MCP Directory

Cloud & DevOps MCP servers

AWS, GCP, Azure, Kubernetes, Docker, and infrastructure.

196 servers

lobehub

lobehub

★ 75,886

The ultimate space for work and life — to find, build, and collaborate with agent teammates that grow with you. We are taking agent harness to the next level — enabling multi-agent collaboration, effortless agent team design, and introducing agents as the unit of work interaction.

Cloud & DevOps · TypeScript

TrendRadar

sansan0

★ 55,887

⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载,你的 AI 舆情监控助手与热点筛选工具!聚合多平台热点 + RSS 订阅,支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机,也支持接入 MCP 架构,赋能 AI 自然语言对话分析、情感洞察与趋势预测等。支持 Docker ,数据本地/云端自持。集成微信/飞书/钉钉/Telegram/邮件/ntfy/bark/slack 等渠道智能推送。

Cloud & DevOps · Python

litellm

BerriAI

★ 45,311

Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, VLLM, NVIDIA NIM]

Cloud & DevOps · Python

kong

Kong

★ 43,294

🦍 The API and AI Gateway

Cloud & DevOps · Lua

LibreChat

danny-avila

★ 36,326

Enhanced ChatGPT Clone: Features Agents, MCP, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, message search, Code Interpreter, langchain, DALL-E-3, OpenAPI Actions, Functions, Secure Multi-User Auth, Presets, open-source for self-hosting. Active.

Cloud & DevOps · TypeScript

PDFMathTranslate

PDFMathTranslate

★ 33,434

[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译,支持 Google/DeepL/Ollama/OpenAI 等服务,提供 CLI/GUI/MCP/Docker/Zotero

Cloud & DevOps · Python

nacos

alibaba

★ 32,906

an easy-to-use dynamic service discovery, configuration and service management platform for building AI cloud native applications.

Cloud & DevOps · Java

AstrBot

AstrBotDevs

★ 31,046

AI Agent Assistant that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨

Cloud & DevOps · Python

prompt-optimizer

linshenkx

★ 27,592

An AI prompt optimizer for writing better prompts and getting better AI results.

Cloud & DevOps · TypeScript

n8n-mcp

czlonkowski

★ 18,916

A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you

Cloud & DevOps · TypeScript

aisuite

andrewyng

★ 13,749

Simple, unified interface to multiple Generative AI providers

Cloud & DevOps · Python

casdoor

casdoor

★ 13,522

An open-source Agent-first Identity and Access Management (IAM) /LLM MCP & agent gateway and auth server with web UI supporting OpenClaw, MCP, OAuth, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, TOTP, MFA, Face ID, Google Workspace, Azure AD

Cloud & DevOps · Go

xiaohongshu-mcp

xpzouying

★ 13,173

MCP for xiaohongshu.com

Cloud & DevOps · Go

nightingale

ccfos

★ 12,989

Nightingale is to monitoring and alerting what Grafana is to visualization.

Cloud & DevOps · Go

kubeshark

kubeshark

★ 11,888

eBPF-powered network observability for Kubernetes. Indexes L4/L7 traffic with full K8s context, decrypts TLS without keys. Queryable by AI agents via MCP and humans via dashboard.

Cloud & DevOps · Go

pal-mcp-server

BeehiveInnovations

★ 11,486

The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / Grok / Ollama / Custom Model / All Of The Above] working as one.

Cloud & DevOps · Python

nginx-ui

0xJacky

★ 11,097

Yet another WebUI for Nginx

Cloud & DevOps · Go

MoviePilot

jxxghp

★ 10,963

NAS媒体库自动化管理工具

Cloud & DevOps · Python

mcp

awslabs

★ 8,917

Official MCP Servers for AWS

Cloud & DevOps · Python

ida-pro-mcp

mrexodia

★ 8,084

AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.

Cloud & DevOps · Python

dockerlabs

collabnix

★ 7,983

Docker - Beginners | Intermediate | Advanced

Cloud & DevOps · PHP

kubectl-ai

GoogleCloudPlatform

★ 7,437

AI powered Kubernetes Assistant

Cloud & DevOps · Go

easy-vibe

datawhalechina

★ 7,349

💻 vibe coding 2026 | Your first modern programming course for beginners to master step by step.

Cloud & DevOps · JavaScript

opencost

opencost

★ 6,518

Cost monitoring for Kubernetes workloads and cloud costs

Cloud & DevOps · Go

microsandbox

superradcompany

★ 5,897

🧱 secure, local and programmable sandboxes for AI agents

Cloud & DevOps · Rust

deep-research

u14app

★ 4,573

Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.

