Open-Source MCP servers

Matching MCP servers:

• MCP Merge Request Summarizer

  sonicjoy

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  security

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  Automatically generates comprehensive merge request summaries from git logs, analyzing commit history and categorizing changes into structured descriptions. Provides tools to analyze git repositories, compare branches, and create detailed summaries with change categorization, impact analysis, and review time estimates.

  Last updated -

  1

  MIT License

• Code Merge MCP

  yy1588133

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  security

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  A Model Context Protocol server that helps large language models process code repositories by providing file tree generation, code merging, and code analysis capabilities.

  Last updated -

  3

  22

  MIT License

• Merge MCP Serverofficial

  merge-api

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  security

  F

  license

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  quality

  Provides integration between Merge API and LLM providers supporting the MCP protocol, allowing natural language interaction with Merge data across HRIS, ATS, and other categories.

  Last updated -

  15

• twitter-username-changes-mcp

  kukapay

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  security

  A

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  quality

  An MCP server that tracks the historical changes of Twitter usernames—frequent screen name changes in crypto projects can be a red flag for potential scam risks.

  Last updated -

  2

  MIT License

• In Memoria

  pi22by7

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  security

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  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated -

  341

  62

  MIT License

• GitLab Code Review MCP

  lininn

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  security

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  quality

  Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.

  Last updated -

  1

  MIT License

• With-MCP

  janwilmake

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  security

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  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated -

  302

  34

  MIT License

• A Share MCP

  24mlight

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  security

  A

  license

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  quality

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated -

  27

  424

  MIT License

• All-in-One Dev

  nguyenvanduocit

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  security

  F

  license

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  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated -

  87

• Two Truths and a Twist

  ErgodicLabs

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  security

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  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated -

  5

  MIT License

• GitLab MCP Code Review

  ffpy

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  security

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  Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.

  Last updated -

  3

  MIT License

• Claude Code MCP

  auchenberg

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  security

  A

  license

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  quality

  An implementation of Claude Code as a Model Context Protocol server that enables using Claude's software engineering capabilities (code generation, editing, reviewing, and file operations) through the standardized MCP interface.

  Last updated -

  8

  173

  MIT License

• Claude Code MCP Server

  engineers-hub-ltd-in-house-project

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  security

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  quality

  Wraps Claude Code as a server using the Model Context Protocol (MCP), allowing teams to interact with Claude Code through a Slack bot interface.

  Last updated -

  5

  MIT License

• MCP Code Analyzer

  emiryasar

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  security

  A

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  A comprehensive code analysis and management tool that integrates with Claude Desktop to analyze code at project and file levels, helping adapt changes to projects intelligently.

  Last updated -

  39

  MIT License

• A-Share MCP Server

  24mlight

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  security

  A

  license

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  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated -

  27

  424

  MIT License

• GitLab MCP for Code Review

  mehmetakinn

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  security

  A

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  quality

  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 -

  31

  MIT License

• MCP Code Executor

  bazinga012

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  security

  A

  license

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  quality

  Allows LLMs to execute Python code in a specified Conda environment, enabling access to necessary libraries and dependencies for efficient code execution.

  Last updated -

  188

  MIT License

• Code Snippet Server

  ngeojiajun

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  security

  A

  license

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  quality

  A MCP server for managing and storing code snippets in various programming languages, allowing users to create, list, and delete snippets via a standardized interface.

  Last updated -

  3

  2

  7

  MIT License

• Code Summarizer MCP

  nicobailon

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  security

  F

  license

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  quality

  Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code files through a Model Context Protocol server, providing structured access to codebase content without manual copying.

  Last updated -

  2

• Smart Code Reviewer

  renjismzy

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  security

  A

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  quality

  Enables comprehensive code analysis including quality assessment, security vulnerability detection, refactoring suggestions, complexity calculations, and automatic documentation generation for multiple programming languages.

  Last updated -

  5

  MIT License

• MCP Code Editor

  alejoair

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  A FastMCP server providing powerful code editing tools including precise file modifications with diff-based operations, file creation and reading with line numbers, and more tools for code editing workflows.

  Last updated -

  MIT License

• claude-code-mcp

  KunihiroS

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  security

  A

  license

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  quality

  This project aims to build a Claude Code MCP server and implement its associated tools (explain\_code, review\_code, fix\_code, edit\_code, test\_code, simulate\_command, your\_own\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically

  Last updated -

  7

  106

  30

  MIT License

• MCP Code Indexer

  zxfgds

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  security

  F

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  A smart code retrieval tool based on Model Context Protocol that provides efficient and accurate code repository search capabilities for large language models.

  Last updated -

  23

• code-index-mcp

  johnhuang316

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  security

  A

  license

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  quality

  A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup

  Last updated -

  12

  356

  MIT License

• Python Code Runner

  shibing624

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  security

  A

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  quality

  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 -

  7

  Apache 2.0

• code-to-tree

  micl2e2

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  security

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  code-to-tree

  Last updated -

  52

  MIT License

• Code Explainer MCP

  BillDuke13

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  A Cloudflare Worker that analyzes source code to provide comprehensive explanations including architecture diagrams, core functionality analysis, and component breakdowns across multiple programming languages.

  Last updated -

  6

  Apache 2.0

• Code Scanner Server

  Ixe1

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  security

  A

  license

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  quality

  An MCP server that scans codebases to extract structural information (classes, functions, etc.) with flexible filtering options and outputs in LLM-friendly formats.

  Last updated -

  1

  3

  GPL 3.0

• Divide and Conquer MCP Server

  landicefu

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  security

  A

  license

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  quality

  Enables AI agents to break down complex tasks into manageable pieces using a structured JSON format with task tracking, context preservation, and progress monitoring capabilities.

  Last updated -

  15

  49

  6

  MIT License

• Code Sandbox MCP Server

  philschmid

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  security

  A

  license

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  quality

  A secure Model Context Protocol server that allows AI assistants and LLM applications to safely execute Python and JavaScript code snippets in containerized environments.

  Last updated -

  2

  145

  MIT License

• Persistent-Code MCP Server

  sparshdrolia

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  security

  F

  license

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  quality

  Creates and maintains a semantic knowledge graph of code that allows maintaining context across sessions with Claude, providing advanced search capabilities without requiring the entire codebase in the context window.

  Last updated -

  5

• Code Review MCP

  shadabbi

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  security

  A

  license

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  quality

  Enables comprehensive GitHub PR reviews through Cursor's AI by fetching PR diffs, running static analysis tools (ESLint, Prettier, TypeScript, Semgrep), executing tests, and generating detailed code review reports with inline comments.

  Last updated -

  9

  736

  1

  MIT License