Awesome Mcp

Awesome MCP

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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](#ai-agents)
• [Code Assistants](#code-assistants)
• [Human-in-the-Loop](#human-in-the-loop)
• [Multi-Agent](#multi-agent)
• [Reasoning & Prompts](#reasoning--prompts)
• [AI Memory & RAG](#ai-memory--rag)
• [Memory](#memory)
• [RAG](#rag)
• [AI Platforms](#ai-platforms)
• [Aggregators & Gateways](#aggregators--gateways)
• [Aggregators](#aggregators)
• [Gateways & Proxies](#gateways--proxies)
• [Platforms & Registries](#platforms--registries)
• [Browser Automation](#browser-automation)
• [AI Automation](#ai-automation)
• [Browser Tools](#browser-tools)
• [Cloud Services](#cloud-services)
• [DevTools](#devtools)
• [Playwright](#playwright)
• [CLI Tools](#cli-tools)
• [CRM & ERP](#crm--erp)
• [Cloud & Infrastructure](#cloud--infrastructure)
• [AWS](#aws)
• [Cloud Platforms](#cloud-platforms)
• [Kubernetes](#kubernetes)
• [Virtualization & IaC](#virtualization--iac)
• [Communication & Messaging](#communication--messaging)
• [Apple Messages](#apple-messages)
• [Email](#email)
• [Messengers](#messengers)
• [Notifications](#notifications)
• [Team Chat](#team-chat)
• [Voice & Telephony](#voice--telephony)
• [Data & Analytics](#data--analytics)
• [AI/ML Platforms](#aiml-platforms)
• [Data APIs](#data-apis)
• [Data Exploration](#data-exploration)
• [Data Platforms](#data-platforms)
• [Jupyter & Notebooks](#jupyter--notebooks)
• [Visualization](#visualization)
• [Databases](#databases)
• [Analytics & Warehouses](#analytics--warehouses)
• [Cache & Key-Value](#cache--key-value)
• [Cloud Platforms](#cloud-platforms)
• [Graph Databases](#graph-databases)
• [Multi-Database Tools](#multi-database-tools)
• [NoSQL & Document](#nosql--document)
• [SQL Databases](#sql-databases)
• [Search Engines](#search-engines)
• [Spreadsheets & No-Code](#spreadsheets--no-code)
• [Streaming & Messaging](#streaming--messaging)
• [Time-Series & Metrics](#time-series--metrics)
• [Vector Databases](#vector-databases)
• [Developer Tools](#developer-tools)
• [API Tools](#api-tools)
• [CI/CD & DevOps](#cicd--devops)
• [Code Analysis](#code-analysis)
• [Debuggers](#debuggers)
• [Design & UI](#design--ui)
• [Diagrams](#diagrams)
• [Documentation](#documentation)
• [IDE & Editors](#ide--editors)
• [MCP SDKs](#mcp-sdks)
• [Mobile Development](#mobile-development)
• [OpenAPI](#openapi)
• [Package Managers](#package-managers)
• [Robotics & Automation](#robotics--automation)
• [Task Management](#task-management)
• [Testing & QA](#testing--qa)
• [Utilities](#utilities)
• [Version Control](#version-control)
• [Embedded & IoT](#embedded--iot)
• [File Systems & Storage](#file-systems--storage)
• [Finance](#finance)
• [Accounting & Budgeting](#accounting--budgeting)
• [Crypto & Blockchain](#crypto--blockchain)
• [Payments & Banking](#payments--banking)
• [Stock Data & Analytics](#stock-data--analytics)
• [Trading & Exchanges](#trading--exchanges)
• [Frameworks & SDKs](#frameworks--sdks)
• [Gaming](#gaming)
• [Healthcare & Bioinformatics](#healthcare--bioinformatics)
• [LLM Bridges](#llm-bridges)
• [Location & Maps](#location--maps)
• [GIS](#gis)
• [IP Geolocation](#ip-geolocation)
• [Maps & Navigation](#maps--navigation)
• [Weather](#weather)
• [MCP Clients](#mcp-clients)
• [Marketing & Analytics](#marketing--analytics)
• [Media Processing](#media-processing)
• [3D & Animation](#3d--animation)
• [Audio & Music](#audio--music)
• [Image Generation](#image-generation)
• [Image Processing](#image-processing)
• [Media Services](#media-services)
• [Video](#video)
• [Monitoring & Observability](#monitoring--observability)
• [Productivity](#productivity)
• [Atlassian](#atlassian)
• [Collaboration](#collaboration)
• [Documents](#documents)
• [Google Workspace](#google-workspace)
• [Helpdesk & Support](#helpdesk--support)
• [Learning & Flashcards](#learning--flashcards)
• [Microsoft 365](#microsoft-365)
• [Note-taking & Docs](#note-taking--docs)
• [Notion](#notion)
• [Obsidian](#obsidian)
• [Project Management](#project-management)
• [Tasks & Calendar](#tasks--calendar)
• [Wiki & Collaboration](#wiki--collaboration)
• [Research & Science](#research--science)
• [Sandboxing & Execution](#sandboxing--execution)
• [Search & Extraction](#search--extraction)
• [Academic Research](#academic-research)
• [Data APIs](#data-apis)
• [News & Content](#news--content)
• [Web Search Engines](#web-search-engines)
• [Security](#security)
• [Identity & Access](#identity--access)
• [MCP Security](#mcp-security)
• [Network & Firewall](#network--firewall)
• [Pentesting & OSINT](#pentesting--osint)
• [Reverse Engineering](#reverse-engineering)
• [SIEM & SecOps](#siem--secops)
• [Social Media](#social-media)
• [Sports](#sports)
• [Text-to-Speech](#text-to-speech)
• [Translation](#translation)
• [Travel & Transport](#travel--transport)
• [Web Scraping](#web-scraping)