Cloud & DevOps · JavaScript

openagent

the-open-agent

★ 4,515

⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent

Cloud & DevOps · Go

Olares

beclab

★ 4,486

Olares: An Open-Source Personal Cloud to Reclaim Your Data

Cloud & DevOps · Go

bifrost

maximhq

★ 4,470

Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.

Cloud & DevOps · Go

nexent

ModelEngine-Group

★ 4,371

Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.

Cloud & DevOps · Python

kubefwd

txn2

★ 4,093

Bulk port forwarding Kubernetes services for local development.

Cloud & DevOps · Go

semantic-router

vllm-project

★ 3,977

System Level Intelligent Router for Mixture-of-Models at Cloud, Data Center and Edge

Cloud & DevOps · Go

mcp-context-forge

IBM

★ 3,640

An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.

Cloud & DevOps · Python

archestra

archestra-ai

★ 3,613

Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator

Cloud & DevOps · TypeScript

swarmpit

swarmpit

★ 3,431

Lightweight AI-friendly Docker Swarm management

Cloud & DevOps · Clojure

metorial

metorial

★ 3,258

Connect any AI model to 600+ integrations; powered by MCP 📡 🚀

Cloud & DevOps · TypeScript

awesome-openclaw-agents

mergisi

★ 3,193

162 production-ready AI agent templates for OpenClaw. SOUL.md configs across 19 categories. Submit yours!

Cloud & DevOps · HTML

fastmcp

punkpeye

★ 3,069

A TypeScript framework for building MCP servers.

Cloud & DevOps · TypeScript

core

cheshire-cat-ai

★ 3,036

AI agent microservice

Cloud & DevOps · Python

goclaw

nextlevelbuilder

★ 2,981

GoClaw - GoClaw is OpenClaw rebuilt in Go — with multi-tenant isolation, 5-layer security, and native concurrency. Deploy AI agent teams at scale without compromising on safety.

Cloud & DevOps · Go

agentgateway

agentgateway

★ 2,555

Next Generation Agentic Proxy for AI Agents and MCP servers

Cloud & DevOps · Rust

Unity-MCP

IvanMurzak

★ 2,472

AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line. Works with Claude Code, Gemini, Copilot, Cursor and any other absolutely for free.

Cloud & DevOps · C#

metamcp

metatool-ai

★ 2,265

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

Cloud & DevOps · TypeScript

skills

microsoft

★ 2,184

Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents

Cloud & DevOps · TypeScript

Unla

AmoyLab

★ 2,098

🧩 MCP Gateway - A lightweight gateway service that instantly transforms existing MCP Servers and APIs into MCP servers with zero code changes. Features Docker deployment and management UI, requiring no infrastructure modifications.

Cloud & DevOps · TypeScript

Aix-DB

apconw

★ 2,096

Aix-DB 基于 LangChain/LangGraph 框架,结合 MCP Skills 多智能体协作架构,实现自然语言到数据洞察的端到端转换。

Cloud & DevOps · JavaScript

superglue

superglue-ai

★ 2,006

superglue (YC W25) builds integrations and tools from natural language. Get production-grade tools for long tail and enterprise systems.

Cloud & DevOps · TypeScript

amazon-q-developer-cli

aws

★ 1,945

✨ Agentic chat experience in your terminal. Build applications using natural language.

Cloud & DevOps · Rust

rocketride-server

rocketride-org

★ 1,876

High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.

Cloud & DevOps · C++

mcp_excalidraw

yctimlin

★ 1,839

MCP server and Claude Code skill for Excalidraw — programmatic canvas toolkit to create, edit, and export diagrams via AI agents with real-time canvas sync.

Cloud & DevOps · JavaScript

design-extract

Manavarya09

★ 1,806

Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for Claude Code/Cursor/Windsurf, multi-platform emitters (iOS SwiftUI, Android Compose, Flutter, WordPress), Tailwind v4, Figma variables, shadcn/ui, CSS health audit, WCAG remediation, Chrome extension. MIT, Playwright, Node 20+.

Cloud & DevOps · JavaScript

toolhive

stacklok

★ 1,755

ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.

Cloud & DevOps · Go

supermemory-mcp

supermemoryai

★ 1,683

Your memories are in ChatGPT... But nowhere else. Universal Memory MCP makes your memories available to every single LLM. No logins or paywall. One command to set it up.

