MCP Servers Directory
Enterprise-grade comprehensive guide to Model Context Protocol servers across cloud providers, databases, and tools
Showing all 282 servers
What is Model Context Protocol (MCP)?
Model Context Protocol (MCP) is an open standard that enables AI agents and Large Language Models (LLMs) to securely connect with external tools, APIs, and data sources—across cloud, on-premise, and SaaS environments. MCP acts as a universal adapter, letting AI systems access live business data, trigger workflows, and perform actions, all through a single, standardized protocol.
🤗 Free MCP Course (Hugging Face) |
Official MCP specification |
📚 Build Your First MCP Server (Towards Data Science)
Why Use MCP?
- Unified Integration: Replace dozens of custom APIs with one protocol for all your AI tools and data sources.
- Security & Control: Explicit permissions, local deployment, and full auditability. You decide what your AI can access.
- Scalability: Add new tools or data sources instantly—no need to rewire your AI stack.
- Future-Proof: Adopted by leading AI platforms (Anthropic, OpenAI, Google, Microsoft) and a fast-growing open-source ecosystem.
How Does MCP Work?
- MCP Clients (AI apps, IDEs, chatbots) connect to MCP Servers (tool/data adapters) using a secure, standardized protocol.
- Servers expose tools, data, and workflows. Clients discover and invoke these capabilities dynamically—no hardcoding required.
- Supports local, cloud, and hybrid deployments.
Security & Best Practices
- Follow the principle of least privilege: only expose what's needed.
- Use strong authentication, encrypted transport, and regular audits.
- Vet all MCP servers before connecting—prefer official or vendor-maintained integrations.
🎓 Learn MCP with Hugging Face
New to MCP? Start with the free MCP course from Hugging Face, built in partnership with Anthropic. This comprehensive course covers:
- MCP Fundamentals: Core concepts, architecture, and components
- Hands-on Practice: Build real MCP applications with pre-configured environments
- Use Case Projects: Solve real-world problems and share with the community
- Certification: Earn certificates for fundamentals or full completion
- Community: Join Discord study groups and collaborate with peers
The course is designed for 3-4 hours per week and includes quizzes, assignments, and challenges. Perfect for both beginners and experienced developers looking to master MCP!
🔧 Practical MCP Tutorials
Ready to build? Check out the step-by-step tutorial on Towards Data Science that guides you through building your first MCP server in 6 steps:
- Environment Setup: Configure your development environment with FastMCP
- Server Architecture: Understand MCP client-server architecture
- Code Implementation: Build a custom code-to-diagram MCP server
- GitHub Integration: Extract and visualize code from GitHub repositories
- Claude Desktop Integration: Connect your server to Claude Desktop
- Production Deployment: Deploy your MCP server for production use
This tutorial is perfect for developers who want to get hands-on experience building real MCP servers with Python and FastMCP SDK!
📺 MCP Video Tutorials
Prefer video learning? Check out these comprehensive MCP video tutorials on YouTube:
- 🎥 MCP Video Tutorial 1 - Model Context Protocol (MCP) Explained in 10 Minutes!
- 🎥 MCP Video Tutorial 2 - Model Context Protocol (MCP) Explained for Beginners: AI Flight Booking Demo!
- 🎥 MCP Video Tutorial 3 - MCP vs API: Simplifying AI Agent Integration with External Data
- 🎥 MCP Video Tutorial 5 - MCP vs A2A vs RAG Explained Simply
- 🎥 MCP Video Tutorial 6 - The Ultimate MCP Crash Course - Build From Scratch
These video tutorials provide visual step-by-step guidance for understanding and implementing MCP in various scenarios!
How to Use This Directory
- Use the search bar above to find specific MCP servers by name, description, or category.
- Filter by category or popularity to narrow down results.
- Browse the tables below to find MCP servers and toolboxes by provider and category.
- Each entry includes a description and direct links to documentation, GitHub, or NPM.
- For a deep dive on MCP Toolbox for Databases, see the official documentation and GitHub repository.
