Awesome MCP Servers

A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more.

🔥 Acknowledgements

This directory was built and is maintained using the Ever Works Directory Builder platform.
The public-facing website is based on the open-source Directory Website Template.

📑 Table of Contents

• Cloud & Devops Mcp Servers (52)
• MCP Server Directories Lists (27)
• Ai Integration Mcp Servers (43)
• Database & Messaging Mcp Servers (194)
• Developer Tools "Development Tools Mcp Servers"amp; IDE MCP Servers (80)
• Api Integration Mcp Servers (18)
• Data Analysis & Exploration Mcp Servers (63)
• Messaging Mcp Servers (33)
• Business & Commerce Mcp Servers (36)
• Developer Tools "Developer Tools"amp; IDE MCP Servers (118)
• MCP Directories & Registries (10)
• Monitoring (37)
• Project Management Mcp Servers (32)
• Healthcare & Biotech MCP Servers (6)
• MCP Directories & Marketplaces (4)
• Web Search Mcp Servers (41)
• Cloud Storage (5)
• MCP Directories & Registries (3)
• Mcp Middleware & Orchestration (9)
• Media Processing Mcp Servers (20)
• Repository & Code Analysis Mcp Servers (14)
• Security & Attestation Mcp Servers (13)
• Workflow & Automation Mcp Servers (26)
• AI Agent & Orchestration MCP Servers (2)
• API Integration & Gateway MCP Servers (7)
• Cloud & DevOps MCP Servers (16)
• Cloud & DevOps MCP Servers (30)
• Content Extraction & Summarization Mcp Servers (14)
• Data Visualization (11)
• Developer Tools (11)
• DevOps (27)
• Mcp Server Directories & Lists (2)
• Reference Implementations & Examples (55)
• Server Management Tools (9)
• Testing & Debugging Tools (21)
• AI & LLM MCP Servers (12)
• AI Agents & Orchestration MCP Servers (21)
• Automation (6)
• Backend As A Service (4)
• Blockchain & Crypto MCP Servers (12)
• Blockchain & Web3 MCP Servers (4)
• Cloud DevOps MCP Servers (7)
• Cloud Native & DevOps MCP Servers (4)
• Code Execution & Automation Mcp Servers (52)
• Content Management (1)
• Data Analysis & Exploration MCP Servers (7)
• Data Science MCP Servers (2)
• Database MCP Servers (18)
• Databases (77)
• Developer Tools "Developer Tools MCP Servers"amp; IDE MCP Servers (7)
• Developer Tools & IDE MCP Servers (21)
• E-commerce & Business MCP Servers (2)
• Game Server Mcp Implementations (8)
• GitHub Integration MCP Servers (4)
• IoT & Smart Home MCP Servers (3)
• Productivity & Business MCP Servers (2)
• Search & Discovery Mcp Servers (30)
• Security Attestation Mcp Servers (30)
• Security MCP Servers (2)
• Social (6)
• Testing (1)
• Travel & Transportation (26)
• Version Control (23)
• Web Scraping (4)
• Aggregators (19)
• AI & Machine Learning (9)
• AI Agents & LLMs MCP Servers (2)
• Ai Agents Mcp Servers (1)
• AI Agents MCP Servers (1)
• AI Integration Mcp Servers (33)
• AI Integration MCP Servers (63)
• AI Integration MCP Servers (28)
• AI/ML (4)
• Analytics (4)
• Analytics & Business Intelligence (1)
• API & OpenAPI MCP Servers (6)
• Api Integration Mcp Servers (14)
• API Integration Mcp Servers (57)
• API Integration MCP Servers (41)
• Api Mcp Servers (1)
• Art & Culture (10)
• Authentication (1)
• Authentication (1)
• Blockchain & Crypto Mcp Servers (11)
• Blockchain & Finance MCP Servers (12)
• Blockchain Crypto Mcp Servers (30)
• Blockchain Crypto Mcp Servers (6)
• Blockchain Crypto MCP Servers (7)
• Browser Automation (26)
• Business & Commerce MCP Servers (2)
• Business & Productivity (10)
• Business Commerce MCP Servers (228)
• Business Commerce MCP Servers (6)
• Business Productivity (2)
• CI/CD (11)
• Cloud (2)
• Cloud & DevOps Mcp Servers (18)
• Cloud Devops Mcp Servers (7)
• Cloud Native (1)
• Cloud Platforms (1)
• Code Analysis (14)
• Code Analysis (20)
• Code Execution (2)
• Code Execution Automation MCP Servers (31)
• Code Execution Automation MCP Servers (2)
• Coding Agents (1)
• Command Line (1)
• Communication (18)
• Communication Mcp Servers (21)
• Communication Mcp Servers (1)
• Container Orchestration (1)
• Containers (2)
• Content Creation & Generation Mcp Servers (25)
• Content Creation & Generation MCP Servers (2)
• Content Creation Generation Mcp Servers (1)
• Content Creation Generation MCP Servers (4)
• Content Creation Generation MCP Servers (1)
• Content Extraction & Summarization MCP Servers (19)
• Content Extraction & Summarization MCP Servers (8)
• Content Management Mcp Servers (12)
• Content Management MCP Servers (11)
• Content Management MCP Servers (2)
• CRM (21)
• CRM (1)
• Customer Support (2)
• Data Access & Integration Mcp Servers (31)
• Data Access Integration MCP Servers (53)
• Data Access Integration MCP Servers (1)
• Data Analysis & Exploration MCP Servers (12)
• Data Integration (1)
• Data Processing (1)
• Data Processing Mcp Servers (3)
• Data Visualization (2)
• Data Warehouse (1)
• Database (1)
• Database & Messaging Mcp Servers (29)
• Database MCP Servers (9)
• Databases & Storage MCP Servers (18)
• Design Tools (17)
• Design Tools (1)
• Developer Productivity & Utilities (11)
• Developer Tools (1)
• Developer Tools Mcp Servers (119)
• Developer Tools MCP Servers (3)
• Developer Tools MCP Servers (3)
• Development Tools (6)
• Development Tools Mcp Servers (3)
• Development Tools MCP Servers (21)
• Development Tools MCP Servers (7)
• DevOps & CI/CD MCP Servers (4)
• DevOps & Cloud MCP Servers (1)
• Document Management Mcp Servers (13)
• Document Management MCP Servers (10)
• Document Management MCP Servers (2)
• Documentation (1)
• Documentation & Knowledge MCP Servers (15)
• Documentation & Learning Resources (15)
• Documentation Learning Resources (14)
• E Commerce (3)
• E-Commerce (1)
• Email Marketing (2)
• Enterprise Data (4)
• Entertainment (1)
• File & Storage MCP Servers (7)
• File Management Mcp Servers (7)
• File Management MCP Servers (10)
• File Systems (14)
• Finance & Blockchain MCP Servers (3)
• Finance & Fintech (19)
• Finance & Market Data Mcp Servers (141)
• Finance & Market Data MCP Servers (8)
• Finance Market Data Mcp Servers (2)
• Finance Market Data MCP Servers (25)
• Finance Market Data MCP Servers (6)
• Game Development (1)
• Game Server Hosting Platforms (1)
• Game Server Mcp Implementations (1)
• Game Server MCP Implementations (28)
• Gaming (6)
• Gaming & Entertainment MCP Servers (8)
• Gaming MCP Servers (38)
• GitHub MCP Integrations (1)
• Google Cloud MCP Servers (2)
• Google Workspace (6)
• Hardware & IoT MCP Servers (36)
• Health & Wellness (1)
• Healthcare & Life Sciences (20)
• Healthcare & Life Sciences Mcp Servers (10)
• Healthcare Life Sciences (21)
• Healthcare Life Sciences (5)
• Home Automation Mcp Servers (2)
• Home Automation MCP Servers (3)
• Image & Video Processing (4)
• IoT & Hardware MCP Servers (1)
• Knowledge & Memory (2)
• Knowledge & Note Taking Mcp Servers (4)
• Knowledge & Note Taking MCP Servers (2)
• Knowledge Management (1)
• Knowledge Management & Documentation MCP Servers (7)
• Knowledge Management & Memory (64)
• Knowledge Management Mcp Servers (7)
• Knowledge Management Mcp Servers (1)
• Knowledge Management MCP Servers (3)
• Knowledge Management Memory (1)
• Knowledge Management Memory (1)
• Knowledge Mcp Servers (4)
• Location Services (30)
• Marketing (28)
• Marketing & Sales MCP Servers (3)
• MCP DevTools (5)
• MCP Middleware & Orchestration (30)
• Mcp Middleware Orchestration (16)
• MCP Server (1)
• MCP Server Directories & Lists (1)
• MCP Server Directories Lists (3)
• Media Processing MCP Servers (33)
• Media Processing MCP Servers (3)
• Messaging (3)
• Messaging MCP Servers (56)
• Messaging MCP Servers (1)
• Microsoft Ecosystem MCP Servers (4)
• ML (1)
• Monitoring (8)
• Monitoring & Observability (1)
• Monitoring Observability (5)
• Multimedia (20)
• Multimedia (1)
• News (2)
• Note Taking (2)
• OS Automation (1)
• Other Tools And Integrations (8)
• Package Management (1)
• Payments (1)
• PDF (2)
• Productivity & Business Tools (1)
• Project Management (4)
• Project Management MCP Servers (37)
• Project Management MCP Servers (7)
• Proxy (1)
• Proxy (2)
• Public Apis (3)
• Public Apis (1)
• Reference Implementations & Examples (6)
• Repository Code Analysis MCP Servers (15)
• Repository Code Analysis MCP Servers (4)
• Research & Academic Mcp Servers (16)
• Research & Data (2)
• Science & Research (22)
• Scientific & Research Tools (5)
• Scientific Research Tools (7)
• Scientific Research Tools (7)
• Search (4)
• Search & Discovery MCP Servers (5)
• Search & RAG (13)
• Search & Web (1)
• Search Discovery Mcp Servers (1)
• Search Discovery MCP Servers (4)
• Search Rag (2)
• Search Rag (1)
• Search RAG (1)
• Security (8)
• Security & Compliance MCP Servers (13)
• SEO (4)
• Server Management Tools (3)
• Serverless (4)
• Smart Home & IoT (1)
• Smart Home & IoT Mcp Servers (38)
• Smart Home & IoT MCP Servers (2)
• Social Media (1)
• Sports & Entertainment (20)
• Sports & Entertainment Mcp Servers (4)
• Sports Entertainment Mcp Servers (6)
• Spreadsheets (2)
• Storage & File Management (1)
• Support & Service Management (1)
• Testing Debugging Tools (12)
• Testing Debugging Tools (5)
• Text To Speech (4)
• Translation (2)
• Travel Transportation (22)
• Travel Transportation (10)
• Utilities & Helpers (10)
• Utilities & System Tools (2)
• Utilities System Tools (2)
• Vector & Search MCP Servers (5)
• Vector Databases MCP Servers (1)
• Web (5)
• Web Search MCP Servers (11)
• Web Search MCP Servers (40)
• Website Builder (1)
• Website Builder (1)
• Workflow & Automation MCP Servers (1)
• Workflow & Orchestration MCP Servers (12)
• Workflow Automation Mcp Servers (11)

Cloud & Devops Mcp Servers

• Amazon Bedrock AgentCore MCP Server - Official Model Context Protocol server for Amazon Bedrock AgentCore that transforms, deploys, and tests agents with built-in runtime integration, gateway connectivity, and agent lifecycle management. Supports stateful MCP features including elicitation, sampling, and progress notifications. (Read more) Aws Enterprise Ai Agents