Cloud & DevOps · TypeScript

ai

stripe

★ 1,514

One-stop shop for building AI-powered products and businesses with Stripe.

Cloud & DevOps · TypeScript

kubernetes-mcp-server

containers

★ 1,512

Model Context Protocol (MCP) server for Kubernetes and OpenShift

Cloud & DevOps · Go

tavily-key-generator

skernelx

★ 1,478

Multi-service toolkit for Tavily and Firecrawl signup automation, key validation, and isolated proxy pools.

Cloud & DevOps · Python

nixopus

nixopus

★ 1,428

Run production apps without thinking about infrastructure. On your server or ours. Fully agentic.

Cloud & DevOps · Go

phantom

ghostwright

★ 1,393

An AI co-worker with its own computer. Self-evolving, persistent memory, MCP server, secure credential collection, email identity. Built on the Claude Agent SDK.

Cloud & DevOps · TypeScript

mcp-server-kubernetes

Flux159

★ 1,383

MCP Server for kubernetes management commands

Cloud & DevOps · TypeScript

LitterBox

BlackSnufkin

★ 1,366

A secure sandbox environment for malware developers and red teamers to test payloads against detection mechanisms before deployment. Integrates with LLM agents via MCP for enhanced analysis capabilities.

Cloud & DevOps · YARA

wenyan-mcp

caol64

★ 1,203

文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。

Cloud & DevOps · JavaScript

PrismerCloud

Prismer-AI

★ 1,202

Prismer Cloud

Cloud & DevOps · TypeScript

ApeRAG

apecloud

★ 1,156

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

Cloud & DevOps · Python

better-chatbot

cgoinglove

★ 1,082

Just a Better Chatbot. Powered by Agent & MCP & Workflows.

Cloud & DevOps · TypeScript

jupyter-mcp-server

datalayer

★ 1,048

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

Cloud & DevOps · Python

SearChat

sear-chat

★ 1,044

Search + Chat = SearChat(AI Chat with Search), Support OpenAI/Anthropic/VertexAI/Gemini, DeepResearch, SearXNG, Docker. AI对话式搜索引擎,支持DeepResearch, 支持OpenAI/Anthropic/VertexAI/Gemini接口、聚合搜索引擎SearXNG,支持Docker一键部署。

Cloud & DevOps · TypeScript

telegram-mcp

chigwell

★ 1,021

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

Cloud & DevOps · Python

devops-ai-guidelines

VersusControl

★ 982

First AI Journey for DevOps - with comprehensive learning paths, practical tips, and enterprise guidelines

Cloud & DevOps · Go

openinference

Arize-ai

★ 948

OpenTelemetry Instrumentation for AI Observability

Cloud & DevOps · Python

AI-Gateway

Azure-Samples

★ 907

Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀

Cloud & DevOps · Jupyter Notebook

kubectl-mcp-server

rohitg00

★ 877

Published in CNCF Landscape: A MCP server for Kubernetes.

Cloud & DevOps · Python

scira-mcp-chat

zaidmukaddam

★ 832

A minimalistic MCP client with a good feature set.

Cloud & DevOps · TypeScript

yokai

ankorstore

★ 830

Simple, modular, and observable Go framework for backend applications.

Cloud & DevOps · Go

nekro-agent

KroMiose

★ 819

NekroAgent 是一个面向多人互动场景的跨平台 Agent 框架,集 Claude Code 沙盒执行、工作区编排、长期记忆、结构化 MCP 管理与可视化控制台于一体,兼具高扩展性、多模态交互、实时状态推送和自动化运行能力。项目支持 QQ、Discord、Telegram、Minecraft、BilibiliLive、WeChat、Email、SSE(SDK) 等多种平台接入,应用于构建高智能聊天机器人,可扩展为具备代码执行、工具调用、插件协作和复杂任务处理能力的通用 Agent 系统

Cloud & DevOps · Python

k8m

weibaohui

★ 814

一款轻量级、跨平台的 Mini Kubernetes AI Dashboard,支持大模型+智能体+MCP(支持设置操作权限),集成多集群管理、智能分析、实时异常检测等功能,支持多架构并可单文件部署,助力高效集群管理与运维优化。

Cloud & DevOps · Go

context-space

context-space

★ 809

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations

Cloud & DevOps · Go

LaunchStack

Deodat-Lawson

★ 804

AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector. Upload, organize, and chat with documents. Includes predictive missing-document detection, role-based workflows, and page-level insight extraction.