Top Popular MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| S3 MCP | Storage | Access and manage AWS S3 buckets and objects with full CRUD operations and advanced features. | Downloads: 15,420 Released: 1/15/2024 | |
| Lambda MCP | Serverless | Deploy and manage AWS Lambda functions with serverless capabilities. | Downloads: 15,600 Released: 1/15/2024 | |
| Bedrock MCP 🔥 Popular | AI/ML | Access AWS Bedrock foundation models with advanced AI capabilities. | Downloads: 155,000 Released: 4/4/2024 | |
| Git MCP | SCM | Manage Git repositories and operations with version control capabilities. | Downloads: 19,900 Released: 11/19/2024 | |
| GitHub MCP 🔥 Popular | SCM | Access GitHub repositories and workflows with full GitHub API integration. | Downloads: 82,700 Released: 4/4/2024 | |
| Fetch Anthropic 🔥 Popular | Search | Retrieve and convert web content to markdown for analysis with advanced content processing capabilities. | Downloads: 270,000 Released: 11/19/2024 | |
| Time Anthropic | Utility | MCP server providing time and timezone conversion tools for AI assistants to handle localized time data and calculations. | Downloads: 72,500 Released: 11/19/2024 | |
| Sequential Thinking | AI/ML | Implements a structured sequential thinking process for breaking down complex problems, iteratively refining solutions, and exploring multiple reasoning paths. | Downloads: 39,300 Released: 12/16/2024 | |
| Playwright Browser Automation 🔥 Popular | Browser Automation | Enables web browser control for navigating websites, capturing page snapshots, interacting with elements, and taking screenshots through Playwright's automation capabilities. | Downloads: 183,000 Released: 3/22/2024 | |
| Google GenAI Toolbox MCP 🔥 Popular | Database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server, Neo4j, Dgraph, and Spanner through a YAML-based configuration system. Features 8.6k+ stars on GitHub with SDKs for LangChain Go, Genkit, Go GenAI, and OpenAI Go. | Downloads: 86,000 Released: 4/9/2024 | |
| mcp-server-github | Development | GitHub integration for managing repositories, issues, and workflows. | Downloads: 45,000 Released: 3/15/2024 | |
| mcp-server-ollama | AI/ML | Ollama integration for local AI model management and inference. | Downloads: 42,000 Released: 4/1/2024 | |
| Kubernetes MCP | Container | Manage Kubernetes clusters and resources with full container orchestration. | Downloads: 18,900 Released: 3/15/2024 | |
| Kubectl MCP | Kubernetes | Talk to Kubernetes clusters using natural language with full kubectl capabilities. | Downloads: 15,600 Released: 5/1/2024 | |
| Python MCP | Programming | Run sandboxed Python code with secure execution environment. | Downloads: 23,400 Released: 4/1/2024 | |
| MongoDB MCP Server | Database | A Model Context Protocol server that enables AI assistants to interact with MongoDB Atlas resources through natural language, supporting database operations and Atlas management functions. | Downloads: 12,385 Released: 3/15/2024 | |
| LangChain MCP Server | Framework | Provides integration with LangChain's framework for building LLM applications, enabling AI assistants to access LangChain tools and chains. | Downloads: 1,567 Released: 3/15/2024 | |
| LlamaIndex MCP Server | RAG | Enables AI assistants to interact with LlamaIndex's data framework for building RAG applications, document processing, and knowledge management. | Downloads: 892 Released: 3/15/2024 | |
| Hugging Face MCP Server 🔥 Popular | AI Models | Enables AI assistants to interact with Hugging Face's model hub, datasets, and inference endpoints for model deployment and management. | Downloads: 2,345 Released: 3/15/2024 | |
| Replicate MCP Server | ML Models | Provides access to Replicate's cloud platform for running machine learning models, enabling AI assistants to deploy and manage ML models. | Downloads: 1,234 Released: 4/1/2024 |
AWS MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| S3 MCP | Storage | Access and manage AWS S3 buckets and objects with full CRUD operations and advanced features. | Downloads: 15,420 Released: 1/15/2024 | |
| DynamoDB MCP | Database | Query and manage DynamoDB tables with advanced querying capabilities. | Downloads: 12,300 Released: 1/15/2024 | |
| ECS MCP | Container | Deploy and manage AWS ECS containers with full container orchestration capabilities. | Downloads: 8,900 Released: 1/15/2024 | |
