Awesome MCP

Automated. Curated. Ranked.

Model Context Protocol (MCP) servers, clients, and frameworks — the open standard for connecting AI assistants to external data sources and tools. This awesome list is automatically maintained with daily GitHub API updates. Projects are re-ranked daily based on current activity metrics.

Daily process: Merge community PRs → Scan repos → Filter stale projects → Recalculate scores → Rebuild list

• AI Agents
  • Code Assistants
  • Human-in-the-Loop
  • Multi-Agent
  • Reasoning & Prompts
• AI Memory & RAG
  • Memory
  • RAG
• AI Platforms
• Aggregators & Gateways
  • Aggregators
  • Gateways & Proxies
  • Platforms & Registries
• Browser Automation
  • AI Automation
  • Browser Tools
  • Cloud Services
  • DevTools
  • Playwright
• CLI Tools
• CRM & ERP
• Cloud & Infrastructure
  • AWS
  • Cloud Platforms
  • Kubernetes
  • Virtualization & IaC
• Communication & Messaging
  • Apple Messages
  • Email
  • Messengers
  • Notifications
  • Team Chat
  • Voice & Telephony
• Data & Analytics
  • AI/ML Platforms
  • Data APIs
  • Data Exploration
  • Data Platforms
  • Jupyter & Notebooks
  • Visualization
• Databases
  • Analytics & Warehouses
  • Cache & Key-Value
  • Cloud Platforms
  • Graph Databases
  • Multi-Database Tools
  • NoSQL & Document
  • SQL Databases
  • Search Engines
  • Spreadsheets & No-Code
  • Streaming & Messaging
  • Time-Series & Metrics
  • Vector Databases
• Developer Tools
  • API Tools
  • CI/CD & DevOps
  • Code Analysis
  • Debuggers
  • Design & UI
  • Diagrams
  • Documentation
  • IDE & Editors
  • MCP SDKs
  • Mobile Development
  • OpenAPI
  • Package Managers
  • Robotics & Automation
  • Task Management
  • Testing & QA
  • Utilities
  • Version Control
• Embedded & IoT
• File Systems & Storage
• Finance
  • Accounting & Budgeting
  • Crypto & Blockchain
  • Payments & Banking
  • Stock Data & Analytics
  • Trading & Exchanges
• Frameworks & SDKs
• Gaming
• Healthcare & Bioinformatics
• LLM Bridges
• Location & Maps
  • GIS
  • IP Geolocation
  • Maps & Navigation
  • Weather
• MCP Clients
• Marketing & Analytics
• Media Processing
  • 3D & Animation
  • Audio & Music
  • Image Generation
  • Image Processing
  • Media Services
  • Video
• Monitoring & Observability
• Productivity
  • Atlassian
  • Collaboration
  • Documents
  • Google Workspace
  • Helpdesk & Support
  • Learning & Flashcards
  • Microsoft 365
  • Note-taking & Docs
  • Notion
  • Obsidian
  • Project Management
  • Tasks & Calendar
  • Wiki & Collaboration
• Research & Science
• Sandboxing & Execution
• Search & Extraction
  • Academic Research
  • Data APIs
  • News & Content
  • Web Search Engines
• Security
  • Identity & Access
  • MCP Security
  • Network & Firewall
  • Pentesting & OSINT
  • Reverse Engineering
  • SIEM & SecOps
• Social Media
• Sports
• Text-to-Speech
• Translation
• Travel & Transport
• Web Scraping

AI Agents

Code Assistants

• oraios/serena — Semantic code retrieval and editing toolkit ☆26,618
• zilliztech/claude-context — Code search for Claude Code agents ☆12,165
• CodeGraphContext/CodeGraphContext — Code graph indexing for AI context ☆3,961
• ezyang/codemcp — Coding assistant MCP for Claude Desktop ☆1,609
• ref-tools/ref-tools-mcp — Reference tools for coding agents ☆1,141
• SDGLBL/mcp-claude-code — MCP implementation of Claude Code capabilities and more ☆304
• stippi/code-assistant — LLM-powered autonomous coding assistant ☆176
• lamemind/mcp-server-multiverse — MCP server for multiverse context management ☆81
• gabrielmaialva33/winx-code-agent — MCP-powered code agent for development ☆33
• wende/cicada — AI Coders search blindly. Be their guide. ☆40
• x51xxx/codex-mcp-tool — Claude/Cursor to Codex CLI bridge with multi-turn sessions ☆23
• VertexStudio/developer — File editing, shell execution, screen capture ☆21

