, stderr, and return values.

  Last updated 2026-01-30

  192

  MIT
• 

  Axme-codeofficial

  AxmeAI

  A

  license

  -

  quality

  C

  maintenance

  Persistent project memory + architectural decisions + pre-execution safety hooks for Claude Code. Local-only storage, multi-repo workspace, automatic knowledge extraction via background auditor.

  Last updated 2026-05-23

  43

  10

  MIT

• Python notebook mcp

  UsamaK98

  A

  license

  -

  quality

  D

  maintenance

  Python notebook mcp

  Last updated 2025-06-24

  45

  MIT

• GitLab MCP for Code Review

  mehmetakinn

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

  Last updated 2025-05-15

  44

  MIT

• Python MCP Server

  hesiod-au

  A

  license

  -

  quality

  C

  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

  6

  MIT

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• MCP-JIRA-Python Server

  Kallows

  A

  license

  -

  quality

  -

  maintenance

  A Python-based server allowing seamless integration with JIRA for managing and interacting with projects through custom APIs.

  Last updated 2025-11-12

  4

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  25

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  31

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT