MCP Servers Hub ⭐

What You'll Find Here

This repository serves as the central hub for discovering, comparing, and implementing Model Context Protocol (MCP) servers. Unlike other collections, we organize servers by GitHub stars to highlight the most community-tested implementations first.

Quick Navigation

• Understanding MCP
• Top 20 Most Popular Servers
• Server Categories
• Implementation Guides
• Multilingual Support
• Community Resources
• Contribution Guidelines

Understanding MCP

Model Context Protocol (MCP) enables AI models to securely access external resources through standardized interfaces. This creates a powerful ecosystem where AI assistants can:

• Access file systems and databases
• Interact with APIs and web services
• Automate browsers and applications
• Manage knowledge and memory systems
• And much more

Top 20 Most Popular Servers

These servers have gained the most traction in the MCP community, ranked by GitHub stars:

Rank	Server	Stars	Language	Category	Description
1	DuckDuckGo MCP Server	⭐ 1,200+	📇 TypeScript	🔍 Search	Web search capabilities without API keys
2	Meme MCP Server	⭐ 950+	📇 TypeScript	🎨 Media	Generate memes using ImgFlip API
3	MongoDB Lens	⭐ 820+	📇 TypeScript	🗄️ Database	Full-featured MongoDB database analysis
4	MCP Node Fetch	⭐ 780+	📇 TypeScript	🌐 Web	Fetch web content using Node.js undici
5	nile-mcp	⭐ 750+	📇 TypeScript	🗄️ Database	Manage and query Nile databases
6	FastAPI-MCP	⭐ 720+	🐍 Python	🛠️ Developer	Auto-expose FastAPI endpoints as MCP tools
7	Solana Agent Kit	⭐ 680+	📇 TypeScript	💰 Finance	Interact with Solana blockchain
8	Memory Bank MCP	⭐ 650+	📇 TypeScript	🧠 Memory	Structured repositories for context tracking
9	tfmcp	⭐ 620+	🦀 Rust	☁️ Cloud	Terraform environment management
10	Code MCP	⭐ 590+	🐍 Python	💻 Coding	File operations with git integration
11	NebulaGraph MCP Server	⭐ 580+	🐍 Python	🗄️ Database	Graph database exploration and queries
12	playwright-mcp	⭐ 560+	🐍 Python	🌐 Web	Browser automation using Playwright
13	Neo4j MCP Server	⭐ 520+	🐍 Python	🗄️ Database	Graph database interactions with Neo4j
14	image-tools-mcp	⭐ 510+	📇 TypeScript	🎨 Media	Image processing and manipulation tools
15	Gitingest-MCP	⭐ 490+	🐍 Python	🌐 Web	Extract information from Github repositories
16	MCP Databricks	⭐ 480+	🐍 Python	🗄️ Database	Execute SQL queries against Databricks
17	Storm MCP Server	⭐ 470+	🐍 Python	🧠 Memory	Integration with RAG data sources
18	mcp-airbnb	⭐ 450+	📇 TypeScript	🌐 Web	Search for Airbnb listings and properties
19	MCP Command Proxy	⭐ 420+	📇 TypeScript	🌐 Web	Run and interact with command-line apps
20	kb-mcp-server	⭐ 410+	🐍 Python	🧠 Memory	Portable semantic/graph based retrieval

See all servers ranked by stars

Server Categories

We've organized servers into intuitive categories to help you find exactly what you need:

🗄️ Databases

Connect AI models to various database systems for querying, analysis, and management.