Human-in-the-Loop

• ttommyth/interactive-mcp — Interactive MCP server for human-in-the-loop AI ☆352
• gotohuman/gotohuman-mcp-server — Human approvals for AI agentic workflows ☆53
• RapidataAI/human-use — Enable AI to ask anyone anything ☆72
• nazar256/user-prompt-mcp — User input requests for Cursor ☆21

Multi-Agent

• rinadelph/Agent-MCP — Multi-agent AI collaboration framework ☆1,272
• roboticforce/sugar — Persistent memory for AI coding agents. Local-first, cross-session context, global knowledge, and optional autonomous task execution. ☆91

Reasoning & Prompts

• PV-Bhat/vibe-check-mcp-server — Mentor-like feedback tool preventing AI over-engineering ☆501
• ooples/token-optimizer-mcp — Token optimization with caching and compression ☆445
• Rai220/think-mcp — MCP Server for reasoning ☆107
• hyperb1iss/lucidity-mcp — MCP server for enhanced AI clarity and reasoning ☆89
• YuChenSSR/multi-ai-advisor-mcp — council of models for decision ☆83
• nikkoxgonzales/crash-mcp — Structured reasoning with step validation ☆71
• gwbischof/free-will-mcp — Experimental AI self-prompting MCP server ☆37
• aquarius-wing/actor-critic-thinking-mcp — Dual-perspective thinking analysis server ☆32
• vasayxtx/mcp-prompt-engine — MCP Prompt Engine ☆18
• abhinav-mangla/inner-monologue-mcp — Inner Monologue MCP Server ☆17
• abhinav-mangla/think-tool-mcp — MCP Think Tool Server ☆16

AI Memory & RAG

Memory

• vectorize-io/hindsight — Hindsight: Agent Memory That Learns ☆18,628
• basicmachines-co/basic-memory — AI conversations that remember context ☆3,469
• agentic-box/memora — Persistent shared memories in SQLite ☆433
• Beever-AI/beever-atlas — LLM Wiki memory for team chat (Slack, Discord, Teams) ☆415
• gannonh/memento-mcp — Memento MCP: A Knowledge Graph Memory System for LLMs ☆425
• CheMiguel23/MemoryMesh — MCP server for knowledge graph memory ☆349
• pi22by7/In-Memoria — Persistent Intelligence Infrastructure for AI Agents ☆170
• jean-technologies/jean-memory — AI memory with mem0 and graphiti ☆170
• redleaves/context-keeper — Intelligent memory and context for AI agents ☆153
• ukkit/memcord — MCP server for memory and context management ☆71
• knowall-ai/mcp-neo4j-agent-memory — Memory management using Neo4j graphs ☆70
• peless/claude-thread-continuity — Save and restore project context ☆64
• hungryrobot1/MCP-PIF — Personal intelligence framework in Haskell ☆57
• Yuchen20/Memory-Plus — Enhanced persistent memory management ☆56
• skydeckai/mcp-server-rememberizer — An MCP Server to enable global access to Rememberizer ☆35
• JamesANZ/memory-mcp — A simple MCP server that stores and retrieves memories from multiple LLMs. ☆19
• unibaseio/membase-mcp — Decentralized memory layer for AI agents ☆24
• ssmirnovpro/extended-memory-mcp — Cross-session persistent memory for Claude Desktop ☆17
• hubertciebiada/context-crystallizer — Large repos into AI-consumable knowledge for agents ☆16