Cloud & DevOps · TypeScript

vllora

vllora

★ 795

Debug your AI agents

Cloud & DevOps · Rust

agentscope-runtime

agentscope-ai

★ 760

A production-ready runtime framework for agent apps with secure tool sandboxing, Agent-as-a-Service APIs, scalable deployment, full-stack observability, and broad framework compatibility.

Cloud & DevOps · Python

nuwax

nuwax-ai

★ 755

Nuwax Agent OS - The world's first universal agent operating system, building your private vertical general-purpose agent. 通用智能体操作系统,打造你私有的垂类通用智能体。新一代AI应用设计、开发、实践平台,无需代码,轻松创建,适合各类人群,支持多种端发布及API,提供完善的工作流、插件以及应用开发能力,RAG知识库与数据表存储能力,MCP接入以及开放能力。

Cloud & DevOps · TypeScript

bytechef

bytechefhq

★ 753

Open-source, AI-native, low-code platform for API orchestration, workflow automation, and AI agent integration across internal systems and SaaS products.

Cloud & DevOps · Java

pydantic-deepagents

vstorm-co

★ 740

Build Claude Code–style deep agents in Python: tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, and unlimited context — all on Pydantic AI.

Cloud & DevOps · Python

obot

obot-platform

★ 736

Complete MCP Platform -- Hosting, Registry, Gateway, and Chat Client

Cloud & DevOps · Go

mcp-searxng

ihor-sokoliuk

★ 731

MCP Server for SearXNG

Cloud & DevOps · TypeScript

mcp-proxy

tbxark

★ 684

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single HTTP server.

Cloud & DevOps · Go

argo

xark-argo

★ 679

ARGO is an open-source AI Agent platform that brings Local Manus to your desktop. With one-click model downloads, seamless closed LLM integration, and offline-first RAG knowledge bases, ARGO becomes a DeepResearch powerhouse for autonomous thinking, task planning, and 100% of your data stays locally. Support Win/Mac/Docker.

Cloud & DevOps · Python

pdf-reader-mcp

SylphxAI

★ 676

📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage

Cloud & DevOps · TypeScript

sentry-mcp

getsentry

★ 671

An MCP server for interacting with Sentry via LLMs.

Cloud & DevOps · TypeScript

mcp-gateway-registry

agentic-community

★ 620

Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding assistants. Transform scattered MCP server chaos into governed, auditable tool access with Keycloak/Entra integration.

Cloud & DevOps · Python

flux-operator

controlplaneio-fluxcd

★ 619

GitOps on Autopilot Mode

Cloud & DevOps · Go

stealth-browser-mcp

vibheksoni

★ 585

The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.

Cloud & DevOps · Python

mcp-security-hub

FuzzingLabs

★ 534

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

Cloud & DevOps · Python

mcp-remote-macos-use

baryhuang

★ 477

The only general AI agent that does NOT requires extra API key, giving you full control on your local and remote MacOs from Claude Desktop App

Cloud & DevOps · Python

CoexistAI

SPThole

★ 476

CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mapping tools—all with simple MCP tool calls or API calls or Python functions.

Cloud & DevOps · Jupyter Notebook

docker-mcp

QuantGeekDev

★ 476

A docker MCP Server (modelcontextprotocol)

Cloud & DevOps · Python

prometheus-mcp-server

pab1it0

★ 429

A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.

Cloud & DevOps · Python

nexus

Nexus-Router

★ 426

Govern & Secure your AI

Cloud & DevOps · Rust

mcp

cloudflare

★ 424

MCP server for the Cloudflare API

Cloud & DevOps · TypeScript

mcp-for-argocd

argoproj-labs

★ 415

An implementation of Model Context Protocol (MCP) server for Argo CD.

Cloud & DevOps · TypeScript

mcp-youtube-transcript

jkawamoto

★ 377

MCP server retrieving transcripts of YouTube videos

Cloud & DevOps · Python

mcp-server-azure-devops

Tiberriver256

★ 362

An MCP server for Azure DevOps

Cloud & DevOps · TypeScript

iam-policy-autopilot

awslabs

★ 348

IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your application evolves. This tool is available as a command-line utility and MCP server for use within AI coding assistants for quickly building IAM policies.

Cloud & DevOps · Rust

boltmcp

boltmcp

★ 347

boltmcp — MCP server.

Cloud & DevOps · Shell

gptr-mcp

assafelovic

★ 343

MCP server for enabling LLM applications to perform deep research via the MCP protocol

Cloud & DevOps · Python

redd-archiver

19-84

★ 331

A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus.

