This list contains MCP Servers that connect AI Agents to your code repositories, build systems, and monitoring tools so it can review pull requests, inspect logs, and streamline deployments.
This list includes both Official Integrations as well as Community Servers. Official Integrations are maintained by companies building production ready MCP servers for their platforms, while Community Servers are community-developed and maintained servers that demonstrate various applications of MCP across different domains.
Name | What you can do with it | GitHub Repo |
---|---|---|
code-assistant | Explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections). | https://github.com/stippi/code-assistant |
code-executor | Execute Python code within a specified Conda environment. | https://github.com/bazinga012/mcp_code_executor |
code-sandbox-mcp | Create secure code sandbox environments using Docker containers. | https://github.com/Automata-Labs-team/code-sandbox-mcp |
commands | Run commands and scripts, just like in a terminal. | https://github.com/g0t4/mcp-server-commands |
Git | Interact with a local Git repository, including optional push support. | https://github.com/geropl/git-mcp-go |
GitHub Actions | Interact with GitHub Actions via MCP. | https://github.com/ko1ynnky/github-actions-mcp-server |
GitHub Enterprise MCP | Interact with GitHub Enterprise via MCP. | https://github.com/ddukbg/github-enterprise-mcp |
GitHub Repos Manager MCP Server | Automate GitHub repository management with 80+ tools. | https://github.com/kurdin/github-repos-manager-mcp |
GitMCP | Connect to any GitHub repository or project documentation effortlessly. | https://github.com/idosal/git-mcp |
JMeter | Run load testing using Apache JMeter via MCP-compliant tools. | https://github.com/QAInsights/jmeter-mcp-server |
Jupyter Notebook | Directly interact with and control Jupyter Notebooks for AI-assisted code execution, data analysis, visualization, and more. | https://github.com/jjsantos01/jupyter-notebook-mcp |
k8s-multicluster-mcp | Interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files. | https://github.com/razvanmacovei/k8s-multicluster-mcp |
iOS Simulator | Interact with iOS simulators (iPhone, iPad) through natural language commands. | https://github.com/InditexTech/mcp-server-simulator-ios-idb |
iTerm MCP | Execute and monitor terminal commands within iTerm2. | https://github.com/ferrislucas/iterm-mcp |
Xcode | Bring AI to your Xcode projects for intelligent code assistance, file operations, project management, and automated development tasks. | https://github.com/r-huijts/xcode-mcp-server |
xcodebuild | Build iOS Xcode workspace/project and feed back errors to LLMs. | https://github.com/ShenghaiWang/xcodebuild |
Name | Description | GitHub Repo |
---|---|---|
1Panel | MCP server implementation that provides 1Panel interaction. | https://github.com/1Panel-dev/mcp-1panel |
A2A | Bridges the Model Context Protocol with the Agent-to-Agent (A2A) protocol for seamless AI-agent communications. | https://github.com/GongRzhe/A2A-MCP-Server |
Actor Critic Thinking | Implements actor-critic methods for AI performance evaluation in your toolchain. | https://github.com/aquarius-wing/actor-critic-thinking-mcp |
AgentBay | Provides serverless cloud infrastructure for deploying and running AI agents. | https://github.com/Michael98671/agentbay |
Algorand | Comprehensive blockchain tooling and prompts for Algorand development. | https://github.com/GoPlausible/algorand-mcp |
Airflow | Connects to Apache Airflow via its Python client for orchestrating data pipelines. | https://github.com/yangkyeongmo/mcp-server-apache-airflow |
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