AI Agents

Code Assistants

• oraios/serena — Semantic code retrieval and editing toolkit ☆25,876
• zilliztech/claude-context — Code search for Claude Code agents ☆11,990
• CodeGraphContext/CodeGraphContext — Code graph indexing for AI context ☆3,836
• ezyang/codemcp — Coding assistant MCP for Claude Desktop ☆1,611
• ref-tools/ref-tools-mcp — Reference tools for coding agents ☆1,135
• SDGLBL/mcp-claude-code — MCP implementation of Claude Code capabilities and more ☆301
• stippi/code-assistant — LLM-powered autonomous coding assistant ☆173
• lamemind/mcp-server-multiverse — MCP server for multiverse context management ☆77
• gabrielmaialva33/winx-code-agent — MCP-powered code agent for development ☆30
• wende/cicada — AI Coders search blindly. Be their guide. ☆38
• x51xxx/codex-mcp-tool — Claude/Cursor to Codex CLI bridge with multi-turn sessions ☆21
• VertexStudio/developer — File editing, shell execution, screen capture ☆20

Human-in-the-Loop

• ttommyth/interactive-mcp — Interactive MCP server for human-in-the-loop AI ☆348
• gotohuman/gotohuman-mcp-server — Human approvals for AI agentic workflows ☆54
• 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 ☆1,253
• roboticforce/sugar — Persistent memory for AI coding agents. Cross-session context, global knowledge, and autonomous task execution. ☆87