Cloud & DevOps · Python

mcp-server-code-execution-mode

elusznik

★ 324

An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.

Cloud & DevOps · Python

deepseek-mcp-server

DMontgomery40

★ 320

Model Context Protocol server for DeepSeek's advanced language models

Cloud & DevOps · TypeScript

mcp-manager

amxv

★ 286

simple web ui to manage mcp (model context protocol) servers in the claude app

Cloud & DevOps · TypeScript

ultra-mcp

RealMikeChong

★ 274

100x Your Claude Code, Gemini CLI, Cursor and/or any coding tools with MCP client support

Cloud & DevOps · TypeScript

MARM-Systems

Lyellr88

★ 257

Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and WebSocket) enabling cross-platform AI memory, multi-agent coordination, and context sharing. Built with MARM protocol for structured reasoning that evolves with your work.

Cloud & DevOps · Python

MCP-Defender

MCP-Defender

★ 252

Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.

Cloud & DevOps · TypeScript

Lambda-MCP-Server

mikegc-aws

★ 231

Creates a simple MCP tool server with "streaming" HTTP.

Cloud & DevOps · Python

mindmap-mcp-server

YuChenSSR

★ 228

mindmap, mcp server, artifact

Cloud & DevOps · Python

k8s-mcp-server

alexei-led

★ 208

K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments

Cloud & DevOps · Python

YourMemory

sachitrafa

★ 205

Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.

Cloud & DevOps · Python

mcpproxy-go

smart-mcp-proxy

★ 204

Supercharge AI Agents, Safely

Cloud & DevOps · Go

drawio2go

Menghuan1918

★ 198

A modern DrawIO editor application. AI-Powered, Human-AI Collaboration | AI 加持,人机共绘drawio

Cloud & DevOps · TypeScript

gcp-mcp

eniayomi

★ 197

A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your Google Cloud Platform environment. This allows for natural language querying and management of your GCP resources during conversations.

Cloud & DevOps · TypeScript

MCP-Checklists

MCP-Manager

★ 189

MCP-Checklists — MCP server.

Cloud & DevOps · JavaScript

aws-mcp-server

alexei-led

★ 182

A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.

Cloud & DevOps · Python

mcp-agent-langchainjs

Azure-Samples

★ 180

Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integration to order burgers from a burger restaurant

Cloud & DevOps · TypeScript

superset-mcp

aptro

★ 180

connect to 50+ data stores via superset mcp server. Can use with open ai agent sdk, Claude app, cursor, windsurf

Cloud & DevOps · Python

Wazuh-MCP-Server

gensecaihq

★ 169

AI-powered security operations for Wazuh SIEM—use any MCP-compatible client to ask security questions in plain English. Faster threat detection, incident triage, and compliance checks with real-time monitoring and anomaly spotting. Production-ready MCP server for conversational SOC workflows.

Cloud & DevOps · Python

Axon.MCP.Server

ali-kamali

★ 164

Transform your codebase into an intelligent knowledge base for AI-powered development with Cursor IDE, Google AntiGravity, and MCP-enabled assistants

Cloud & DevOps · Python

turbo-flow

marcuspat

★ 162

Advanced Agentic Development Environment Supporting Devpods, Rackspace Spot Instances, Github Codespaces, Google Cloud Shell, and more! Features 600+ AI subagents, Claude Flow, SPARC methodology, and automatic context loading! Deploy intelligent multi-agent swarms, coordinate autonomous workflows.

Cloud & DevOps · Shell

eShopLite

Azure-Samples

★ 162

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic Search, MCP, Reasoning models and more.

Cloud & DevOps · C#

structurizr

structurizr

★ 162

Structurizr is a "models as code" tool designed for the C4 model.

Cloud & DevOps · Java

mcp-apache-spark-history-server

kubeflow

★ 161

MCP Server and CLI for Apache Spark History Server. Debug Spark applications from AI agents, scripts, or the terminal.

Cloud & DevOps · Python

mcp-crash-course

emarco177

★ 160

Hands-on crash course for the Model Context Protocol (MCP) with project-based branches on Streamable-HTTP, LangChain adapters, and Docker.

Cloud & DevOps · Python

spotinfo

alexei-led

★ 160

CLI for exploring AWS EC2 Spot inventory. Inspect AWS Spot instance types, saving, price, and interruption frequency.