Server	Stars	Language	Type	Description
MongoDB Lens	⭐ 820+	📇 TypeScript	🏠 Local	Full-featured MongoDB database analysis
nile-mcp	⭐ 750+	📇 TypeScript	☁️ Cloud	Manage and query Nile databases
NebulaGraph MCP Server	⭐ 580+	🐍 Python	🏠 Local	Graph database exploration and queries
Neo4j MCP Server	⭐ 520+	🐍 Python	🏠 Local	Graph database interactions with Neo4j
MCP Databricks	⭐ 480+	🐍 Python	☁️ Cloud	Execute SQL queries against Databricks
Postgres MCP	⭐ 380+	🐍 Python	🏠 Local	PostgreSQL database management and queries
Supabase MCP	⭐ 350+	📇 TypeScript	☁️ Cloud	Interact with Supabase databases and services
Redis MCP	⭐ 320+	📇 TypeScript	🏠 Local	Redis database operations and monitoring
MySQL MCP	⭐ 310+	🐍 Python	🏠 Local	MySQL database management and queries
DynamoDB MCP	⭐ 290+	📇 TypeScript	☁️ Cloud	Amazon DynamoDB operations and queries
Firestore MCP	⭐ 280+	📇 TypeScript	☁️ Cloud	Google Firestore database operations
SQLite MCP	⭐ 270+	🐍 Python	🏠 Local	Lightweight SQLite database management

View all database servers

🌐 Web & Browser

Enable AI models to access web content, automate browsers, and interact with websites.

Server	Stars	Language	Type	Description
MCP Node Fetch	⭐ 780+	📇 TypeScript	🏠 Local	Fetch web content using Node.js undici
playwright-mcp	⭐ 560+	🐍 Python	🏠 Local	Browser automation using Playwright
Gitingest-MCP	⭐ 490+	🐍 Python	🏠 Local	Extract information from Github repositories
mcp-airbnb	⭐ 450+	📇 TypeScript	☁️ Cloud	Search for Airbnb listings and properties
MCP Command Proxy	⭐ 420+	📇 TypeScript	🏠 Local	Run and interact with command-line apps
mcp-dingdingbot-server	⭐ 390+	🏎️ Go	☁️ Cloud	DingDing webhook MCP server for notifications
Puppeteer MCP	⭐ 340+	📇 TypeScript	🏠 Local	Browser automation with Puppeteer
Selenium MCP	⭐ 310+	🐍 Python	🏠 Local	Web automation with Selenium WebDriver
Axios MCP	⭐ 300+	📇 TypeScript	🏠 Local	HTTP requests with Axios client
Cheerio MCP	⭐ 290+	📇 TypeScript	🏠 Local	Web scraping with Cheerio
Headless Chrome MCP	⭐ 280+	📇 TypeScript	🏠 Local	Headless Chrome browser automation
Beautiful Soup MCP	⭐ 270+	🐍 Python	🏠 Local	Python web scraping with Beautiful Soup

View all web & browser servers

🧠 Knowledge Systems

Enhance AI capabilities with knowledge retrieval, memory, and context management.

Server	Stars	Language	Type	Description
Memory Bank MCP	⭐ 650+	📇 TypeScript	🏠 Local	Structured repositories for context tracking
Storm MCP Server	⭐ 470+	🐍 Python	☁️ Cloud	Integration with RAG data sources
kb-mcp-server	⭐ 410+	🐍 Python	🏠 Local	Portable semantic/graph based retrieval
MCP Server	⭐ 390+	📇 TypeScript	🏠 Local	Enhanced context awareness for Vite/Nuxt apps
Chroma MCP	⭐ 360+	🐍 Python	🏠 Local	Vector database for embeddings and retrieval
LlamaIndex MCP	⭐ 340+	🐍 Python	🏠 Local	Data framework for LLM applications
Pinecone MCP	⭐ 320+	📇 TypeScript	☁️ Cloud	Vector search for semantic queries
Weaviate MCP	⭐ 290+	🏎️ Go	🏠 Local	Vector database with semantic search
Qdrant MCP	⭐ 280+	🦀 Rust	🏠 Local	Vector similarity search engine
Milvus MCP	⭐ 270+	🏎️ Go	🏠 Local	Vector database for similarity search
Langchain MCP	⭐ 260+	🐍 Python	🏠 Local	Framework for LLM application development
Semantic Kernel MCP	⭐ 250+	#️⃣ C#	🏠 Local	Microsoft's SDK for AI orchestration

View all knowledge system servers

🎨 Media & Content

Process, generate, and manipulate media content including images, audio, and video.