RAG

• apecloud/ApeRAG — Production GraphRAG with multi-modal ☆1,281
• dmayboroda/minima — On-premises conversational RAG with configurable containers ☆1,050
• GreatScottyMac/context-portal — Memory bank MCP with knowledge graph ☆765
• graphlit/graphlit-mcp-server — Model Context Protocol (MCP) Server for Graphlit Platform ☆378
• shinpr/mcp-local-rag — MCP server for local RAG operations ☆347
• hannesrudolph/mcp-ragdocs — MCP server for RAG document retrieval ☆265
• needle-ai/needle-mcp — Needle MCP Server for easy RAG.Long-term memory for LLMs. ☆99
• ragieai/ragie-mcp-server — Ragie Model Context Protocol Server ☆89
• run-llama/mcp-server-llamacloud — LlamaCloud managed indexes connection ☆87
• pinecone-io/assistant-mcp — Pinecone Assistant MCP server ☆45
• nonatofabio/local_faiss_mcp — Local FAISS MCP - semantic search for Claude/Copilot ☆33
• vectara/vectara-mcp — Open source MCP server for Vectara ☆27
• agentset-ai/mcp-server — Agentset MCP Server - Build RAG with Agentic superpowers ☆30
• renl/mcp-rag-local — Local RAG with Ollama embeddings and ChromaDB ☆18

AI Platforms

• Kiln-AI/Kiln — Build AI systems with Evals, RAG, Agents, fine-tuning ☆4,967
• paiml/paiml-mcp-agent-toolkit — Pragmatic AI Labs toolkit for deterministic agents ☆158
• IBM/wxflows — watsonx.ai Flows AI app tutorials ☆117
• TheRaLabs/legion-mcp — MCP server for Legion AI platform ☆94
• PromptExecution/just-mcp — mcp server for just ☆53
• ai-1st/deepview-mcp — MCP server for DeepView AI analysis ☆65
• atlanhq/agent-toolkit — Atlan AI Agent Toolkit ☆32
• StitchAI/stitch-ai-mcp — Decentralized Knowledge Hub for AI ☆40
• DumplingAI/mcp-server-dumplingai — MCP (Model Context Protocol) server for Dumpling AI ☆31
• PV-Bhat/gemsuite-mcp — MCP server for GemSuite tools ☆29
• sequa-ai/sequa-mcp — MCP server for Sequa AI platform ☆21

Aggregators & Gateways

Aggregators

• mindsdb/mindshub — Query Engine for AI Analytics - self-reasoning agents on live data ☆39,469
• metatool-ai/metamcp — MCP Aggregator, Orchestrator, Middleware, Gateway in one docker ☆2,537
• mcpjungle/MCPJungle — One place to manage & connect to all your MCP servers ☆1,167
• 1mcp-app/agent — Unified MCP server aggregator ☆476
• K-Dense-AI/claude-skills-mcp — Claude Agent Skills vector search ☆393
• OldJii/mcp-dock — Desktop MCP manager for 14 AI clients with 9200+ servers and 3100+ skills ☆212
• sitbon/magg — Magg: The MCP Aggregator ☆139
• wanaku-ai/wanaku — Wanaku MCP Router ☆129
• badkk/awesome-crypto-mcp-servers — A collection of crypto MCP servers. ☆141
• askbudi/roundtable — Zero-config MCP unifying multiple AI coding assistants ☆121
• portel-dev/ncp — Natural Context Provider with smart MCP tool loading ☆96
• nguyenvanduocit/all-in-one-model-context-protocol — GitLab, Jira, Confluence, YouTube ☆105
• bh-rat/context-awesome — awesome-lists now available as CLI & MCP server for your agent. ☆57
• VeriTeknik/pluggedin-mcp — Plugged.in MCP Server manages all your other MCPs in one MCP. ☆51
• hamidra/yamcp — Local MCP workspace organization ☆66
• waystation-ai/mcp — No-code secure MCP integration hub ☆57
• gotoolkits/mcp-difyworkflow-server — MCP server for Dify workflow invocation ☆60
• membranehq/mcp-server — MCP Server for Membrane ☆38
• wojtyniak/mcp-mcp — Meta-MCP for tool discovery and provisioning ☆23
• nazar256/combine-mcp — MCP aggregator combining multiple servers into one interface ☆34
• glenngillen/mcpmcp-server — MCP server aggregator and router ☆33
• agree-able/room-mcp — Coordinate agents using rooms ☆23