Cloud & DevOps · Go

netbox-mcp-server

netboxlabs

★ 159

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

Cloud & DevOps · Python

k8s-mcp-server

reza-gholizade

★ 154

Manage Your Kubernetes Cluster with k8s mcp-server

Cloud & DevOps · Go

openclaw-mcp

freema

★ 149

🦞 MCP server for OpenClaw - secure bridge between Claude.ai and your self-hosted OpenClaw assistant with OAuth2 authentication

Cloud & DevOps · TypeScript

mcp-memory

Puliczek

★ 141

🔥🖥️ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude, Windsurf and more) the ability to remember information about users (preferences, behaviors) across conversations.

Cloud & DevOps · HTML

aks-mcp

Azure

★ 132

A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It serves as a bridge between AI tools (like Claude, Cursor, and GitHub Copilot) and AKS.

Cloud & DevOps · Go

aws-cost-explorer-mcp-server

aarora79

★ 127

MCP server for understanding AWS spend

Cloud & DevOps · Python

template-repo

AndrewAltimit

★ 126

Agent orchestration & security template featuring MCP tool building, agent2agent workflows, mechanistic interpretability on sleeper agents, and agent integration via CLI wrappers

Cloud & DevOps · Rust

mcp-local-rag

nkapila6

★ 122

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

Cloud & DevOps · Python

Pare

Dave-London

★ 121

Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.

Cloud & DevOps · TypeScript

MySearch-Proxy

skernelx

★ 114

Unified search MCP, proxy console, and skill for Tavily, Firecrawl, and Social / X.

Cloud & DevOps · Python

agenticmail

agenticmail

★ 108

Email & SMS infrastructure for AI agents — send and receive real email and text messages programmatically

Cloud & DevOps · TypeScript

sandbox-mcp

pottekkat

★ 108

A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.

Cloud & DevOps · Go

pullmd

AeternaLabsHQ

★ 97

Self-hosted URL-to-Markdown service for humans and AI agents. PWA + REST + MCP + Claude Code skill, with Reddit support and refreshable share links.

Cloud & DevOps · JavaScript

pluggedin-app

VeriTeknik

★ 94

The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.

Cloud & DevOps · TypeScript

creative-ad-agent

DV0x

★ 94

Multi-agent system for generating Meta/Instagram ad creatives using Claude SDK and Nano Banana MCP

Cloud & DevOps · TypeScript

awesome-mcp-servers-devops

WagnerAgent

★ 93

A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.

Cloud & DevOps

junos-mcp-server

Juniper

★ 89

This is a Junos Model Context Protocol (MCP) Server project that provides a bridge between MCP-compatible clients (like Claude Desktop) and Juniper Junos network devices.

Cloud & DevOps · Python

mcp-breach-to-fix-labs

PawelKozy

★ 88

Hands-on MCP security lab: 10 real incidents reproduced with vulnerable/secure MCP servers, pytest regressions, and Claude/Cursor battle-tested exploit walkthroughs

Cloud & DevOps · Python

mcp-server-any-openapi

baryhuang

★ 82

A MCP server that enables Claude to discover and call any API endpoint through semantic search. Intelligently chunks OpenAPI specifications to handle large API documentation, with built-in request execution capabilities. Perfect for integrating private APIs with Claude Desktop.

Cloud & DevOps · Python

mcp-gopls

hloiseau

★ 80

Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.

Cloud & DevOps · Go

gtm-mcp-server

paolobietolini

★ 76

An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once, and start managing GTM through natural language.

Cloud & DevOps · Go

ingero

ingero-io

★ 76

eBPF-based GPU causal observability agent

Cloud & DevOps · Go

Sephera

Reim-developer

★ 76

Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bundles, and built-in MCP server.

Cloud & DevOps · Rust

mcp-shell

sonirico

★ 75

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.

Cloud & DevOps · Go

youtube-connector-mcp

ShellyDeng08

★ 73

MCP server for YouTube — search videos, channels, playlists, and transcripts. Works with Claude, Cursor, Windsurf, and any MCP client.

Cloud & DevOps · Python

OmniMCP

OpenAdaptAI

★ 71

OmniMCP uses Microsoft OmniParser and Model Context Protocol (MCP) to provide AI models with rich UI context and powerful interaction capabilities.

Cloud & DevOps · Python

mcp-openapi-schema-explorer

kadykov

★ 71

MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resource Templates for client-side exploration.