• Argo CD Official MCP Server - GitOps continuous delivery server from Argo CD Labs enabling natural language interactions with Kubernetes applications. Supports application management, sync operations, rollback, RBAC, and multi-tenancy through conversational AI. (Read more) Gitops Kubernetes Continuous Delivery
• AWS Official MCP Server - Official AWS MCP server from awslabs providing AI applications access to AWS documentation, contextual guidance, and best practices. Enables enhanced cloud-native development, infrastructure management, and development workflows. (Read more) Cloud Aws Infrastructure
• AWS Terraform Best Practices MCP - Specialized MCP server providing prescriptive Terraform advice for AWS deployments with infrastructure patterns, security compliance via Checkov, and AWS-specific best practices guidance. (Read more) Aws Terraform Security
• Cloudflare Workers MCP - Official Cloudflare Model Context Protocol implementation for deploying MCP servers to 300+ edge locations worldwide with zero cold starts, automatic scaling, and built-in DDoS protection on Cloudflare's global network. (Read more) Serverless Edge Computing Cloudflare
• Cloudflare Workers MCP Server - Official Cloudflare MCP server providing access to over 2,500 Cloudflare API endpoints across DNS, Workers, R2, Zero Trust, and all Cloudflare products. Uses innovative Codemode technique for scalable API integration running in isolated Dynamic Worker sandboxes. (Read more) Edge Computing Serverless Cdn
• Docker Kubernetes MCP Toolkit - Comprehensive Docker MCP toolkit providing 40+ specialized tools for container management, Kubernetes operations, Helm deployments, and port forwarding. Manage Docker Desktop Kubernetes clusters directly from AI assistants. (Read more) Docker Kubernetes Containers
• GCP Official MCP Server - Official Google Cloud Platform MCP server providing four operational remote servers for dataset operations, virtual machine management, Kubernetes administration, and comprehensive GCP service integration. (Read more) Gcp Google Cloud Official
• GitHub Actions MCP Server - Official GitHub MCP server with rich capabilities mirroring GitHub platform APIs. Supports workflow management, repository operations, and CI/CD automation with optional read-only mode to prevent agent mutations. (Read more) Ci Cd Github Automation
• Google Cloud Managed MCP - Enterprise-ready managed MCP servers from Google Cloud supporting services like BigQuery, AlloyDB, Cloud SQL, Spanner, Firestore, Bigtable, and Google Maps. Provides globally consistent endpoints for AI agents to access Google Cloud services. (Read more) Cloud Platform Gcp Managed Service
• Google Cloud MCP Integration - Google Cloud integration for Model Context Protocol with Kotlin SDK collaboration. Part of Google's effort to build an open, secure AI ecosystem with MCP alongside Anthropic, JetBrains, and industry leaders. (Read more) Cloud Google Cloud Infrastructure
• HashiCorp Terraform MCP Server - Official Terraform MCP server providing seamless integration with the Terraform ecosystem, enabling AI models to access current provider documentation, modules, and policies with real-time registry integration. (Read more) Terraform Infrastructure Official
• kubectl MCP Server - Multi-platform Model Context Protocol server for Kubernetes enabling AI assistants to control infrastructure through natural language with support for debugging, cost optimization, deployments, security audits, and Helm charts. (Read more) Kubernetes Kubectl Infrastructure
• Kubernetes Native MCP Server - A Go-based native Kubernetes MCP server that interacts directly with the Kubernetes API server, enabling AI assistants to run kubectl-like commands, inspect resources, view events, and debug cluster failures without wrapping kubectl. (Read more) Kubernetes Container Orchestration Devops
• Microsoft Azure MCP Server - Comprehensive MCP server from Microsoft that consolidates Azure service access into a single interface. Supports cloud role-based access controls, Azure Monitor log analysis, Cosmos DB administration, and other Azure operations through AI assistants. (Read more) Cloud Platform Azure Infrastructure
• Microsoft MCP Servers Catalog - Official catalog of Microsoft Model Context Protocol server implementations for AI-powered data access and tool integration across Azure, Microsoft 365, GitHub, and other Microsoft services. (Read more) Microsoft Azure Enterprise
• Terraform IaC MCP Server - MCP server for Terraform infrastructure-as-code operations enabling AI assistants to plan, apply, and manage infrastructure through natural language. Supports approval workflows and automatic change visualization before applying configurations. (Read more) Terraform Infrastructure As Code Automation
• Vercel MCP Handler - Official Vercel adapter for easily spinning up Model Context Protocol servers on Next.js, Nuxt, Svelte and other frameworks with optimized concurrency, dynamic scaling, and instance sharing for production deployment. (Read more) Serverless Vercel Deployment
• AgentBay - An MCP server for providing serverless cloud infrastructure for AI agents, enabling scalable agent deployment and execution. (Read more) Serverless Cloud Infrastructure Ai Agents
• Aiven - Navigate your Aiven projects and interact with PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services. This MCP server enables AI agents to manage and query cloud data services programmatically. (Read more) Cloud Services Database Messaging
• Alibaba Cloud DataWorks - A Model Context Protocol server that provides tools for AI to interact with the DataWorks Open API through a standardized interface, enabling AI agents to perform cloud resources operations seamlessly. (Read more) Data Works Cloud Alibaba
• Alibaba Cloud DataWorks MCP Server - Official Model Context Protocol server for Alibaba Cloud DataWorks, a turnkey big data development and governance platform. Enables AI agents to interact with DataWorks Open API for workflow automation, data integration, quality management, and metadata operations. (Read more) Cloud Data Platform Big Data
• Alibaba Cloud OPS - Manage the lifecycle of your Alibaba Cloud resources with CloudOps Orchestration Service and Alibaba Cloud OpenAPI. Enables AI-driven cloud infrastructure management and automation. (Read more) Cloud Operations Orchestration Infrastructure
• Ansible MCP Server - Advanced Model Context Protocol server for Ansible automation platform, exposing utilities for managing inventories, playbooks, roles, and project workflows to enable intelligent infrastructure management through AI assistants. (Read more) Ansible Automation Devops
• AWS Cost Explorer MCP - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models. (Read more) Aws Cost Optimization Cloud Spending
• AWS Resources Operations MCP - Run generated Python code to securely query or modify any AWS resources supported by boto3 programmatically through AI assistants. (Read more) Aws Boto3 Resource Operations
• Bitrise - Chat with your builds, CI, and more. This MCP server enables AI agents to interact with Bitrise CI/CD pipeline data, providing insights into build statuses, logs, and deployment workflows. (Read more) Ci Cd Builds Mobile Ci
• Consul MCP - A Consul MCP server for service management, health check, and Key-Value Store operations, enabling AI assistants to interact with HashiCorp Consul infrastructure. (Read more) Consul Service Mesh Health Checks
• Cronlytic - Create CRUD operations for serverless cron jobs through Cronlytic MCP Server, enabling AI assistants to schedule and manage automated tasks. (Read more) Cron Jobs Serverless Scheduling
• Deploy MCP - Universal deployment tracker for AI assistants with live status badges and deployment monitoring. (Read more) Deployment Tracking Monitoring Status Badges
• Devcontainer MCP - An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files. (Read more) Devcontainers Development Environments Docker
• Fly.io MCP Server - Edge computing platform MCP server for Fly.io, enabling AI agents to deploy applications globally with edge regions, Firecracker VMs, and low-latency data access. (Read more) Edge Computing Platform Cloud
• Hyperbolic - MCP server for Hyperbolic's GPU cloud platform, enabling AI agents to view and rent GPUs, SSH into them, and run GPU-powered workloads autonomously. (Read more) Gpu Cloud Compute Ai Infrastructure
• Infrastructure Diagram MCP - Multi-cloud infrastructure diagram generator MCP server creating visual architecture diagrams for AWS, Azure, GCP, Kubernetes, on-premises, and hybrid/multi-cloud environments. (Read more) Diagrams Infrastructure Multi Cloud
• Jenkins Official MCP Server Plugin - Official Jenkins plugin implementing Model Context Protocol server-side component, enabling Jenkins to act as an MCP server. Provides context, tools, and capabilities to LLM-powered applications and IDEs for CI/CD automation. (Read more) Ci Cd Jenkins Automation
• Kubiya Serverless MCP - Scalable serverless MCP server platform for multi-cloud environments built with AWS Lambda, Step Functions, Google Workflows, and Azure Durable Functions for event-driven control planes. (Read more) Serverless Multi Cloud Scalability
• MCP SysOperator - Model Context Protocol server for Infrastructure as Code operations supporting Ansible, Terraform, and LocalStack. Enables AI assistants to execute playbooks, manage cloud resources, and test infrastructure configurations locally. (Read more) Infrastructure As Code Terraform Ansible