| EKS MCP | Kubernetes | Manage AWS EKS Kubernetes clusters with full Kubernetes integration. | Downloads: 11,200 Released: 1/15/2024 | |
| Lambda MCP | Serverless | Deploy and manage AWS Lambda functions with serverless capabilities. | Downloads: 15,600 Released: 1/15/2024 | |
| Bedrock MCP 🔥 Popular | AI/ML | Access AWS Bedrock foundation models with advanced AI capabilities. | Downloads: 155,000 Released: 4/4/2024 | |
| RDS/Aurora MCP | Database | Manage Aurora MySQL/Postgres and RDS Data API with full database operations. | Downloads: 13,400 Released: 1/15/2024 | |
| Serverless MCP | Serverless | Manage AWS SAM, Lambda, API Gateway, and more serverless resources. | Downloads: 9,800 Released: 1/15/2024 | |
| ECR MCP | Container Registry | Manage AWS Elastic Container Registry with container image operations. | Downloads: 7,600 Released: 1/15/2024 | |
| CloudFormation MCP | IaC | Manage AWS CloudFormation stacks with infrastructure as code capabilities. | Downloads: 8,900 Released: 1/15/2024 | |
| CDK MCP | IaC | Manage AWS CDK workflows with TypeScript/JavaScript infrastructure. | Downloads: 10,200 Released: 1/15/2024 | |
| AWS MCP Server 🔥 Popular | AWS | Enables AI assistants to interact with AWS services through natural language commands, providing access to EC2, S3, Lambda, and other AWS resources. | Downloads: 2,345 Released: 3/15/2024 | |
| AWS Nova Canvas 🔥 Popular | AWS | Provides image generation capabilities using Amazon Nova Canvas through Amazon Bedrock, enabling the creation of visuals from text prompts and color palettes—perfect for mockups, diagrams, and UI design concepts. | Downloads: 5,125 Released: 3/15/2024 | |
| AWS Nova Canvas 🔥 Popular | AWS | Provides image generation capabilities using Amazon Nova Canvas through Amazon Bedrock, enabling the creation of visuals from text prompts and color palettes—perfect for mockups, diagrams, and UI design concepts. | Downloads: 5,125 Released: 3/15/2024 |
Google Cloud MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Cloud Run MCP Server | Google Cloud | Enables MCP-compatible AI agents to deploy applications to Google Cloud Run by providing tools for deploying code, listing services, and managing Google Cloud projects. | Downloads: 288 Released: 3/15/2024 | |
| Google Cloud MCP Server | Google Cloud | A Model Context Protocol server that connects to Google Cloud services, allowing users to query logs, interact with Spanner databases, and analyze Cloud Monitoring metrics through natural language interaction. | Downloads: 485 Released: 3/15/2024 | |
| GCP MCP | Google Cloud | A Model Context Protocol server that enables AI assistants like Claude to interact with Google Cloud Platform environments through natural language, allowing users to query and manage GCP resources during conversations. | Downloads: 222 Released: 3/15/2024 | |
| Vertex AI MCP Server | Google Cloud | Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries. | Downloads: 43 Released: 3/15/2024 | |
| Google Cloud Healthcare API MCP Server | Google Cloud | MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions, from smarter clinical workflows for Health Systems to Pre-Auth frameworks for Payers! | Downloads: 4 Released: 3/15/2024 | |
| Google BigQuery MCP Server | Google Cloud | Query and analyze data in Google BigQuery with advanced analytics capabilities and natural language processing. | Downloads: 2,100 Released: 3/15/2024 | |
| Google Vertex AI MCP Server 🔥 Popular | Google Cloud | Access Google's Vertex AI machine learning services with advanced AI capabilities for model training and deployment. | Downloads: 1,800 Released: 3/15/2024 | |
| Google Cloud Spanner MCP Server | Google Cloud | Query and manage Google Cloud Spanner databases with global distributed SQL and natural language interface. | Downloads: 650 Released: 3/15/2024 | |
| Google Cloud SQL MCP Server | Google Cloud | Manage Google Cloud SQL instances and databases with full SQL operations and automated management. | Downloads: 950 Released: 3/15/2024 | |
| Google Cloud Storage MCP Server | Google Cloud | Access and manage Google Cloud Storage buckets with full storage operations and object management. | Downloads: 1,400 Released: 3/15/2024 | |
| Google Cloud Functions MCP Server | Google Cloud | Deploy and manage Google Cloud Functions with serverless capabilities and event-driven architecture. | Downloads: 1,100 Released: 3/15/2024 | |