Gateways & Proxies

• apache/apisix — The Cloud-Native API Gateway and AI Gateway ☆16,893
• sparfenyuk/mcp-proxy — A bridge between Streamable HTTP and stdio MCP transports ☆2,677
• stacklok/toolhive — Runtime and gateway for deploying MCP servers in containers ☆1,958
• tbxark/mcp-proxy — Aggregate multiple MCP servers via HTTP ☆710
• smart-mcp-proxy/mcpproxy-go — Supercharge AI Agents, Safely ☆295
• ssut/Remote-MCP — Type-safe solution for remote MCP communication ☆208
• sxhxliang/mcp-access-point — Convert any web server to MCP instantly ☆180
• HelpCode-ai/anythingmcp — Self-hosted source-available MCP gateway converting REST/SOAP/GraphQL/SQL APIs into MCP tools with 29 pre-built adapters and OAuth2 + RBAC + audit log ☆159
• VeriTeknik/pluggedin-mcp-proxy — Unified MCP proxy managing multiple MCPs ☆132
• toolprint/hypertool-mcp — Expose tools based on Agent Persona ☆154
• tigranbs/mcgravity — Proxy for composing multiple MCP servers into one endpoint ☆101
• universal-mcp/universal-mcp — Middleware for API applications ☆26
• pyroprompts/mcp-stdio-to-streamable-http-adapter — STDIO to Streamable HTTP proxy ☆27
• nick1udwig/ws-mcp — MCP server with WebSocket transport ☆21
• webrix-ai/secure-mcp-gateway — Secure OAuth gateway for MCP authentication ☆20

Platforms & Registries

• archestra-ai/archestra — Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator ☆3,993
• metorial/metorial — Connect any AI model to 1200+ integrations (MCP, CLI, API) ☆3,318
• chatmcp/mcpso — directory for Awesome MCP Servers ☆2,029
• julien040/anyquery — SQL queries for GitHub, Notion, +40 more ☆1,734
• jaw9c/awesome-remote-mcp-servers — Remote MCP Servers ☆1,094
• boltmcp/boltmcp — Open standard and registry for converting web APIs into MCP servers ☆362
• milisp/mcp-linker — Sync MCP configs across clients ☆319
• liuyoshio/mcp-compass — MCP discovery and recommendation ☆245
• integromat/make-mcp-server — Make MCP Server ☆164
• juspay/neurolink — Universal AI platform with MCP and multi-provider support ☆112
• Jeamee/MCPHub-Desktop — Desktop APP for Discover and Install MCP Servers ☆150
• rust-mcp-stack/mcp-discovery — CLI for discovering MCP server capabilities ☆84
• matthewdcage/cursor-mcp-installer — Install MCPs in Cursor from git URL ☆76
• useparagon/paragon-mcp — Access 130+ SaaS integrations via ActionKit ☆47
• VeyraX/veyrax-mcp — VeyraX unified tool access via single MCP ☆48
• Data-Everything/mcp-server-templates — A flexible platform that provides Docker & Kubernetes backends, a lightweight CLI (mcpt), and client utilities for seamless MCP integration. Spin up servers from templates, route requests through a single endpoint with load balancing, and support both deployed (HTTP) and local (stdio) transports — all with sensible defaults and YAML-based configs. ☆19

Browser Automation

AI Automation

• Skyvern-AI/skyvern — Automate browser based workflows with AI ☆22,532
• nottelabs/notte — Framework to build web agents ☆1,988
• imprvhub/mcp-browser-agent — MCP server for autonomous browser automation with Claude ☆41
• desplega-ai/qa-use — Agent-first E2E testing CLI ☆25

Browser Tools

• BrowserMCP/mcp — Browser control for AI applications ☆6,849
• kontext-security/browser-use-mcp-server — Browse the web, directly from Cursor etc. ☆827
• onllm-dev/onUI — Browser extension and MCP server for annotation-first UI pair programming with AI agents ☆85
• ndthanhdev/mcp-browser-kit — AI assistants interact with local browser ☆54
• BB-fat/browser-use-rs — Rust-based browser automation MCP server ☆40