• Metoro - MCP server for querying and interacting with Kubernetes environments monitored by Metoro, providing AI agents with cluster observability and management capabilities. (Read more) Kubernetes Observability Monitoring
• Modal Labs MCP Server - Model Context Protocol server for Modal's serverless GPU cloud platform, providing AI agents with tools to manage model deployments, container execution, and serverless compute through natural language. (Read more) Serverless Gpu Machine Learning
• NanoVMs - MCP server for easily building and deploying unikernels to any cloud, enabling AI agents to create lightweight, single-application virtual machines. (Read more) Unikernel Cloud Deployment Nanovms
• NetApp - MCP server for querying metrics, managing volumes, and searching across NetApp systems and services, enabling AI-driven storage infrastructure management. (Read more) Storage Infrastructure Monitoring
• Netlify - MCP server for creating, building, deploying, and managing websites with the Netlify web platform, enabling AI agents to automate web deployment workflows. (Read more) Web Platform Deployment Hosting
• Netlify Official MCP Server - Serverless deployment platform integration enabling AI agents to create projects, build and manage deployments using the Netlify API and CLI. Provides serverless hosting with zero infrastructure overhead through conversational commands. (Read more) Serverless Deployment Jamstack
• Octopus Deploy - Official MCP server for querying, inspecting, and managing Octopus Deploy instances, enabling AI-driven deployment automation. (Read more) Deployment Devops Automation
• Pulumi Cloud MCP Server - MCP server enabling developers to provision and manage cloud infrastructure using Pulumi through natural language instructions. Allows AI assistants to execute Pulumi CLI commands for multi-cloud infrastructure deployment and management. (Read more) Infrastructure As Code Multi Cloud Pulumi
• Pulumi MCP Server - AI-assisted infrastructure as code server that enables AI-powered coding assistants to access Pulumi Cloud resources, query infrastructure, and launch automated deployment workflows. Supports automated AWS deployment with infrastructure code generation. (Read more) Infrastructure As Code Deployment Cloud
• Rancher MCP Server - Enterprise Kubernetes management MCP server for the Rancher ecosystem, providing multi-cluster operations, Harvester HCI management for VMs, storage, and networks, plus Fleet GitOps tooling through AI assistants. (Read more) Kubernetes Multi Cluster Enterprise
• Render MCP Server - Cloud platform MCP server for Render, providing AI agents with unified deployment for web services, static sites, databases, and cron jobs with automatic SSL and global CDN. (Read more) Platform Deployment Cloud
• RunPod MCP Server - Official RunPod MCP server that connects AI tools to RunPod's GPU cloud infrastructure using the Model Context Protocol for managing serverless GPU deployments, containers, and ML workloads. (Read more) Gpu Serverless Machine Learning
• Unified Deployment MCP - Multi-platform deployment management MCP server supporting Vercel, Render, Railway, and Fly.io from a single endpoint. Provides 9 tools for deployment status, logs, service listing, environment variables, rollback, and health checks. (Read more) Deployment Multi Cloud Devops
• Wasabi Object Storage MCP - S3-compatible object storage MCP server for Wasabi cloud storage, providing AI agents with tools to manage buckets, files, and object storage operations with lower costs than traditional cloud providers. (Read more) Cloud Storage S3 Compatible Object Storage
• Zeabur MCP Server - Developer platform MCP server for Zeabur, providing AI agents with one-click deployment, automatic scaling, and integrated services for modern application development. (Read more) Platform Deployment Serverless

MCP Server Directories Lists

• Anthropic MCP Servers Collection - An open-source collection of example MCP servers (TypeScript and Python) managed by Anthropic and the Model Context Protocol community, including servers for memory, filesystem access, Git, GitHub, Postgres, and more. (Read more)
• Atlassian MCP Server (Rovo IDE Integration) - Atlassian’s MCP-based integration for IDEs, used by Rovo to connect tools like Jira, Confluence, and other Atlassian products to AI assistants. The Atlassian CLI MCP server can be registered in environments like Warp so models can query and act on Atlassian project data from within the editor. (Read more)
• Awesome MCP Servers (appcypher) - A curated awesome list of Model Context Protocol servers compiled by Stephen Akinyemi (appcypher). (Read more)
• Awesome Remote MCP Servers - A curated GitHub repository listing remote Model Context Protocol (MCP) servers, including categories, authentication details, and usage examples for integrating MCP servers with LLM clients. It serves as a central directory for discovering and contributing OAuth 2.0–enabled remote MCP servers. (Read more) Curated List Directory Mcp
• AWS KB Retrieval - An MCP server that retrieves content from AWS Knowledge Bases using the Amazon Bedrock Agent Runtime, enabling LLMs to query AWS-hosted knowledge resources. (Read more)
• AWS S3 MCP Server - A sample Model Context Protocol (MCP) server for AWS S3 that allows LLMs to flexibly fetch objects from S3 buckets, such as PDF documents, for retrieval and processing. (Read more)
• BigQuery MCP Server (LucasHild) - An MCP server for Google BigQuery that allows LLMs to inspect database schemas and execute SQL queries directly against BigQuery datasets. (Read more)
• Brave Search - An MCP server providing web and local search via the Brave Search API, allowing LLMs to perform privacy-focused internet queries. (Read more)
• Chroma - An MCP-compatible vector database server for semantic document search and metadata filtering, built on top of the Chroma vector database. (Read more)
• code-executor - An MCP server that allows LLMs to execute Python code inside a specified Conda environment, enabling safe, tool-based code execution workflows. (Read more)
• codemirror-mcp - codemirror-mcp is a CodeMirror extension that implements the Model Context Protocol for clients, enabling resource mentions and prompt commands within the editor. (Read more)
• cognee-mcp - A GraphRAG-focused MCP memory server that provides customizable data ingestion, processing, and search over graph-based knowledge representations. (Read more)
• Context7 MCP Server Demo - An example MCP server that integrates Context7 with Warp to experiment with bringing external data and best-practice recommendations into development workflows, such as updating an Astro project via MCP tools. (Read more)
• Dataset Viewer - An MCP server that lets users browse and analyze Hugging Face datasets, including search, filtering, statistics, and data export capabilities. (Read more) Datasets Data Exploration
• MCPHub - MCPHub is a centralized directory and registry for Model Context Protocol (MCP) servers, allowing users to discover, install, and manage MCP servers easily. Key features include search, ratings, installation guides, and community contributions. It excels in use cases like finding specialized MCP servers for AI agents, comparing alternatives such as mcpservers.org, and provides dynamic updates with user reviews unlike static GitHub lists. (Read more) Directory Registry Discovery
• Ai Agent Marketplace Index Mcp - Provides a searchable index and marketplace of 5000+ AI agents and tools, allowing users to discover and monitor MCP servers for various tasks. (Read more) Directory Ai Agent Mcp Curated List Marketplace
• Awesome Awesome MCP Servers - A curated GitHub repository listing top Model Context Protocol (MCP) servers, providing direct access to a variety of MCP server implementations and resources. Highly relevant as the central directory for discovering and contributing to MCP servers. (Read more) Curated List Directory Mcp Open Source
• awesome mcp projects - A GitHub repository that appears intended as a curated list of MCP (Model Context Protocol) projects and resources. The current repository primarily contains HTML and minimal visible content, suggesting it is an early-stage or placeholder list for MCP-related servers and tools rather than a fully populated directory. (Read more) Curated List Directory Mcp
• Awesome MCP Servers - Data Analytics - A curated category within the Awesome MCP Servers list focused on MCP-compatible data analytics servers and tools. This section collects Model Context Protocol (MCP) servers that provide analytics-related capabilities, such as querying, transforming, and analyzing data sources via standardized MCP interfaces. (Read more) Curated List Directory Data Analysis
• Base Free USDC Transfer MCP Server - An MCP server that enables LLMs to send USDC on the Base network for free using Coinbase CDP wallet infrastructure, integrating on-chain transfers into AI workflows. (Read more)
• CFBD API MCP Server - An MCP server for the College Football Data (CFBD) API that lets LLMs query structured college football statistics and related data. (Read more)
• ChatSum MCP Server - An MCP server that allows LLMs to query and summarize chat messages, enabling conversational log analysis and condensation. (Read more)
• Chroma Package Search MCP Server - A Chroma-hosted MCP server for package searching at mcp.trychroma.com, allowing tools to query packages through the Model Context Protocol. (Read more)
• Cloudinary - A Cloudinary MCP server that lets MCP clients upload media assets to Cloudinary and retrieve their URLs and metadata. (Read more)
• coin_api_mcp - An MCP server that exposes CoinMarketCap cryptocurrency market data to MCP-compatible clients for querying prices and market information. (Read more)