| Google Cloud Run MCP Server | Google Cloud | Deploy and manage Google Cloud Run services with container orchestration and auto-scaling capabilities. | Downloads: 1,200 Released: 3/15/2024 | |
| Google Cloud Pub/Sub MCP Server | Google Cloud | Manage Google Cloud Pub/Sub messaging and event streaming with natural language commands. | Downloads: 750 Released: 3/15/2024 | |
| Google Cloud Logging MCP Server | Google Cloud | Query and analyze Google Cloud Logging data with advanced log processing and monitoring capabilities. | Downloads: 850 Released: 3/15/2024 | |
| Google Cloud Monitoring MCP Server | Google Cloud | Monitor Google Cloud resources and applications with comprehensive metrics and alerting. | Downloads: 920 Released: 3/15/2024 |
Database MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Cloud Spanner MCP | Database | Query and manage Google Cloud Spanner databases with global distributed SQL. | Downloads: 6,800 Released: 3/15/2024 | |
| CloudSQL MCP | Database | Manage Google Cloud SQL instances and databases with full SQL operations. | Downloads: 8,900 Released: 3/15/2024 | |
| DynamoDB MCP | Database | Query and manage DynamoDB tables with advanced querying capabilities. | Downloads: 12,300 Released: 1/15/2024 | |
| RDS/Aurora MCP | Database | Manage Aurora MySQL/Postgres and RDS Data API with full database operations. | Downloads: 13,400 Released: 1/15/2024 | |
| Cosmos DB MCP | Database | Query and manage Cosmos DB collections with NoSQL database operations. | Downloads: 5,400 Released: 3/15/2024 | |
| PostgreSQL MCP | Database | Access and analyze Postgres databases with read-only queries and advanced data operations. | Downloads: 9,200 Released: 11/19/2024 | |
| Google GenAI Toolbox MCP 🔥 Popular | Database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server, Neo4j, Dgraph, and Spanner through a YAML-based configuration system. Features 8.6k+ stars on GitHub with SDKs for LangChain Go, Genkit, Go GenAI, and OpenAI Go. | Downloads: 86,000 Released: 4/9/2024 | |
| Supabase MCP | Database | Connects directly to Supabase projects for managing databases, executing SQL queries, and handling configurations. | Downloads: 10,200 Released: 4/1/2024 | |
| MySQL MCP | Database | Explore schemas and execute read-only SQL queries on MySQL databases. | Downloads: 11,300 Released: 12/3/2024 | |
| PostgreSQL MCP | Database | Access and analyze PostgreSQL databases with read-only queries and advanced data operations. | Downloads: 15,800 Released: 3/15/2024 | |
| MongoDB MCP | Database | Query and manage MongoDB collections with NoSQL database operations. | Downloads: 12,300 Released: 3/15/2024 | |
| Redis MCP | Cache | Access and manage Redis cache and data structures with high-performance operations. | Downloads: 9,800 Released: 3/15/2024 | |
| Elasticsearch MCP | Search | Search and analyze data in Elasticsearch with advanced search capabilities. | Downloads: 7,600 Released: 3/15/2024 | |
| Redis Cloud MCP Server | Cache | Redis Cloud API integration for in-memory data structure store. | Downloads: 5,400 Released: 3/1/2024 | |
| MongoDB MCP Server | Database | A Model Context Protocol server that enables AI assistants to interact with MongoDB Atlas resources through natural language, supporting database operations and Atlas management functions. | Downloads: 12,385 Released: 3/15/2024 |
Search & Web MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Fetch Anthropic 🔥 Popular | Search | Retrieve and convert web content to markdown for analysis with advanced content processing capabilities. | Downloads: 270,000 Released: 11/19/2024 | |
| Brave Search | Search | Retrieve web pages, news, and local business results via Brave API. | Downloads: 11,800 Released: 11/19/2024 | |
| DuckDuckGo Search | Search | Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing. | Downloads: 15,800 Released: 2/23/2024 | |
| mcp-server-brave-search | Search | Brave Search integration for web search and content retrieval. | Downloads: 15,000 Released: 3/15/2024 | |
| Elasticsearch MCP | Search | Search and analyze data in Elasticsearch with advanced search capabilities. | Downloads: 7,600 Released: 3/15/2024 | |
| DeepWiki MCP | Documentation | AI-native documentation search and knowledge management platform. | Downloads: 6,800 Released: 6/1/2024 | |