Server	Stars	Language	Type	Description
Meme MCP Server	⭐ 950+	📇 TypeScript	☁️ Cloud	Generate memes using ImgFlip API
image-tools-mcp	⭐ 510+	📇 TypeScript	🏠 Local	Image dimensions, compression, and format conversion
add-watermark	⭐ 380+	📇 TypeScript	🏠 Local	Add watermarks to images with customization
analyze_content	⭐ 350+	🐍 Python	🏠 Local	File preview and content analysis
FFMPEG MCP	⭐ 330+	🐍 Python	🏠 Local	Video processing with FFMPEG
Stable Diffusion MCP	⭐ 320+	🐍 Python	🏠 Local	Image generation with Stable Diffusion
PDF Tools MCP	⭐ 300+	📇 TypeScript	🏠 Local	PDF manipulation and extraction
Speech MCP	⭐ 280+	🐍 Python	🏠 Local	Text-to-speech and speech-to-text conversion
Midjourney MCP	⭐ 270+	📇 TypeScript	☁️ Cloud	Image generation with Midjourney API
OpenAI DALL-E MCP	⭐ 260+	📇 TypeScript	☁️ Cloud	Image generation with DALL-E API
YouTube MCP	⭐ 250+	🐍 Python	☁️ Cloud	YouTube video search and metadata
Spotify MCP	⭐ 240+	📇 TypeScript	☁️ Cloud	Spotify music search and playback control

View all media & content servers

🔍 Search Engines

Connect AI models to search engines and information retrieval systems.

Server	Stars	Language	Type	Description
DuckDuckGo MCP Server	⭐ 1,200+	📇 TypeScript	🏠 Local	Web search capabilities without API keys
Google Search MCP	⭐ 380+	📇 TypeScript	☁️ Cloud	Google search with structured results
Bing MCP	⭐ 340+	#️⃣ C#	☁️ Cloud	Bing search with image and news capabilities
Elasticsearch MCP	⭐ 320+	📇 TypeScript	🏠 Local	Full-text search with Elasticsearch
Algolia MCP	⭐ 290+	📇 TypeScript	☁️ Cloud	Fast and relevant search with Algolia
Meilisearch MCP	⭐ 270+	🦀 Rust	🏠 Local	Lightning-fast search engine
Typesense MCP	⭐ 250+	📇 TypeScript	🏠 Local	Open source search engine
Solr MCP	⭐ 240+	☕ Java	🏠 Local	Apache Solr search platform
Brave Search MCP	⭐ 230+	📇 TypeScript	☁️ Cloud	Privacy-focused search engine
Kagi MCP	⭐ 220+	📇 TypeScript	☁️ Cloud	Premium search engine with AI features

View all search engine servers

💻 Development

Tools for software development, code analysis, and developer workflows.

Server	Stars	Language	Type	Description
FastAPI-MCP	⭐ 720+	🐍 Python	🏠 Local	Auto-expose FastAPI endpoints as MCP tools
Code MCP	⭐ 590+	🐍 Python	🏠 Local	File operations with git integration
add_task	⭐ 380+	📇 TypeScript	🏠 Local	Task management for development projects
add-note	⭐ 360+	📇 TypeScript	🏠 Local	Note-taking for development workflows
add-note	⭐ 350+	📇 TypeScript	🏠 Local	Time-stamped notes for development
GitHub MCP	⭐ 330+	📇 TypeScript	☁️ Cloud	GitHub repository management
VSCode MCP	⭐ 310+	📇 TypeScript	🏠 Local	VSCode editor integration
Docker MCP	⭐ 290+	🏎️ Go	🏠 Local	Docker container management
GitLab MCP	⭐ 280+	📇 TypeScript	☁️ Cloud	GitLab repository and CI/CD management
npm MCP	⭐ 270+	📇 TypeScript	🏠 Local	npm package management
pip MCP	⭐ 260+	🐍 Python	🏠 Local	Python package management
Jira MCP	⭐ 250+	📇 TypeScript	☁️ Cloud	Jira issue tracking and management
Bitbucket MCP	⭐ 240+	📇 TypeScript	☁️ Cloud	Bitbucket repository management

View all development servers