• Compass - MCP Compass is a discovery and recommendation service that helps AI assistants find and understand MCP servers using natural language queries. It's directly relevant as a tool to locate and interact with MCP servers. (Read more) Mcp Discovery tool-discovery Ai Assistant
• Create Kotlin MCP Server Sample - Sample Kotlin-based MCP server template included in the Kotlin SDK, demonstrating best practices and providing a starting point for building custom MCP servers in Kotlin. (Read more)

Ai Integration Mcp Servers

• Anthropic Claude MCP Connector - Official Claude API integration for connecting MCP servers as remote tool sources. Enables Claude Messages API to access external tools, with TypeScript SDK helpers for seamless type conversion and OAuth support. (Read more) Claude Api Official Ai Integration
• Hugging Face MCP Server - Official Model Context Protocol server connecting AI assistants directly to the Hugging Face Hub. Enables searching models, datasets, Spaces, papers, and running community tools via MCP-compatible Gradio apps from within editors and chat interfaces. (Read more) Machine Learning Models Transformers
• Jina AI MCP Server - Official Jina AI remote Model Context Protocol server providing access to Jina Reader, Embeddings, and Reranker APIs with tools for URL-to-markdown conversion, web search, image search, and semantic deduplication. (Read more) Embeddings Search Ai Assistant
• Knowledge Graph Memory MCP Server - Official Anthropic MCP server implementing persistent memory using local knowledge graph. Stores entities, relations, and observations in memory.json file, enabling AI to remember user information across chats with full privacy control. (Read more) Memory Knowledge Graph Persistence
• LangChain MCP Adapters - Official LangChain adapters to convert Model Context Protocol tools into LangChain tools for use with LangGraph agents, providing client implementation for connecting to multiple MCP servers simultaneously. (Read more) Langchain Framework Integration
• Microsoft Copilot MCP Integration - Microsoft Copilot integration with Model Context Protocol enabling AI assistants across Microsoft 365, Azure, and development tools to connect with MCP servers for enhanced enterprise capabilities. (Read more) Microsoft Copilot Enterprise Ai
• OpenAI ChatGPT MCP Integration - Official OpenAI integration for building MCP servers with ChatGPT Apps, deep research, and API. Supports remote servers with search/fetch tools, OAuth authorization, and UI bundle rendering inside ChatGPT iframe. (Read more) Chatgpt Openai Api Official
• OpenAI MCP Ecosystem - OpenAI's participation in Model Context Protocol as co-founder of the Agentic AI Foundation (AAIF) under Linux Foundation. Enables ChatGPT and GPT-based applications to connect to MCP servers for enhanced capabilities. (Read more) Openai Chatgpt Ai Platform
• OpenAI MCP Integration - OpenAI's official adoption of the Model Context Protocol announced March 2025, integrating MCP across ChatGPT desktop app and other products. Represents major industry validation of MCP as the standard for AI-to-tool integration. (Read more) Openai Chatgpt Llm
• Replicate MCP Server - Official remote Model Context Protocol server for Replicate's AI models API. Enables creating, tracking, and canceling model predictions, searching models and collections, with automatic API deployment on GPU clusters and production-grade control. (Read more) Model Deployment Inference Gpu
• Vectara RAG MCP Server - Vectara-MCP provides agentic applications with fast, reliable RAG through the Model Context Protocol. Leverages Vectara's Trusted RAG platform with semantic search, hallucination detection, and grounded generation capabilities. (Read more) Rag Semantic Search Vector Database
• Actor Critic Thinking - Actor-critic thinking MCP server for performance evaluation, providing structured reasoning frameworks for evaluating AI outputs and decision-making. (Read more) Reasoning Evaluation Performance
• Agent Interviews - Conduct AI-powered qualitative research interviews and surveys at scale with Agent Interviews. Enables automated research data collection through conversational AI. (Read more) Research Interviews Surveys
• AI Endurance - AI-powered training platform for runners, cyclists, and triathletes with over 20 tools for workout management, activity analysis, performance predictions, and recovery tracking. (Read more) Fitness Training Sports Analytics
• Any Chat Completions - Interact with any OpenAI SDK compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more through a unified MCP interface. (Read more) Openai Sdk Multi Provider Llm Gateway
• ChatMCP - An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by AIQL. (Read more) Cross Platform Desktop App Multi Llm
• Claude Thread Continuity - Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows. (Read more) Persistent Memory Claude Desktop Context Tracking
• Cohere MCP Integration - Unified's Model Context Protocol server connecting Cohere's Command R+, Embed v3, and Rerank 3.5 models to customer integrations through tool-calling. Provides enterprise-grade embeddings and reranking for RAG pipelines and semantic search applications. (Read more) Embeddings Rerank Llm
• Context Portal (ConPort) - Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI assistants to access precise, up-to-date project information. (Read more) Knowledge Graph Rag Project Memory
• Context Processor - Intelligent context management with configurable pre-processing strategies (clarify, analyze, search, fetch) for enhancing content clarity, searchability, and metadata extraction. (Read more) Context Management Pre Processing Metadata Extraction
• CRASH MCP - MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support. (Read more) Reasoning Validation Iterative Thinking
• CreateveAI Nexus - Open-Source Bridge Between AI Agents and Enterprise Systems, with custom API plug-in capabilities (close compatibility with ComfyUI nodes), Copilot Studio's MCP agent integration support, and Azure deployment with secrets stored in Azure Key Vault. Also supports straightforward on-premises deployment. (Read more) Enterprise Integration Azure Comfyui
• CV Forge - An intelligent MCP server that analyzes job postings and crafts perfectly-matched CVs, helping job seekers tailor their resumes through AI assistance. (Read more) Resume Builder Job Matching Career
• DeepSeek R1 MCP Server - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3) for advanced reasoning and language tasks. (Read more) Deepseek Claude Desktop R1 V3
• DeepSeek Thinker MCP - An MCP provider that delivers Deepseek reasoning content to MCP-enabled AI Clients like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server. (Read more) Deepseek Reasoning Ollama
• Jina AI Embeddings MCP Server - Remote Model Context Protocol server providing access to Jina's multimodal embeddings, Reader API, and reranker capabilities. Features jina-embeddings-v4, a 3.8B parameter model that embeds text and images through a unified pathway for search and RAG applications. (Read more) Embeddings Multimodal Search
• Kiln - Free open-source platform for building production-ready AI systems, supporting RAG pipelines, AI agents, MCP tool-calling, evaluations, synthetic data generation, and fine-tuning in a unified framework. (Read more) Open Source Rag Ai Framework
• kluster.ai - MCP servers that bring AI services directly into development workflows, including guardrails like hallucination detection for safer AI integration. (Read more) Ai Guardrails Hallucination Detection Developer Tools
• Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts, enabling AI teams to manage prompt lifecycles. (Read more) Open Source Prompt Management Collaboration
• Lara Translate - MCP server for Lara Translate API, providing powerful translation capabilities with language detection and context-aware translations for AI agents. (Read more) Translation Language Detection Context Aware
• Lingo.dev - MCP server enabling AI agents to speak every language using the Lingo.dev Localization Engine, providing automated translation and localization capabilities. (Read more) Localization I18n Translation
• MLflow MCP Server - Machine learning experiment tracking server that enables AI applications to interact with MLflow traces, experiments, and model registry through natural language queries. Provides tools for run comparison, artifact access, and model management. (Read more) Machine Learning Experiment Tracking Mlops
• Moorcheh - MCP server providing seamless integration with Moorcheh's Embedding, Vector Store, Search, and Gen AI Answer services for AI-powered data workflows. (Read more) Embeddings Vector Store Gen Ai
• Needle - Production-ready RAG solution out of the box for searching and retrieving data from documents, enabling AI agents to build document-aware knowledge systems. (Read more) Rag Document Search Production Ready
• Neo4j Agent Memory - MCP server providing memory management for AI agents using Neo4j knowledge graphs, enabling persistent context and relationship-based memory storage. (Read more) Memory Knowledge Graphs Persistent Context
• Notifly - MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations. (Read more) Documentation Sdk Real Time
• NowAIKit - The Most Comprehensive ServiceNow AI Toolkit — 400+ MCP tools, 26 AI capabilities, SDK mode, Direct API mode. Covers ITSM, ITOM, CMDB, HRSD, CSM, SecOps, GRC and 35+ modules. (Read more) Servicenow Enterprise Comprehensive
• Optuna - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna optimization framework for machine learning. (Read more) Optimization Hyperparameter Machine Learning