| Pinecone Developer MCP | Vector Database | Enables AI assistants to interact with Pinecone vector databases for semantic search and similarity matching operations. | Downloads: 698 Released: 3/15/2024 | |
| Baidu Vector Database MCP Server | Vector Database | A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language. | Downloads: 3 Released: 3/15/2024 | |
| Weaviate MCP Server | Vector Database | Provides access to Weaviate's vector database for semantic search, similarity matching, and AI-powered data operations through natural language commands. | Downloads: 445 Released: 4/1/2024 | |
| Pinecone Developer MCP | Pinecone | Enables AI assistants to interact with Pinecone vector databases for semantic search and similarity matching operations. | Downloads: 698 Released: 3/15/2024 | |
| Google Search MCP Server | Google Cloud | An MCP (Model Context Protocol) server that provides Google search capabilities and webpage content analysis tools. This server enables AI models to perform Google searches and analyze webpage content programmatically. | Downloads: 1,155 Released: 5/14/2025 | |
| Google BigQuery MCP Server by CData 🔥 Popular | Google Cloud | Google BigQuery MCP Server by CData - Enterprise-grade BigQuery integration with JDBC driver support. | Downloads: 6,962 Released: 6/12/2025 | |
| BigQuery MCP Server (LucasHild) | Google Cloud | A Model Context Protocol server that provides access to BigQuery. This server enables LLMs to inspect database schemas and execute queries. | Downloads: 113 Released: 5/30/2025 | |
| SourceSync.ai MCP Server | Knowledge Management | Allows AI models to interact with SourceSync.ai's knowledge management platform to organize, ingest, retrieve, and search content in knowledge bases. | Downloads: 2,403 Released: 3/9/2025 | |
| Browser Automation MCP Server | Browser Automation | Enables intelligent web scraping through a browser automation tool that can search Google, navigate to webpages, and extract content from various websites including GitHub, Stack Overflow, and documentation sites. | Downloads: 5,726 Released: 5/2/2025 |
Development MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Zen | Development | Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development. | Downloads: 36,000 Released: 6/9/2024 | |
| mcp-server-github | Development | GitHub integration for managing repositories, issues, and workflows. | Downloads: 45,000 Released: 3/15/2024 | |
| mcp-server-git | Development | Git integration for local repository management and version control operations. | Downloads: 32,000 Released: 3/15/2024 | |
| Codebase Context Dumper MCP | Code Analysis | A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs) for better code understanding and analysis. | Downloads: 1 Released: 4/1/2024 | |
| LangChain MCP Server | Framework | Provides integration with LangChain's framework for building LLM applications, enabling AI assistants to access LangChain tools and chains. | Downloads: 1,567 Released: 3/15/2024 | |
| AgentMode MCP Server | AgentMode | An all-in-one Model Context Protocol (MCP) server that connects your coding AI to numerous databases, data warehouses, data pipelines, and cloud services, streamlining development workflow through seamless integrations. | Downloads: 2 Released: 3/15/2024 | |
| Debugg AI MCP Server | Debugg AI | An MCP server that provides AI-powered debugging capabilities for code analysis, error detection, and development assistance. | Downloads: 490 Released: 3/15/2024 | |
| Codebase Context Dumper MCP | Code Analysis | A Model Context Protocol (MCP) server designed to easily dump your codebase context into Large Language Models (LLMs) for better code understanding and analysis. | Downloads: 1 Released: 4/1/2024 | |
| AgentMode MCP Server | AgentMode | An all-in-one Model Context Protocol (MCP) server that connects your coding AI to numerous databases, data warehouses, data pipelines, and cloud services, streamlining development workflow through seamless integrations. | Downloads: 2 Released: 3/15/2024 |
AI/ML MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Knowledge Graph Memory | AI/ML | Build and query persistent semantic networks for data management. | Downloads: 23,600 Released: 11/19/2024 | |
| Sequential Thinking | AI/ML | Implements a structured sequential thinking process for breaking down complex problems, iteratively refining solutions, and exploring multiple reasoning paths. | Downloads: 39,300 Released: 12/16/2024 | |
