Deployment & DevOps MCP 服务器

Railway

70

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

Google Cloud

76

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

ServiceNow

69

Connects Claude to ServiceNow instances, enabling data retrieval and action execution through the ServiceNow API.

DataHub

68

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

Superargs

70

Dynamically configure Model Context Protocol (MCP) server arguments at runtime.

Awesome MCP Best Practices

66

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

Alibaba Cloud Observability

73

Provides tools for accessing and interacting with Alibaba Cloud's observability products like SLS and ARMS.

Pyats

65

Enables structured interaction with network devices via STDIO using the JSON-RPC 2.0 protocol.

Heroku Platform

74

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

DigitalOcean

73

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

Proxmox Plus

75

Enhances Proxmox virtualization management with complete OpenAPI integration and advanced VM lifecycle control.

Tailscale

68

Automates Tailscale network management and monitoring through a standardized Model Context Protocol interface.

MySQL

66

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

Apache Spark History Server

69

Enables AI agents to analyze job performance, identify bottlenecks, and provide intelligent insights from Apache Spark History Server data.

Nav2

67

Provides a Model Context Protocol (MCP) server to control and monitor Nav2 navigation operations for robots.

Lazy Router

75

Proxies MCP server requests with lazy loading and hierarchical routing to optimize tool activation and reduce context usage.

ROS 2

67

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

Flow Nexus

73

Provides a competitive, gamified platform for deploying autonomous AI swarms, training neural networks, and mastering agentic engineering.

Ludus Fast

72

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

Mengram

66

Provides human-like memory capabilities for AI agents, encompassing semantic, episodic, and procedural knowledge that evolves from experience.