• Persona Sessions - MCP server enabling AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations with built-in timer and evaluation. (Read more) Coaching Interview Prep Persona Driven
• PromptArchitect MCP - Workspace-aware prompt engineering MCP server. Refines, analyzes, and generates prompts based on project tech stack, dependencies, and context. Free to use, supports cloud, macOS, Windows, Linux. (Read more) Prompt Engineering Workspace Aware Free
• Ray MCP Server - Distributed computing framework integration for managing Ray clusters, jobs, and actors with real-time monitoring. Enables scaling machine learning training from single machine to cloud clusters with LLM-enhanced output support. (Read more) Distributed Computing Machine Learning Scale
• Roboflow MCP Server - Model Context Protocol server for Roboflow, an end-to-end computer vision platform. Enables AI assistants to build and deploy object detection, segmentation, classification, and keypoint models with dataset management, annotation, and inference capabilities. (Read more) Computer Vision Object Detection Image Analysis
• Weights & Biases MCP Server - ML experiment tracking and model management server enabling AI assistants to query W&B runs, sweeps, Weave traces, evaluations, and datasets. Integrates with wandbot support agent for comprehensive ML workflow assistance. (Read more) Machine Learning Experiment Tracking Model Management

Database & Messaging Mcp Servers

• Amazon Aurora PostgreSQL MCP - AWS-optimized MCP server for Amazon Aurora PostgreSQL providing natural language database queries, schema inspection, and seamless integration with AWS RDS PostgreSQL-compatible databases. (Read more) Postgresql Aws Aurora
• Couchbase MCP Server - Model Context Protocol server for Couchbase, an award-winning distributed NoSQL cloud database offering vector search for GenAI-ready applications. Delivers hyperscale vector indexing at billion-scale with 350+ times faster performance than MongoDB. (Read more) Nosql Vector Search Cloud Native
• MindsDB Universal Database MCP - Unified MCP server for databases connecting AI models to multiple database ecosystems including Oracle, PostgreSQL, MongoDB, Snowflake for cloud, on-premises, and hybrid deployments. (Read more) Multi Database Universal Mindsdb
• MongoDB Atlas MCP Server - Official MongoDB MCP server for connecting AI assistants to MongoDB databases and MongoDB Atlas Clusters. Provides natural language interfaces for database operations including aggregations, schema exploration, and index management. (Read more) Nosql Database Mongodb
• Neo4j MCP Servers - Official graph database integration suite with specialized servers for Cypher queries, knowledge graph memory, Aura management, and data modeling. Enables no-code knowledge graph building and AI agent memory management with Neo4j. (Read more) Graph Database Knowledge Graph Cypher
• pgMCP Natural Language PostgreSQL - Natural language Model Context Protocol server for PostgreSQL enabling AI assistants to query any Postgres database using plain English questions, automatically translating to optimized SQL queries. (Read more) Postgresql Natural Language Ai Assistant
• Upstash MCP Server - Serverless data platform MCP server providing low-latency Redis and Kafka integration with per-request pricing, scaling to zero when not in use, perfect for variable workload MCP implementations. (Read more) Serverless Redis Kafka
• Weaviate MCP Server - Official Weaviate vector search MCP server enabling AI agents to interact with Weaviate vector database through hybrid search, semantic search, and keyword search capabilities via the Model Context Protocol. (Read more) Vector Search Semantic Search Hybrid Search
• Access MDB MCP - MS Access MDB interface for MCP, enabling AI assistants to work with legacy MS Access databases. (Read more) Ms Access Mdb Database
• AgentMode - Connect to dozens of databases, data warehouses, GitHub and more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise. (Read more) Multi Database Unified Access Docker
• Ai Agents MCP PG - Extension of PostgreSQL MCP Server providing functionalities to create tables, insert entries, update entries, delete entries, and drop tables. (Read more) Postgresql Crud Ai Agents
• Airtable MCP (domdomegg) - Airtable Model Context Protocol Server for allowing AI systems to interact with Airtable bases, enabling CRUD operations on Airtable records through standardized tools. (Read more) Airtable Database Crud
• Airtable MCP (Schema) - Read and write access to Airtable databases, with schema inspection capabilities for working with Airtable's relational database structure. (Read more) Airtable Database Schema Inspection
• Airtable MCP Server (Alternative) - Airtable Model Context Protocol Server providing AI assistants with tools to read, write, and manage Airtable tables and records. (Read more) Airtable Database Records Management
• Airtable MCP Server (felores) - Search, create and update Airtable bases, tables, fields, and records using Claude Desktop and MCP clients, providing comprehensive Airtable database management for AI assistants. (Read more) Airtable Database Claude Desktop
• Aiven MCP Server - Managed open-source data infrastructure MCP server for Aiven, enabling AI agents to navigate projects and interact with PostgreSQL, Apache Kafka, ClickHouse, and OpenSearch services through natural language. (Read more) Database Kafka Managed Service
• Alibaba Cloud AnalyticDB for MySQL - Connect to an AnalyticDB for MySQL cluster for getting database or table metadata, querying and analyzing data. Supports OpenAPI for cluster operations for seamless AI-driven database management. (Read more) Mysql Analytics Cloud Database
• Alibaba Cloud AnalyticDB for PostgreSQL - An MCP server to connect to AnalyticDB for PostgreSQL instances, query and analyze data. Enables AI agents to perform analytical queries on cloud-hosted PostgreSQL databases. (Read more) Postgresql Analytics Cloud Database
• Alibaba Cloud RDS - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM for database administration tasks. (Read more) Rds Database Management Cloud
• Amazon MQ RabbitMQ MCP Server - Enterprise message broker integration that wraps RabbitMQ admin APIs as MCP tools, supporting multiple broker connections and enabling queue, exchange, and binding management through natural language. Built by Amazon MQ team. (Read more) Message Broker Rabbitmq Enterprise
• AnalyticDB for MySQL MCP Server - AnalyticDB for MySQL MCP Server by Alibaba Cloud enabling LLM interactions with AnalyticDB. (Read more) Analyticdb Mysql Alibaba Cloud
• Apache Doris - MCP Server for Apache Doris, an MPP-based real-time data warehouse. Enables AI agents to query and analyze data from Doris data warehouse clusters. (Read more) Mpp Data Warehouse Real Time
• Apache IoTDB - MCP Server for Apache IoTDB database and its tools. Enables AI agents to interact with IoT time series data for monitoring, analytics, and operational use cases. (Read more) Iotdb Time Series Iot
• Apache Pinot - MCP server for running real-time analytics queries on Apache Pinot, an open-source OLAP database built for high-throughput, low-latency powering real-time applications. (Read more) Olap Real Time Analytics
• ArangoDB Graph MCP - Async-first Python architecture wrapping the official python-arango driver with graph management capabilities, content conversion utilities (JSON, Markdown, YAML, Table), backup/restore functionality, and graph analytics. Features 33 MCP tools with strict Pydantic validation. (Read more) Arangodb Graph Analytics Async
• ArangoDB MCP - MCP server that provides database interaction capabilities through ArangoDB, enabling AI assistants to query and manage multi-model database operations. (Read more) Arangodb Multi Model Graph Database
• ArangoDB MCP Server - TypeScript-based MCP server providing database interaction capabilities through ArangoDB with core operations and VSCode extension compatibility. (Read more) Arangodb Multi Model Typescript
• Astra DB - Comprehensive tools for managing collections and documents in a DataStax Astra DB NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions. (Read more) Nosql Database Datastax
• Astra DB MCP Server - MCP server for Astra DB workloads, enabling LLMs to interact with DataStax's cloud-native database built on Apache Cassandra through Model Context Protocol. (Read more) Astra Db Cassandra Datastax
• Autonomous Data Manager - MCP server providing controlled CRUD access to a database. (Read more) Crud Database Autonomous
• AWS Athena MCP - An MCP server for AWS Athena to run SQL queries on Glue Catalog, enabling serverless data querying through natural language. (Read more) Aws Serverless Sql Glue Catalog
• Azure ADX MCP - Query and analyze Azure Data Explorer databases through natural language, enabling AI assistants to perform real-time data exploration and analytics. (Read more) Azure Data Explorer Real Time Analytics
• Azure Cosmos DB MCP Server - MCP server providing secure access to Azure Cosmos DB datasets, enabling LLMs to safely query and analyze data through a standardized interface. (Read more) Azure Cosmos Db Nosql
• Azure Table Storage MCP Server - MCP server to query Azure Table Storage for local development, enabling LLMs to interact with Azure's NoSQL key-attribute data store through Model Context Protocol. (Read more) Azure Table Storage Nosql
• BigQuery MCP (ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities through MCP. (Read more) Bigquery Data Warehouse Serverless
• BigQuery MCP (LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery, providing serverless data analytics through natural language. (Read more) Bigquery Serverless Sql Data Analytics