| Zen | Development | Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development. | Downloads: 36,000 Released: 6/9/2024 | |
| DeepWiki MCP | Documentation | AI-native documentation search and knowledge management platform. | Downloads: 6,800 Released: 6/1/2024 | |
| Pinecone Developer MCP | Vector Database | Enables AI assistants to interact with Pinecone vector databases for semantic search and similarity matching operations. | Downloads: 698 Released: 3/15/2024 | |
| Recraft AI MCP Server | Image Generation | An MCP server that integrates with Recraft AI to enable generation and manipulation of high-quality raster and vector images through tools like image generation, editing, vectorization, background removal, and upscaling. | Downloads: 412 Released: 5/1/2024 | |
| GroundDocs MCP Server | Documentation | A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses. | Downloads: 421 Released: 4/1/2024 | |
| Atla MCP Server | LLM Evaluation | The Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLM evaluation and benchmarking. | Downloads: 16 Released: 3/15/2024 | |
| Weaviate MCP Server | Vector Database | Provides access to Weaviate's vector database for semantic search, similarity matching, and AI-powered data operations through natural language commands. | Downloads: 445 Released: 4/1/2024 | |
| Brev MCP Server | Brev | Run, build, train, and deploy ML models on the cloud through natural language commands with Brev's cloud infrastructure. | Downloads: 4 Released: 3/15/2024 | |
| Baidu Vector Database MCP Server | Baidu | A server that provides access to Baidu Cloud Vector Database functionality through the Model Context Protocol, enabling LLM applications to perform vector searches and database operations via natural language. | Downloads: 3 Released: 3/15/2024 | |
| Debugg AI MCP Server | Debugg AI | An MCP server that provides AI-powered debugging capabilities for code analysis, error detection, and development assistance. | Downloads: 490 Released: 3/15/2024 | |
| Atla MCP Server | Atla | The Atla MCP Server provides a standardized interface for LLMs to interact with the Atla API for state-of-the-art LLM evaluation and benchmarking. | Downloads: 16 Released: 3/15/2024 | |
| Brev MCP Server | Brev | Run, build, train, and deploy ML models on the cloud through natural language commands with Brev's cloud infrastructure. | Downloads: 4 Released: 3/15/2024 | |
| BigQuery MCP Server (LucasHi) | Google Cloud | Python-based BigQuery MCP server for data analytics and machine learning workflows. | Downloads: 89 Released: 2/20/2024 |
Browser & Automation MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Playwright Browser Automation 🔥 Popular | Browser Automation | Enables web browser control for navigating websites, capturing page snapshots, interacting with elements, and taking screenshots through Playwright's automation capabilities. | Downloads: 183,000 Released: 3/22/2024 | |
| Chrome Browser Automation | Browser Automation | Provides browser automation and semantic search capabilities through Chrome extension integration, enabling intelligent web element interaction, form filling, screenshot capture, and vector-based content indexing. | Downloads: 48,600 Released: 7/7/2024 | |
| Windows Desktop Control | Desktop Automation | Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing commands, and performing mouse/keyboard actions. | Downloads: 39,600 Released: 5/13/2024 | |
| Mobile Next MCP Server | Mobile Automation | A Model Context Protocol server that enables scalable mobile automation through a platform-agnostic interface for iOS and Android devices, allowing agents and LLMs to interact with mobile applications. | Downloads: 2,599 Released: 5/1/2024 | |
| Jenius MCP Smart Device | Smart Home | A server that enables control of smart home devices through the Jenius AI agent system, connecting to Home Assistant to manage devices like Xiaomi air purifiers and smart speakers. | Downloads: 12 Released: 5/1/2024 | |
| Mailmodo MCP Server | Email Marketing | Enables AI assistants to interact with Mailmodo's email marketing platform for campaign management, automation, and analytics. | Downloads: 1 Released: 5/1/2024 | |
| Runbook MCP Server | Automation | Run your own runbooks from Claude Desktop. You can create your runbooks and execute them with other MCP servers for automated workflows and procedures. | Downloads: 4 Released: 4/1/2024 | |
