Deployment & DevOps MCPサーバー

Railway

Enables management of Railway.app infrastructure, including deployments, variables, and services, through natural language using Model Context Protocol.

Multiverse

Enables running multiple isolated instances of MCP servers with unique configurations and namespaces.

Terminal

Enables AI models to execute terminal commands on a host machine and retrieve the output.

Google Cloud

Connects to Google Cloud services to provide context and tools for interacting with resources.

DataHub

Provides a Metadata Change Proposal (MCP) server implementation for data governance.

System Monitor

Exposes system metrics via the Model Context Protocol (MCP), enabling LLMs to retrieve real-time system information.

Azure DevOps Assistant

Enables AI assistants to interact with Azure DevOps services via the Python SDK.

Aws Security

Connects AI assistants to AWS security services for autonomous querying, inspection, and analysis of AWS infrastructure.

Discovery

Discovers and documents MCP Server capabilities using a command-line interface.

Mcp Gateway

Provides a centralized gateway and registry for managing and accessing multiple Model Context Protocol (MCP) servers.

Awesome MCP Best Practices

Provides a curated list of best practices for building Model Context Protocol (MCP) servers and clients.

Heroku Platform

Enables large language models to interact with and manage Heroku Platform resources.

DigitalOcean

Exposes DigitalOcean App Platform functionality through standardized tools for MCP clients.

MySQL

Empowers AI assistants to perform comprehensive and secure operations on MySQL databases, including CRUD, transaction management, and intelligent rollback.

DevEx

Provides a fast, secure, and scalable cloud IDE platform for containerized development environments.

ROS 2

Connects AI agents and tools with ROS 2 nodes, topics, and services via the Model Context Protocol (MCP) over stdio.

Server Template

Provides a minimal FastMCP server template optimized for Render deployment with streamable HTTP transport.

Perforce P4

Exposes safe, structured read/write tools for Perforce P4 version control system assets like changelists, files, and workspaces via the Model Context Protocol.

Sugar

Automates software development tasks by continuously delegating work to autonomous AI agents, building features, fixing bugs, and shipping code.

Ludus Fast

Automates Ludus cyber range environments with AI-powered natural language commands.