• Bitable MCP - MCP server provides access to Lark Bitable through the Model Context Protocol. Allows users to interact with Bitable tables using predefined tools. (Read more) Bitable Lark Spreadsheet
• Bytebase Universal Database MCP Server - Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, MariaDB, and SQLite through a single interface. Enables AI assistants to interact with multiple database types. (Read more) Universal Database Multi Db Sql
• Cayley Graph Database MCP - Open-source graph database MCP server for Cayley, providing AI agents with multi-backend graph storage, flexible query languages, and lightweight graph operations. (Read more) Graph Database Open Source Multi Backend
• CockroachDB MCP - MCP server enabling AI agents and LLMs to manage, monitor, and query CockroachDB using natural language. (Read more) Cockroachdb Distributed Db Sql
• CockroachDB MCP Server - Distributed SQL database MCP server for CockroachDB, providing AI agents with globally distributed, resilient database operations with PostgreSQL compatibility and multi-region capabilities. (Read more) Sql Distributed Systems Postgresql
• CockroachDB MCP Server – Full - Full-featured CockroachDB MCP implementation built with FastAPI and CockroachDB. Supports schema bootstrapping, JSONB storage, LLM-ready CLI, and optional /debug endpoints. (Read more) Cockroachdb Fastapi Jsonb
• Convex MCP Server - Convex's MCP server lets you introspect tables, call functions, and read/write data seamlessly. Agents can generate one-off queries safely through Convex's sandboxed queries, ensuring data integrity. (Read more) Database Real Time Sandboxed
• Database Tools MCP - MCP tool that allows you to interact with MySQL databases. (Read more) Mysql Database Tools
• Databricks Genie MCP - A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents. (Read more) Databricks Natural Language Sql Conversational Data
• Databricks MCP - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account for data engineering and analytics. (Read more) Databricks Sql Job Management
• Databricks Smart SQL - Leveraging Databricks Unity Catalog metadata to perform smart efficient SQL queries that solve Ad-hoc queries and explore data. (Read more) Databricks Unity Catalog Smart Queries
• DBHub MCP Server - Zero-dependency, token-efficient database MCP server supporting PostgreSQL, MySQL, SQL Server, MariaDB, and SQLite through a single unified interface for database operations and schema exploration. (Read more) Database Sql Postgresql
• DBHub Multi-Database MCP - Zero-dependency, token-efficient MCP server for multiple databases including PostgreSQL, MySQL, MariaDB, SQL Server, and SQLite. Provides just two MCP tools to maximize context window while supporting multi-database operations. (Read more) Database Multi Database Sql
• DBHub Universal Database MCP Server - Universal database MCP server by Bytebase that connects to multiple database types including MySQL, PostgreSQL, SQL Server, and SQLite through a single MCP interface. (Read more) Universal Database Multi Database Bytebase
• DButils MCP Server - DButils is an all-in-one MCP service that enables your AI to do data analysis by harnessing versatile types of database (SQLite, MySQL, Postgres, and more) within a unified configuration of connections in a secured way (like SSL). Provides a universal database interface for MCP clients. (Read more) Multi Database Security Data Analysis
• DevDb - An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases. (Read more) Ide Integration Multi Database Database Connector
• Dgraph MCP Server - Native GraphQL database MCP server for Dgraph, providing AI agents with high-performance graph database operations, distributed architecture, and native GraphQL support. (Read more) Graph Database Graphql Distributed Systems
• Doc Builder MCP - POC ingest for large files into chroma vector database. (Read more) Document Ingestion Chroma Large Files
• Druid MCP Server - STDIO/SEE MCP Server for Apache Druid by iunera that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters. Enables AI agents to interact with Apache Druid for real-time analytics. (Read more) Apache Druid Analytics Cluster Management
• DuckDB MCP Server - A Model Context Protocol server implementation for DuckDB, providing embedded database interaction capabilities through standardized MCP interfaces for fast, in-process SQL analytics. (Read more) Duckdb Embedded Database Analytics
• DynamoDB MCP Server - Model Context Protocol server for managing Amazon DynamoDB resources, enabling LLMs to interact with AWS DynamoDB tables and data through standardized tools. (Read more) Aws Dynamodb Nosql
• DynamoDB Read-Only MCP Server - AWS DynamoDB Read-Only MCP Server providing safe read access to DynamoDB tables. (Read more)
• DynamoDB-Toolbox - Leverages Schemas and Access Patterns to interact with DynamoDB using natural language. Enables AI assistants to query and manage DynamoDB data without writing complex code, utilizing schema definitions for intelligent data access. (Read more) Dynamodb Natural Language Aws
• Elastic MCP Server - Official Model Context Protocol server for Elasticsearch and OpenSearch, enabling AI assistants to interact with Elastic databases through standardized interfaces. (Read more) Elasticsearch Opensearch Database
• Elasticsearch - MCP server implementation that provides comprehensive Elasticsearch interaction capabilities. Enables AI agents to query, search, and manage Elasticsearch indices through natural language interfaces. (Read more) Elasticsearch Search Engine Data Query
• Elasticsearch & OpenSearch MCP - A Model Context Protocol server implementation that provides Elasticsearch and OpenSearch interaction, enabling AI assistants to query, search, and analyze data across Elastic stack engines. (Read more) Elasticsearch Opensearch Search Engine
• Elasticsearch MCP (cr258) - A Model Context Protocol server implementation that provides Elasticsearch interaction capabilities, enabling AI assistants to query and manage Elasticsearch data for analytics and search. (Read more) Elasticsearch Search Analytics
• Elasticsearch MCP Server - MCP server implementation that provides search and interaction capabilities with Elasticsearch and OpenSearch, enabling LLMs to query indices, search documents, and manage data through standardized tools. (Read more) Elasticsearch Opensearch Search
• Execute Automation Database MCP Server - Universal database Model Context Protocol server supporting SQLite, SQL Server, PostgreSQL, and MySQL databases through unified interface for comprehensive database operations and management via AI assistants. (Read more) Database Sql Multi Platform
• FalkorDB MCP Server - MCP Server for FalkorDB graph database, enabling LLMs to query and manage graph data through Model Context Protocol. (Read more) Graph Database Falkordb Redis
• Fauna MCP Server - Serverless distributed database MCP server for Fauna, providing AI agents with global distribution, ACID transactions, and GraphQL access for modern serverless applications. (Read more) Serverless Distributed Systems Graphql
• Firebird MCP Server - Model Context Protocol server for Firebird databases enabling read-only SQL queries and schema exploration through standardized MCP tools. (Read more) Firebird Sql Read Only
• Focus MCP SQL - NL2SQL plugin based on FocusSearch keyword parsing, offering greater accuracy, higher speed, and more reliability for natural language to SQL conversion. (Read more) Nl2sql Focussearch Natural Language
• Full Access Postgres MCP Server - Full access PostgreSQL MCP server providing complete database control. (Read more) Postgresql Full Access Database
• Gel Database MCP Server - MCP server enabling LLM agents to interact with Gel databases, providing database query and management capabilities for AI assistants. (Read more) Gel Database Query
• Go MCP MySQL (Zhwt) - Zero burden, ready-to-use Model Context Protocol server for interacting with MySQL and automation. No Node.js or Python environment needed. (Read more) Go Mysql Automation
• Go MCP PostgreSQL - Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with PostgreSQL and automation with SSE/stdio mode and i18n support. (Read more) Go Postgresql Automation I18n
• GraphDB MCP Server - Model Context Protocol server that provides read only access to graphs in Ontotext GraphDB, enabling LLMs to execute SPARQL queries. (Read more) Graph Database Graphdb Sparql
• GreptimeDB MCP Server - A Model Context Protocol server for GreptimeDB, an open-source observability database handling metrics, logs, and traces in one engine. Enables AI assistants to query and analyze time-series data using SQL, TQL (PromQL-compatible), and RANGE queries with built-in security features. (Read more) Time Series Observability Metrics
• IB MCP Cache Server - Memory Cache Server for use with supported MCP API Clients, providing fast in-memory caching capabilities. (Read more) Cache Memory Ib
• InfluxDB - Run queries against InfluxDB OSS API v2. Enables AI agents to interact with InfluxDB time-series databases for IoT, monitoring, and real-time analytics applications. (Read more) Time Series Influxdb Iot
• InterSystems IRIS MCP Server - InterSystems IRIS MCP server providing database interaction capabilities through Model Context Protocol. (Read more) Intersystems Iris Database
• JDBC MCP - Connect to any JDBC-compatible database and perform query, insert, update, delete operations. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and more. (Read more) Jdbc Database Multi Db
• Kafka MCP - A Model Context Protocol server for Apache Kafka implemented in Go, leveraging franz-go for high-performance Kafka operations. (Read more) Kafka Messaging Golang