Reasoning & Prompts

• PV-Bhat/vibe-check-mcp-server — Mentor-like feedback tool preventing AI over-engineering ☆493
• ooples/token-optimizer-mcp — Token optimization with caching and compression ☆417
• Rai220/think-mcp — MCP Server for reasoning ☆103
• hyperb1iss/lucidity-mcp — MCP server for enhanced AI clarity and reasoning ☆86
• YuChenSSR/multi-ai-advisor-mcp — council of models for decision ☆80
• nikkoxgonzales/crash-mcp — Structured reasoning with step validation ☆70
• gwbischof/free-will-mcp — Experimental AI self-prompting MCP server ☆36
• aquarius-wing/actor-critic-thinking-mcp — Dual-perspective thinking analysis server ☆32
• vasayxtx/mcp-prompt-engine — MCP Prompt Engine ☆17
• 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 ☆17,744
• basicmachines-co/basic-memory — AI conversations that remember context ☆3,330
• agentic-box/memora — Persistent shared memories in SQLite ☆421
• gannonh/memento-mcp — Memento MCP: A Knowledge Graph Memory System for LLMs ☆422
• Beever-AI/beever-atlas — LLM Wiki memory for team chat (Slack, Discord, Teams) ☆386
• CheMiguel23/MemoryMesh — MCP server for knowledge graph memory ☆347
• jean-technologies/jean-memory — AI memory with mem0 and graphiti ☆169
• pi22by7/In-Memoria — Persistent Intelligence Infrastructure for AI Agents ☆169
• redleaves/context-keeper — Intelligent memory and context for AI agents ☆150
• ukkit/memcord — MCP server for memory and context management ☆66
• knowall-ai/mcp-neo4j-agent-memory — Memory management using Neo4j graphs ☆69
• peless/claude-thread-continuity — Save and restore project context ☆64
• hungryrobot1/MCP-PIF — Personal intelligence framework in Haskell ☆57
• skydeckai/mcp-server-rememberizer — An MCP Server to enable global access to Rememberizer ☆35
• Yuchen20/Memory-Plus — Enhanced persistent memory management ☆57
• JamesANZ/memory-mcp — A simple MCP server that stores and retrieves memories from multiple LLMs. ☆18
• unibaseio/membase-mcp — Decentralized memory layer for AI agents ☆22
• 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 ☆1,206
• dmayboroda/minima — On-premises conversational RAG with configurable containers ☆1,048
• GreatScottyMac/context-portal — Memory bank MCP with knowledge graph ☆764
• graphlit/graphlit-mcp-server — Model Context Protocol (MCP) Server for Graphlit Platform ☆375
• shinpr/mcp-local-rag — MCP server for local RAG operations ☆327
• 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. ☆100
• ragieai/ragie-mcp-server — Ragie Model Context Protocol Server ☆86
• run-llama/mcp-server-llamacloud — LlamaCloud managed indexes connection ☆87
• nonatofabio/localfaiss_mcp — Local FAISS MCP - semantic search for Claude/Copilot ☆31
• vectara/vectara-mcp — Open source MCP server for Vectara ☆26
• pinecone-io/assistant-mcp — Pinecone Assistant MCP server ☆43
• 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 ☆4,939
• paiml/paiml-mcp-agent-toolkit — Pragmatic AI Labs toolkit for deterministic agents ☆156
• IBM/wxflows — watsonx.ai Flows AI app tutorials ☆120
• TheRaLabs/legion-mcp — MCP server for Legion AI platform ☆94
• PromptExecution/just-mcp — mcp server for just ☆51
• ai-1st/deepview-mcp — MCP server for DeepView AI analysis ☆65
• atlanhq/agent-toolkit — Atlan AI Agent Toolkit ☆33
• StitchAI/stitch-ai-mcp — Decentralized Knowledge Hub for AI ☆40
• DumplingAI/mcp-server-dumplingai — MCP (Model Context Protocol) server for Dumpling AI ☆30
• OctoMind-dev/octomind-mcp — An MCP server for octomind tools, resources and prompts ☆22
• PV-Bhat/gemsuite-mcp — MCP server for GemSuite tools ☆29
• sequa-ai/sequa-mcp — MCP server for Sequa AI platform ☆20

Aggregators & Gateways

Aggregators

• mindsdb/minds — Query Engine for AI Analytics - self-reasoning agents on live data ☆39,350
• metatool-ai/metamcp — MCP Aggregator, Orchestrator, Middleware, Gateway in one docker ☆2,471
• mcpjungle/MCPJungle — One place to manage & connect to all your MCP servers ☆1,123
• 1mcp-app/agent — Unified MCP server aggregator ☆459
• K-Dense-AI/claude-skills-mcp — Claude Agent Skills vector search ☆392
• OldJii/mcp-dock — Desktop MCP manager for 14 AI clients with 9200+ servers and 3100+ skills ☆172
• sitbon/magg — Magg: The MCP Aggregator ☆135
• wanaku-ai/wanaku — Wanaku MCP Router ☆124
• badkk/awesome-crypto-mcp-servers — A collection of crypto MCP servers. ☆138
• [Intelligent-Internet/gemini-cli-mcp-openai-bridge

…

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: abordage
• Source: abordage/awesome-mcp
• License: MIT

Install and usage instructions live in the source repository linked above.