Cloud & DevOps · TypeScript

podman-mcp-server

manusa

★ 70

Model Context Protocol (MCP) server for container runtimes (Podman and Docker)

Cloud & DevOps · Go

clinicaltrialsgov-mcp-server

cyanheads

★ 67

MCP server for the ClinicalTrials.gov v2 API. Search trials, retrieve study details and results, and match patients to eligible trials.

Cloud & DevOps · TypeScript

agent-architecture-review-sample

Azure-Samples

★ 64

The Architecture Review Agent is an open-source AI agent sample that reviews software architectures and generates interactive diagrams automatically.

Cloud & DevOps · Python

notebooklm-mcp

roomi-fields

★ 60

Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.

Cloud & DevOps · TypeScript

unraid-mcp

jmagar

★ 59

Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports system info, Docker, VMs, array/parity, notifications, plugins, rclone, and live telemetry.

Cloud & DevOps · Python

jimeng-mcp-server

wwwzhouhui

★ 57

一个为即梦AI打造的MCP服务器,让Claude、Cherry Studio等AI应用直接调用即梦的AI生成能力。基于jimeng-free-api-all开源项目,提供OpenAI兼容接口。 核心功能:文本生成图像(即梦4.0/3.1)、图像合成(多图融合)、文本生成视频(480p-1080p)、图像生成视频(静态转动态)。 支持三种模式:stdio(Claude Desktop)、SSE(Web)、HTTP REST API(跨平台)。Docker一键部署,开箱即用。异步轮询优化,确保长时间任务稳定完成。 需要Python 3.10+和Docker,配置SessionID即可使用,每日免费66积分。适合AI创作者、开发者学习MCP协议。MIT开源,代码透明。

Cloud & DevOps · Python

thoughtbox

Kastalien-Research

★ 56

Thoughtbox is an intention ledger for agents. Evaluate AI's decisions against its decision-making.

Cloud & DevOps · TypeScript

touchdesigner-mcp-server

bottobot

★ 53

TouchDesigner Documentation MCP Server v2.6.1 - FIXED Python API tools! Features 629 operators + 14 tutorials + 69 Python API classes with working get_python_api & search_python_api tools. Zero-configuration setup for VS Code/Codium.

Cloud & DevOps · HTML

template-mcp-server

redhat-data-and-ai

★ 52

Production-ready Python template for building MCP servers with FastMCP, FastAPI, OAuth, and OpenShift deployment.

Cloud & DevOps · Python

wookstar-claude-plugins

henkisdabro

★ 52

An opinionated Claude Code Plugin Pack. Skills, Agents, Hooks, MCPs. Examples: Email draft preview assistance & humanisation. Agents for Codex and Gemini "outsourcing". Skills for Google Analytics & Google Tag Manager, Shopify and much more

Cloud & DevOps · Python

sample-agentic-ai-web

aws-samples

★ 50

This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amazon Nova models to create a web automation assistant with tool use, human-in-the-loop interaction, and vision capabilities.

Cloud & DevOps · Python

Generative-UI-MCP

op7418

★ 50

MCP server that teaches AI models to generate interactive visualizations — charts, diagrams, mockups, and more.

Cloud & DevOps · TypeScript

roadrecon_mcp_server

atomicchonk

★ 50

Claude MCP server to perform analysis on ROADrecon data

Cloud & DevOps · Python

mcp-zap-server

dtkmn

★ 49

A Spring Boot application exposing OWASP ZAP as an MCP (Model Context Protocol) server. It lets any MCP‑compatible AI agent (e.g., Claude Desktop, Cursor) orchestrate ZAP actions—spider, active scan, import OpenAPI specs, and generate reports.

Cloud & DevOps · Java

MCP-Airflow-API

call518

★ 45

⚡ Control Apache Airflow with natural language via MCP. Chat with your workflows using Claude, GPT, or any LLM — no REST API calls needed. Supports Airflow 2.x (43 tools) & 3.0+ (45+ tools).

Cloud & DevOps · Python

mcp-playground

Elkhn

★ 45

A Streamlit-based chat app for LLMs with plug-and-play tool support via Model Context Protocol (MCP), powered by LangChain, LangGraph, and Docker.