• Kafka MCP Server - MCP server for performing Kafka client operations, enabling LLMs to interact with Apache Kafka message streaming platform through standardized tools. (Read more) Kafka Streaming Message Broker
• Kafka Schema Registry MCP - A comprehensive MCP server for Kafka Schema Registry with 48 tools, multi-registry support, authentication, and production safety features enabling AI-powered schema management with enterprise-grade capabilities. (Read more) Kafka Schema Registry Enterprise
• KurrentDB - Simple MCP server to help explore data and prototype projections faster on top of KurrentDB, enabling rapid data analysis and prototyping. (Read more) Data Exploration Prototyping Analytics
• Kuzu - MCP server enabling LLMs to inspect database schemas and execute queries on Kuzu graph databases, useful for data exploration and debugging use cases. (Read more) Graph Database Schema Inspection Query Execution
• KWDB - MCP server for reading, writing, querying, modifying data, and performing DDL operations with KWDB Database, enabling full database management through AI agents. (Read more) Database Management Ddl Data Operations
• LanceDB MCP Server - Embedded vector database MCP server providing local, zero-config vector storage and similarity search operations using LanceDB for efficient semantic search and AI-powered applications. (Read more) Vector Database Semantic Search Embeddings
• LanceDB MCP Server (Node.js) - Node.js-based LanceDB MCP Server providing vector database capabilities through LanceDB's serverless vector database. (Read more) Lancedb Vector Database Nodejs
• MariaDB - MCP server providing a standard interface for managing and querying MariaDB databases, supporting both standard SQL operations and advanced vector/embedding-based search. (Read more) Sql Vector Search Embeddings
• MariaDB MCP Server - MCP server providing read-only access to MariaDB ou MySQL databases. (Read more) Mariadb Mysql Read Only
• MCP Alchemy - MCP server that gives the LLM access to and knowledge about relational databases like SQLite, PostgreSQL, MySQL, MariaDB, Oracle, and MS-SQL through SQLAlchemy. (Read more) Sqlalchemy Multi Database Relational
• MCP Couchbase Server - Model Context Protocol server enabling LLMs to interact with Couchbase databases, query buckets, execute N1QL queries, and manage data seamlessly through natural language. (Read more) Couchbase Nosql Database
• MCP Database Read Prototype - Model context protocol for reading information from a database. (Read more) Database Read Only Prototype
• MCP Database Server (manpreet2000) - MCP server for all types of databases that connects with LLMs. (Read more) Multi Database Universal Llm
• MCP DBs - MCP Server supporting LLMs integration with SQL Database (SQLite, SQL Server, Postgres SQL). (Read more) Multi Database Sqlite Sql Server Postgresql
• MCP Multi-Database Server - Universal Model Context Protocol database server connecting AI assistants with SQLite, SQL Server, and PostgreSQL databases through unified interface for cross-database operations and multi-platform support. (Read more) Database Sql Multi Platform
• MCP ODBC (tylerstoltz) - MCP server for connecting clients like Claude Desktop to ODBC data sources. (Read more) Odbc Claude Desktop Data Sources
• MCP ODBC Server - Typescript-based Model Context Protocol Server for Open Database Connectivity (ODBC). (Read more) Odbc Typescript Connectivity
• MCP Pinecone Server - Model Context Protocol server enabling reading and writing from Pinecone vector database, providing basic RAG (Retrieval-Augmented Generation) capabilities for LLM applications. (Read more) Pinecone Vector Database Rag
• MCP PostgreSQL Server (antonorlov) - MCP PostgreSQL Server providing database interaction through Model Context Protocol. (Read more) Postgresql Database Sql
• MCP PostgreSQL Service - PostgreSQL DB table access (CRUD support) available as MCP service. (Read more) Postgresql Crud Database
• MCP Server for Microsoft SQL Server - MCP server for Microsoft SQL Server enabling secure database interactions through a controlled interface, allowing AI assistants to safely list tables, read data, and execute SQL queries. (Read more) Mssql Sql Server Database
• MCP Server for MS SQL (TerraCo89) - MCP Server for MS SQL Integration - Provides ModelContextProtocol support for Microsoft SQL Server. (Read more) Mssql Sql Server Integration
• MCP Server for MSSQL (JexinSam) - MCP server facilitating secure interactions with MSSQL databases through Model Context Protocol. (Read more) Mssql Sql Server Database
• MCP Server for MySQL - MCP Server for MySQL databases enabling LLMs to interact with MySQL data through standardized tools. (Read more) Mysql Database Sql
• MCP Server for MySQL (kaulvimal) - MCP Server for MySQL enabling AI interaction with MySQL databases. (Read more) Mysql Database Sql
• MCP Server for MySQL (yuru-sha) - MCP Server for PostgreSQL databases. (Read more) Postgresql Database Sql
• MCP Server for Oracle - Model Context Protocol server to access Oracle database, enabling LLMs to query and manage Oracle database instances through standardized tools. (Read more) Oracle Database Enterprise
• MCP Server for PostgreSQL Multi-Schema - Model Context Protocol server providing read-only access to PostgreSQL databases with enhanced multi-schema support for complex database architectures. (Read more) Postgresql Multi Schema Read Only
• MCP Server for SQLite (cnosuke) - Generic MCP server to manipulate SQLite databases, enabling AI assistants to perform operations on lightweight, serverless SQL database files. (Read more) Sqlite Lightweight Embedded
• MCP Server MariaDB - MCP server providing read-only access to MariaDB databases, enabling AI assistants to inspect schemas and execute SQL queries safely. (Read more) Mariadb Read Only Sql
• MCP Server Milvus - Model Context Protocol Servers for Milvus vector database, enabling vector similarity search and data management operations. (Read more) Vector Database Milvus Search
• MCP Server Milvus (zilliztech) - Model Context Protocol Servers for Milvus by Zilliz, enabling LLMs to interact with Milvus vector database for vector similarity search and data management. (Read more) Vector Database Milvus Zilliz
• MCP Server MSSQL (dperussina) - MCP server for MS SQL Server enabling LLMs to interact with Microsoft SQL Server databases through standardized Model Context Protocol tools. (Read more) Mssql Sql Server Database
• MCP SQL - MCP server to give client the ability to access SQL databases (MySQL and PostgreSQL supported). (Read more) Multi Database Mysql Postgresql
• MCP SQL Server (ian-cowley) - SQL Server MCP Server for Windsurf IDE providing standalone MCP server with SQL Server integration capabilities for AI assistants. (Read more) Sql Server Windsurf Database
• MCP SQLAlchemy ODBC Server - A simple MCP ODBC server using FastAPI, ODBC and SQLAlchemy for database connectivity. (Read more) Odbc Sqlalchemy Fastapi
• MCP Toolbox for Databases - Open source MCP server specializing in easy, fast, and secure database tools, supporting AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, Looker, MySQL, Neo4j, Postgres, Spanner, and more. (Read more) Open Source Multi Database Google Cloud
• mcp-pg-schema - MCP server for getting schema information from a PostgreSQL database. (Read more) Postgresql Schema Database
• mcp-sqlexpress - MCP server for interacting with SQL Express databases, enabling LLMs to query and manage Microsoft SQL Server Express instances through standardized Model Context Protocol tools. (Read more) Sql Server Express Mssql
• Membase MCP - Model Context Protocol server enabling secure interaction with Membase. (Read more) Membase Database Secure
• Memgraph - MCP server for querying data in Memgraph graph database, enabling AI agents to perform graph queries and analytics on connected data. (Read more) Graph Database Real Time Analytics
• Memgraph MCP Server - Memgraph graph database MCP Server enabling LLMs to interact with Memgraph's high-performance, in-memory graph database through Model Context Protocol. (Read more) Graph Database Memgraph Cypher
• Microsoft Dataverse - MCP server for chatting over business data using natural language in Microsoft Dataverse — discovering tables, running queries, retrieving data, inserting or updating records, and executing custom prompts. (Read more) Business Data Low Code Microsoft
• Microsoft SQL Server MCP - An MCP server for Microsoft SQL Server that enables secure database interactions through a controlled interface. Allows AI assistants to safely list tables, read data, and execute SQL queries. (Read more) Mssql Database Sql
• Milvus - MCP server for searching, querying, and interacting with data in Milvus Vector Database, enabling AI agents to perform vector similarity searches. (Read more) Vector Database Semantic Search Similarity
• Milvus MCP Server - Official Model Context Protocol server for Milvus vector database enabling AI assistants to search, query, and interact with vector data for semantic search and similarity matching applications. (Read more) Vector Database Semantic Search Embeddings
• MongoDB - MCP server supporting both MongoDB Community Server and MongoDB Atlas, enabling AI agents to manage and query MongoDB databases through natural language. (Read more) Document Database Nosql Atlas
• MongoDB Lens - Full featured MCP server for MongoDB databases, providing comprehensive database interaction capabilities through Model Context Protocol for AI assistants. (Read more) Mongodb Nosql Full Featured