Cloud Services

• hyperbrowserai/mcp — A MCP server implementation for hyperbrowser ☆771
• browserstack/mcp-server — BrowserStack's Official MCP Server ☆146
• kernel/kernel-mcp-server — Secure cloud-browser automation on Kernel ☆30

DevTools

• ChromeDevTools/chrome-devtools-mcp — Chrome DevTools for coding agents ☆47,285
• mozilla/firefox-devtools-mcp — MCP server for Firefox DevTools integration ☆308
• eyalzh/browser-control-mcp — Browser control via extension for AI agents ☆304

Playwright

• microsoft/playwright-mcp — Playwright MCP server ☆35,321
• executeautomation/mcp-playwright — MCP server for Playwright browser testing ☆5,586
• VikashLoomba/MCP-Server-Playwright — MCP server for browser automation using Playwright ☆298
• blackwhite084/playwright-plus-python-mcp — Enhanced Playwright browser automation ☆189
• kimtth/mcp-aoai-web-browsing — Azure OpenAI with Playwright browser control ☆34

CLI Tools

• wonderwhy-er/DesktopCommanderMCP — Terminal control, file search, diff editing ☆8,635
• IBM/mcp-cli — Feature-rich CLI for interacting with MCP servers ☆2,000
• classfang/ssh-mcp-server — SSH MCP server included in official repo ☆671
• rusiaaman/wcgw — Shell and coding agent on mcp clients ☆668
• ferrislucas/iterm-mcp — iTerm command execution for REPL/CLI ☆566
• tufantunc/ssh-mcp — SSH control for Linux servers ☆551
• baryhuang/mcp-remote-macos-use — AI agent for full Mac control ☆487
• peakmojo/applescript-mcp — Execute AppleScript for Mac control ☆462
• wong2/mcp-cli — A CLI inspector for the Model Context Protocol ☆441
• domdomegg/computer-use-mcp — Full computer control for AI models ☆330
• claude-did-this/MCPControl — MCP server for Windows OS automation ☆330
• nickgnd/tmux-mcp — A MCP server for our beloved terminal multiplexer tmux. ☆296
• g0t4/mcp-server-commands — MCP server to run commands (runProcess tool) ☆229
• tumf/mcp-shell-server — Shell execution with whitelisted commands ☆182
• dvcrn/mcp-server-siri-shortcuts — MCP for calling Siri Shorcuts from LLMs ☆190
• MladenSU/cli-mcp-server — CLI with secure execution and custom policies ☆173
• AB498/computer-control-mcp — Mouse, keyboard, OCR via PyAutoGUI ☆154
• sonirico/mcp-shell — Secure, auditable shell commands for AI ☆94
• automateyournetwork/pyATS_MCP — An MCP Server for pyATS (experimental) ☆76
• inercia/MCPShell — Use shell scripts as MCP tools ☆66
• NakaokaRei/swift-mcp-gui — Keyboard and mouse control on macOS ☆62
• ooples/mcp-console-automation — MCP for AI-driven console automation and monitoring ☆43
• nihalxkumar/arch-mcp — Arch Linux MCP (Model Context Protocol) Server ☆50
• InsForge/insforge-mcp — MCP server for InsForge - full-stack builders for coding agents ☆33
• maxim-saplin/mcp_safe_local_python_executor — Safe Python executor from smolagents ☆46
• blakerouse/ssh-mcp — SSH MCP server that runs locally making it easy to manage hosts and perform commands across a group of hosts ☆17
• PhialsBasement/CMD-MCP-Server — CMD command execution for Claude agents ☆25
• erniebrodeur/mcp-grep — simple mcp server to wrap the local instance of grep. ☆24
• Beer-Bears/scaffold — Structural RAG system for large codebases ☆18
• aybelatchane/mcp-server-terminal — Terminal MCP Server - Model Context Protocol server for TUI/CLI automation with structured Terminal State Tree (TST) ☆17
• OthmaneBlial/term_mcp_deepseek — A MCP‑like server using the DeepSeek API for Terminal ☆16
• JoshuaRileyDev/mac-apps-launcher — Launch and manage macOS applications ☆19