| HiveFlow MCP Server | Automation | Connects AI assistants (Claude, Cursor, etc.) directly to the HiveFlow automation platform, allowing them to create, manage, and execute automation flows through natural language commands. | Downloads: 8 Released: 4/1/2024 | |
| Mailmodo MCP Server | Mailmodo | Enables AI assistants to interact with Mailmodo's email marketing platform for campaign management, automation, and analytics. | Downloads: 1 Released: 3/15/2024 | |
| Runbook MCP Server | Runbook | Run your own runbooks from Claude Desktop. You can create your runbooks and execute them with other MCP servers for automated workflows. | Downloads: 4 Released: 3/15/2024 | |
| HiveFlow MCP Server | HiveFlow | Connects AI assistants (Claude, Cursor, etc.) directly to the HiveFlow automation platform, allowing them to create, manage, and execute automation flows through natural language commands. | Downloads: 8 Released: 3/15/2024 | |
| Google Apps Script MCP Server 🔥 Popular | Google Cloud | Provides integration with the Google Apps Script API, allowing management of script projects, deployments, versions, and executions through any MCP-compatible client like Claude Desktop or VS Code. | Downloads: 7,442 Released: 6/1/2025 | |
| LinkedIn Job Search MCP Server 🔥 Popular | Social Media | Helps users find suitable LinkedIn job opportunities by automatically scraping listings, analyzing compatibility with user profiles using AI, and sending custom match reports via email. | Downloads: 8,803 Released: 8/2/2025 | |
| LinkedIn Job Search MCP Server 🔥 Popular | Helps users find suitable LinkedIn job opportunities by automatically scraping listings, analyzing compatibility with user profiles using AI, and sending custom match reports via email. | Downloads: 8,803 Released: 7/30/2024 |
Infrastructure MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| CloudFormation MCP | IaC | Manage AWS CloudFormation stacks with infrastructure as code capabilities. | Downloads: 8,900 Released: 1/15/2024 | |
| CDK MCP | IaC | Manage AWS CDK workflows with TypeScript/JavaScript infrastructure. | Downloads: 10,200 Released: 1/15/2024 | |
| Terraform MCP | IaC | Manage Terraform infrastructure as code with full state management. | Downloads: 8,500 Released: 3/15/2024 | |
| OpenTofu MCP | IaC | Open Terraform with AI capabilities for infrastructure as code. | Downloads: 5,400 Released: 9/1/2024 | |
| Pulumi MCP Server | IaC | Infrastructure as Code with Pulumi for multi-cloud deployment and management. | Downloads: 8,900 Released: 6/1/2024 | |
| AWS MCP Server 🔥 Popular | AWS | Enables AI assistants to interact with AWS services through natural language commands, providing access to EC2, S3, Lambda, and other AWS resources. | Downloads: 2,345 Released: 3/15/2024 | |
| Oracle Cloud MCP Server | Oracle Cloud | Provides integration with Oracle Cloud Infrastructure for managing compute, storage, database, and networking resources through natural language commands. | Downloads: 345 Released: 3/15/2024 | |
| DigitalOcean MCP Server | DigitalOcean | Enables AI assistants to manage DigitalOcean droplets, databases, and cloud infrastructure through natural language commands. | Downloads: 456 Released: 3/15/2024 | |
| Vultr MCP Server | Vultr | Provides access to Vultr's cloud infrastructure for managing instances, storage, and networking through natural language commands. | Downloads: 123 Released: 3/15/2024 | |
| Linode MCP Server | Linode | Enables AI assistants to manage Linode cloud infrastructure including compute instances, storage, and networking resources. | Downloads: 234 Released: 3/15/2024 | |
| Alibaba Cloud MCP Server | Alibaba Cloud | A server implementation that enables management of Alibaba Cloud ECS (Elastic Compute Service) resources through a collection of API and OOS automation tools, supporting operations like instance lifecycle management, monitoring, and resource inspection. | Downloads: 63 Released: 3/15/2024 | |
| Pulumi MCP Server | Pulumi | An MCP server that enables AI assistants to interact with Pulumi's infrastructure as code platform for managing cloud resources and deployments. | Downloads: 68 Released: 3/15/2024 | |
| Pulumi MCP Server | Pulumi | An MCP server that enables AI assistants to interact with Pulumi's infrastructure as code platform for managing cloud resources and deployments. | Downloads: 68 Released: 3/15/2024 | |