Cloud & DevOps · Python

mcp-server-weibo

qinyuanpei

★ 44

基于 Model Context Protocol 的微博数据接口服务器 - 实时获取微博用户信息、动态内容、热搜榜单、粉丝关注数据。支持用户搜索、内容搜索、话题分析,为 AI 应用提供完整的微博数据接入方案。

Cloud & DevOps · Python

mcp-front

stainless-api

★ 44

Auth proxy for Model Context Protocol servers - adds authentication to MCP tools for Claude.ai, Claude Code, Cursor, Gemini

Cloud & DevOps · Go

fal-mcp-server

raveenb

★ 43

MCP server for Fal.ai - Generate images, videos, music and audio with Claude

Cloud & DevOps · Python

mcp-gateway

theognis1002

★ 41

Model Context Protocol (MCP) Gateway & Registry - Central hub for managing tools, resources, and prompts for MCP-compatible LLMs. Translates REST APIs into MCP, builds virtual MCP servers with security and observability, and bridges multiple transports (stdio, SSE, streamable HTTP).

Cloud & DevOps · Go

golemcore-bot

alexk-dev

★ 40

Agent Platform for AI-Native Companies

Cloud & DevOps · Java

agent-mcp-gateway

roddutra

★ 40

Provides per-subagent MCP access controls to Claude Code (or any MCP client) across all your MCPs and prevents context window bloat. Loads only 3 tools instead of all your MCP Server's tool definitions. Agents discover tools on-demand, only when needed. Control which servers and individual tools each agent/subagent can access.

Cloud & DevOps · Python

NepseAPI-Unofficial

surajrimal07

★ 40

Unlock Nepal Stock Exchange (NEPSE) data with this powerful unofficial API. Features REST, WebSocket, and a first-of-its-kind Model Context Protocol (MCP) server, enabling AI models like Claude to perform live market analysis with over 20 specialized tools. Strictly for educational and non-commercial use.

Cloud & DevOps · Python

DockerMcpServer

jamesburton

★ 2

A Docker MCP Server built using the ModelContextProtocol NuGet package

Cloud & DevOps · C#

modelcontextprotocol_servers

emblem-worlds

★ 1

Mirror of https://github.com/modelcontextprotocol/servers

Cloud & DevOps

modelcontextprotocol

Bina-man

★ 1

modelcontextprotocol — MCP server.

Cloud & DevOps · JavaScript

smallest-ai-mcp

Akshay-Sisodia

★ 1

Production-grade ModelContextProtocol (MCP) server for the Smallest AI Waves platform. Exposes all Waves TTS and voice cloning features as MCP tools and resources. Ready for deployment.

Cloud & DevOps · Python

modelcontextprotocol

AIBlockOfficial

★ 0

An MCP server for the AIBlock API

Cloud & DevOps · Python

ModelContextProtocol

craigcerto

★ 0

Model Context Protocol Implementation for a Central AI Platform with Hub/Spoke Application Clients

Cloud & DevOps · Python

mcp-client-for-azure-functions

tsubakimoto

★ 0

https://github.com/modelcontextprotocol/csharp-sdk

Cloud & DevOps · C#

modelcontextprotocol-servers

adisuryanathan

★ 0

modelcontextprotocol-servers — MCP server.

Cloud & DevOps · JavaScript

my-mcp-servers

keitasunaga

★ 0

Customized MCP Servers based on modelcontextprotocol/servers

Cloud & DevOps · JavaScript

modelcontextprotocol-registry-research

chambridge

★ 0

Research on the modelcontextprotocol/registry consider the deployment and management aspects in a kubernetes environment.

Cloud & DevOps · Shell

base44-mcp

maorfr

★ 0

MCP (ModelContextProtocol) server for https://base44.app

Cloud & DevOps · Python

DockerAI_ModelContextProtocol

pibabu

★ 0

DockerAI_ModelContextProtocol — MCP server.

Cloud & DevOps · Python

sample-calculator-mcp-server

dungnt7

★ 0

Sample codebase to learn about Microsoft's ModelContextProtocol (MCP) framework

Cloud & DevOps · C#

mcp-tools-php

kuroneko913

★ 0

A from-scratch implementation of the ModelContextProtocol to deepen my understanding.

Cloud & DevOps · PHP

app-service-mcp-app-sample

seligj95

★ 0

Sample MCP App with interactive weather widget hosted on Azure App Service. Built with ASP.NET Core and the ModelContextProtocol C# SDK.

Cloud & DevOps · C#

k8s-sre-agent

AmulThantharate

★ 0

**KubeSentinel** is a production-grade **Kubernetes SRE Agent** built on the [Model Context Protocol (MCP)](https://modelcontextprotocol.io/). It empowers AI assistants (Claude, Cursor, etc.) with the ability to observe, diagnose, and remediate Kubernetes clusters autonomously and safely.

Cloud & DevOps · Python