CRM & ERP

• ivnvxd/mcp-server-odoo — MCP server for Odoo ERP integration ☆340
• GeLi2001/shopify-mcp — Shopify API for Claude and Cursor ☆228
• smn2gnt/MCP-Salesforce — MCP Salesforce connector ☆178
• tsmztech/mcp-server-salesforce — Salesforce MCP Server ☆163
• baryhuang/mcp-hubspot — HubSpot CRM integration for AI assistants ☆128
• augmnt/augments-mcp-server — MCP server for Augments AI platform ☆125
• tomaspavlin/rohlik-mcp — Shop groceries on Rohlik Group platforms ☆117
• mafzaal/d365fo-client — Client for Microsoft Dynamics 365 F&O ☆37
• AiondaDotCom/mcp-salesforce — Complete MCP (Model Context Protocol) server for Salesforce integration with Claude Desktop. Provides seamless OAuth authentication, universal CRUD operations on any Salesforce object. ☆17
• dsvantien/netsuite-mcp-server — This project is officially listed on the https://github.com/modelcontextprotocol/servers , which showcases community-built and verified MCP servers. ☆17
• hmk/attio-mcp-server — Attio CRM records and notes management ☆16

Cloud & Infrastructure

AWS

• awslabs/mcp — AWS MCP servers for AI assistants ☆9,479
• alexei-led/cloud-mcp-server — AWS CLI in containerized environment ☆185
• aarora79/aws-cost-explorer-mcp-server — MCP server for understanding AWS spend ☆127
• rishikavikondala/mcp-server-aws — MCP server for AWS resource operations ☆128
• aws-samples/sample-mcp-server-s3 — Retrieve PDFs and data from AWS S3 ☆78
• localstack/localstack-mcp-server — LocalStack AWS emulation ☆26
• baryhuang/mcp-server-aws-resources-python — Run boto3 code to manage AWS resources ☆24
• trilogy-group/aws-pricing-mcp — AWS EC2 pricing search by CPU, RAM, network ☆21

Cloud Platforms

• cloudflare/mcp-server-cloudflare — Cloudflare services management ☆3,963
• microsoft/azure-devops-mcp — Azure DevOps integration for AI agents ☆1,901
• TencentCloudBase/CloudBase-MCP — Connect CloudBase to AI agents ☆1,062
• GoogleCloudPlatform/cloud-run-mcp — MCP server to deploy apps to Cloud Run ☆622
• babelcloud/gbox — AI control for Android, browser, desktop ☆177
• aliyun/alibabacloud-devops-mcp-server — MCP server for Alibaba Yunxiao DevOps platform ☆139
• aliyun/alibaba-cloud-ops-mcp-server — AlibabaCloud CloudOps MCP Server ☆125
• dkruyt/mcp-hetzner — Hetzner Cloud management ☆126
• heroku/heroku-mcp-server — Heroku Platform MCP Server using the Heroku CLI ☆80
• vantage-sh/vantage-mcp-server — Fetch costs and usage from Vantage ☆83
• aliyun/alibabacloud-dataworks-mcp-server — Alibaba Cloud DataWorks API integration ☆46
• aliyun/alibabacloud-hologres-mcp-server — MCP server for Alibaba Hologres data warehouse ☆34
• call518/MCP-OpenStack-Ops — MCP server providing OpenStack project management ☆35
• kestra-io/mcp-server-python — Python MCP for Kestra AI Agents ☆29
• aantti/mcp-netbird — Netbird network management ☆53
• qiniu/qiniu-mcp-server — Qiniu Cloud storage, CDN, and media processing ☆38
• redis/mcp-redis-cloud — MCP server for Redis Cloud database operations ☆40
• liveblocks/liveblocks-mcp-server — MCP server for Liveblocks. ☆17
• pythonanywhere/pythonanywhere-mcp-server — ☆17
• Azure-Samples/mcp — Samples and resources for Azure MCP ☆41
• api7/apisix-mcp — APISIX gateway for LLM integration ☆38
• pibblokto/cert-manager-mcp-server — MCP Server for cert-manager ☆24
• higress-group/higress-ops-mcp-server — Higress API gateway configuration management ☆23
• alexbakers/mcp-ipfs — MCP IPFS Server ☆19
• hardik-id/azure-resource-graph-mcp-server — Azure Resource Graph query interface ☆18
• espressif/esp-rainmaker-mcp — ESP RainMaker MCP server ☆16
• kocierik/consul-mcp-server — A consul MCP Server (modelcontextprotocol) ☆17