| Google Cloud Compute Engine MCP Server | Google Cloud | MCP server for Google Cloud Compute Engine, providing virtual machine management and operations. | Downloads: 167 Released: 3/10/2024 |
Utility MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Time Anthropic | Utility | MCP server providing time and timezone conversion tools for AI assistants to handle localized time data and calculations. | Downloads: 72,500 Released: 11/19/2024 | |
| Filesystem MCP | File System | Read, write, and manipulate local files through a controlled API. | Downloads: 25,800 Released: 11/19/2024 | |
| Calculator | Utility | Provides a secure mathematical expression evaluation service using Python's AST module for basic operations without relying on eval(). | Downloads: 10,600 Released: 3/20/2024 | |
| mcp-server-filesystem | File System | Filesystem operations for reading, writing, and manipulating local files. | Downloads: 28,000 Released: 3/15/2024 |
Research MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| ArXiv | Research | Search and analyze academic papers from the arXiv repository. | Downloads: 13,500 Released: 11/29/2024 | |
| Google Patents MCP Server 🔥 Popular | Google Cloud | A Model Context Protocol server that enables searching Google Patents information via the SerpApi Google Patents API, allowing users to query patent data with various filters and sorting options. | Downloads: 4,781 Released: 7/17/2025 | |
| Deep Research MCP Server | Research | Enables iterative deep research by integrating AI agents with search engines, web scraping, and large language models for efficient data gathering and comprehensive reporting. | Downloads: 988 Released: 6/4/2025 |
Social Media MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| LinkedIn Job Search MCP Server 🔥 Popular | Social Media | Helps users find suitable LinkedIn job opportunities by automatically scraping listings, analyzing compatibility with user profiles using AI, and sending custom match reports via email. | Downloads: 8,803 Released: 8/2/2025 | |
| LinkedIn Job Search MCP Server 🔥 Popular | Helps users find suitable LinkedIn job opportunities by automatically scraping listings, analyzing compatibility with user profiles using AI, and sending custom match reports via email. | Downloads: 8,803 Released: 7/30/2024 |
Data Sources MCP Servers
| Server Name | Type | Description | Stats | Links |
|---|---|---|---|---|
| Jira MCP | Project Management | Manage Jira projects, issues, and workflows with full project management. | Downloads: 6,800 Released: 3/15/2024 | |
| Confluence MCP | Documentation | Access and manage Confluence spaces and pages for documentation. | Downloads: 5,400 Released: 3/15/2024 | |
| Weibo MCP Server | Social Media | A Model Context Protocol server for scraping Weibo user information, feeds, and search functionality. It helps retrieve detailed user profiles, timeline content, and perform user searches on Weibo. | Downloads: 2,682 Released: 7/17/2025 | |
| WebSearch Tools MCP Server 🔥 Popular | Web Search | Built as a Model Context Protocol (MCP) server that provides advanced web search, content extraction, web crawling, and scraping capabilities using the Firecrawl API. | Downloads: 1,253 Released: 3/5/2025 | |
| Confluence MCP Server (Olson3R) 🔥 Popular | Confluence | A Model Context Protocol server that provides secure access to Atlassian Confluence, allowing users to search, create, update, and manage Confluence pages and spaces through natural language commands. | Downloads: 8,061 Released: 6/19/2024 | |
| Confluence MCP Server (aashari) 🔥 Popular | Confluence | Enables querying and retrieving content from Confluence through CQL searches and page content fetching, allowing Claude to seamlessly access information stored in Confluence workspaces. | Downloads: 3,414 Released: 3/9/2024 | |
| Jira MCP Server (CData) 🔥 Popular | Jira | Jira MCP Server by CData - Enterprise-grade Jira integration with JDBC support for comprehensive issue management and project tracking. | Downloads: 6,977 Released: 6/12/2024 | |
| Jira MCP Server (Red Hat) | Jira | A simple MCP server that provides access to Jira issues from Cursor AI, allowing users to reference and query Jira tickets directly in the chat panel. | Downloads: 8,439 Released: 7/1/2024 |