Kubernetes

• containers/kubernetes-mcp-server — Kubernetes and OpenShift management ☆1,829
• Flux159/mcp-server-kubernetes — MCP Server for kubernetes management commands ☆1,460
• rohitg00/kubectl-mcp-server — Kubernetes cluster chat with Claude/Cursor ☆929
• weibaohui/k8m — Mini Kubernetes AI Dashboard ☆864
• strowk/mcp-k8s-go — Go-based Kubernetes connection ☆384
• vfarcic/dot-ai — Deploy apps to any Kubernetes cluster ☆332
• portainer/portainer-mcp — Portainer container management ☆201
• alexei-led/k8s-mcp-server — Kubernetes cluster management ☆213
• reza-gholizade/k8s-mcp-server — Kubernetes cluster management ☆173
• silenceper/mcp-k8s — Kubernetes cluster interaction ☆148
• kubestellar/console — AI-powered multi-cluster Kubernetes dashboard with MCP server (kc-agent) for natural language operations ☆120
• weibaohui/kom — Kubernetes SDK wrapping kubectl ☆150
• StacklokLabs/mkp — MKP Kubernetes MCP server ☆59
• cyclops-ui/mcp-cyclops — Cyclops Kubernetes management ☆30
• wenhuwang/mcp-k8s-eye — Kubernetes diagnosis and management ☆28

Virtualization & IaC

• hashicorp/terraform-mcp-server — Terraform ecosystem integration for AI ☆1,477
• nwiizo/tfmcp — Terraform AI-assisted infrastructure ☆370
• 1Panel-dev/mcp-1panel — MCP server for 1Panel management ☆158
• kocierik/mcp-nomad — A nomad MCP Server (modelcontextprotocol) ☆56
• bright8192/esxi-mcp-server — MCP server for VMware ESXi management ☆60
• jokemanfire/mcp-containerd — Use mcp to manage containerd(developing) ☆53
• openstack-kr/python-openstackmcp-server — openstack mcp server ☆20
• severity1/terraform-cloud-mcp — Terraform Cloud API integration ☆23

Communication & Messaging

Apple Messages

• mattt/iMCP — Access Messages, Contacts, Reminders on Mac ☆1,496
• carterlasalle/mac_messages_mcp — MCP server for secure iMessage database access on macOS ☆304
• hannesrudolph/imessage-query-fastmcp-mcp-server — Safe iMessage database queries ☆79
• wyattjoh/imessage-mcp — iMessage data reading from macOS ☆29

Email

• elie222/inbox-zero — AI email assistant for inbox zero ☆11,683
• MadLlama25/fastmail-mcp — Access to Fastmail API for AI assistants ☆124
• ZilongXue/claude-post — Email management via natural language ☆113
• mailtrap/mailtrap-mcp — Official mailtrap.io MCP server ☆61
• mailgun/mailgun-mcp-server — Mailgun API integration ☆56
• Shy2593666979/mcp-server-email — Email with attachments for Gmail, Outlook, QQ ☆78
• egyptianego17/email-mcp-server — Send emails with attachments via SMTP ☆28

Messengers

• lharries/whatsapp-mcp — WhatsApp MCP server ☆5,916
• chigwell/telegram-mcp — MCP server for Telegram messaging ☆1,313
• line/line-bot-mcp-server — LINE Messaging API for AI agents ☆611
• chaindead/telegram-mcp — Telegram dialogs, messages, drafts, statuses ☆337
• ztxtxwd/open-feishu-mcp-server — Feishu/Lark OAuth and document management ☆85
• areweai/tsgram-mcp — Telegram for local Claude Code debug ☆92
• pubnub/pubnub-mcp-server — PubNub Model Context Protocol Server ☆32
• [mjkn