• MongoDB Lens MCP - Full Featured MCP Server for MongoDB Databases, providing comprehensive database interaction capabilities including CRUD operations, aggregation pipelines, and schema introspection for AI assistants. (Read more) Mongodb Database Full Featured
• MongoDB MCP Server (kiliczsh) - MCP server for MongoDB providing database interaction capabilities through the Model Context Protocol, enabling LLMs to query and manage MongoDB collections. (Read more) Mongodb Nosql Database
• MongoDB MCP Server (QuantGeekDev) - MongoDB server for the Model Context Protocol (MCP), enabling AI assistants to query and manage MongoDB databases through standardized tools. (Read more) Mongodb Nosql Database
• MongoDB MCP Server (ryaker) - Model Context Protocol server for MongoDB integration with Claude, enabling natural language database operations through MCP. (Read more) Mongodb Claude Database
• MotherDuck MCP Server - MCP server for MotherDuck and local DuckDB, enabling LLMs to query and analyze data using DuckDB's in-process analytical database engine with cloud synchronization support. (Read more) Duckdb Analytics Olap
• MSSQL MCP Server (RichardHan) - A Model Context Protocol (MCP) server for Microsoft SQL Server that enables secure database interactions through a controlled interface. Allows AI assistants to safely list tables, read data, and execute SQL queries while maintaining security and structure. (Read more) Sql Server Mssql Database
• MySQL MCP (Liu-creators) - MySQL database MCP server enabling AI interaction with MySQL databases. (Read more) Mysql Database Sql
• MySQL MCP Server (designcomputer) - MCP server that enables secure interaction with MySQL databases through Model Context Protocol, allowing AI assistants to query and manage MySQL data. (Read more) Mysql Database Sql
• MySQL MCP Server (f4ww4z) - A Model Context Protocol server for MySQL database operations. Provides AI assistants with tools to connect, query, insert, update, and manage MySQL databases through the Model Context Protocol. (Read more) Mysql Database Crud
• MySQL MCP Server (wuwen1030) - MySQL implementation of the Model Context Protocol (MCP) server. This server allows AI models to interact with MySQL databases through a standardized interface. (Read more) Mysql Database Ai Models
• MySQL Reader MCP - MCP server about reading data from MySQL database. (Read more) Mysql Read Only Database
• MySQLDB MCP Server - An MCP server implementation that enables Claude AI to interact with MySQL databases. (Read more) Mysql Claude Ai Database
• Natural Language Database Query MCP Server - An MCP server that enables natural language queries to databases. Allows users to interact with relational databases using conversational language, translating natural language into SQL queries through the Model Context Protocol. (Read more) Natural Language Sql Database
• Neo4j - MCP server for Neo4j graph database providing schema inspection, read/write Cypher query execution, and separate graph database-backed memory for AI agents. (Read more) Graph Database Cypher Memory
• Neo4j GDS - MCP server implementing Neo4j graph data science capabilities with comprehensive graph algorithms for complex graph reasoning and Q&A. (Read more) Graph Data Science Algorithms Reasoning
• Neo4j MCP Server - Leading graph database MCP server for Neo4j, enabling AI agents to query connected data with Cypher, analyze graph relationships, and manage enterprise graph workloads. (Read more) Graph Database Cypher Enterprise
• NeoDB MCP Server - Message Control Protocol (MCP) server implementation for interacting with NeoDB messaging database. (Read more) Neodb Messaging Database
• Neon - MCP server for interacting with the Neon serverless Postgres platform, enabling AI agents to manage and query serverless PostgreSQL databases. (Read more) Serverless Postgresql Cloud Database
• Neon Serverless Postgres MCP - Serverless PostgreSQL MCP server for Neon, providing AI agents with instant database provisioning, branching, and auto-scaling capabilities for modern application development. (Read more) Postgresql Serverless Database Branching
• Nile - MCP server that communicates with Nile — Postgres re-engineered for B2B apps — enabling management and querying of databases, tenants, users, and auth using LLMs. (Read more) B2b Multi Tenant Postgresql
• Nile MCP Server - MCP server for Nile Database enabling LLMs to manage and query databases, tenants, users, and authentication through a standardized Model Context Protocol interface. (Read more) Multi Tenant Database Auth
• OceanBase - MCP Server for OceanBase database and its tools, enabling AI agents to interact with OceanBase's distributed database capabilities. (Read more) Distributed Database Oceanbase Sql
• OceanBase MCP Server - MCP server enabling secure interaction with OceanBase databases, allowing AI assistants to list tables, read data, and execute SQL queries through a controlled interface. (Read more) Oceanbase Database Sql
• OpenGauss MCP Server - MCP Server for openGauss database and its tools, enabling LLMs to interact with the openGauss relational database through Model Context Protocol. (Read more) Opengauss Database Postgresql
• OpenSearch MCP Server - Official OpenSearch Model Context Protocol server, enabling AI assistants to interact with OpenSearch search and analytics engine for querying and data management. (Read more) Opensearch Search Analytics
• Oracle - Official MCP server for Oracle Database via SQLcl, enabling all access to any Oracle Database through native MCP support for database operations and querying. (Read more) Oracle Enterprise Sql
• Oracle Database SQLcl MCP Server - Official Oracle Database MCP server providing native MCP support directly in SQLcl. Enables AI assistants to access and query any Oracle Database through the Model Context Protocol with full SQL capabilities. (Read more) Database Oracle Sql
• Oracle DB MCP Server - MCP server to connect to Oracle Database through Model Context Protocol. (Read more) Oracle Database Enterprise
• Oracle MCP Server - Official Repository containing MCP servers that provide a suite of tools for managing and interacting with Oracle products through the Model Context Protocol. (Read more) Oracle Database Enterprise
• OrientDB MCP Server - Multi-model database MCP server for OrientDB, providing AI agents with graph and document storage, SQL-like queries, and distributed architecture for flexible data management. (Read more) Multi Database Graph Database Document Database
• PGVector MCP Server - A Model Context Protocol server providing semantic search capabilities for PostgreSQL databases using vector embeddings. Performs similarity searches, metadata filtering, and document insertion with automatic embedding generation using pgvector extension. (Read more) Vector Search Postgresql Embeddings
• Pinecone - Pinecone's developer MCP Server assisting developers in searching documentation and managing data within their development environment through vector database operations. (Read more) Vector Database Documentation Developer Tools
• Pinecone Assistant - MCP server that retrieves context from your Pinecone Assistant knowledge base, enabling AI agents to access vector-stored knowledge. (Read more) Knowledge Base Vector Search Context Retrieval
• Pinecone Assistant MCP Server - Official Pinecone Assistant MCP server providing vector search and conversational AI capabilities through Pinecone's Assistant product. (Read more) Pinecone Assistant Rag
• PlanetScale MCP Server - Serverless MySQL platform MCP server for PlanetScale, providing AI agents with database branching, non-blocking schema changes, and horizontal scaling based on Vitess technology. (Read more) Mysql Serverless Vitess
• Postgres MCP - MCP server for Postgres offering performance analysis and troubleshooting tools, enabling DBAs and developers to analyze and optimize PostgreSQL performance through AI. (Read more) Postgresql Performance Troubleshooting
• Postgres MCP (tyrchen) - Postgres MCP implementation for AI database interaction. (Read more) Postgresql Database Implementation
• PostgreSQL MCP Server Pro - Powerful PostgreSQL Model Context Protocol server redesigned from 46 individual tools to 17 intelligent consolidated tools for comprehensive database management, fully Docker-compatible for production environments. (Read more) Postgresql Database Sql
• py-mcp-mssql - Python-based MCP server for Microsoft SQL Server database interactions through Model Context Protocol. (Read more) Python Mssql Sql Server
• Query MCP - MCP server enabling end-to-end management of Supabase via chat interface. Supports read & write query executions, management API, automatic migration versioning, access to logs and more. (Read more) Supabase Database Query Management
• Queue Pilot MCP - Multi-broker MCP server for message queue development supporting both RabbitMQ and Apache Kafka. Provides message inspection, JSON Schema validation, and unified tools for managing distributed message infrastructure. (Read more) Message Queue Kafka Rabbitmq
• Queue Pilot RabbitMQ & Kafka MCP - Multi-broker message queue server supporting both RabbitMQ and Kafka with JSON Schema validation. Enables message inspection, payload validation, and consumer group management for integration projects across teams. (Read more) Message Queue Rabbitmq Kafka
• RabbitMQ MCP Server - MCP server for interacting with RabbitMQ message broker, enabling AI assistants to inspect queues, view messages, manage exchanges, and validate message payloads through natural language commands. (Read more) Message Queue Messaging Asynchronous
• Recall MCP Server - Simple MCP server that exposes basic Recall functionality including listing buckets, getting account balances, creating objects, and more. (Read more) Recall Blockchain Storage
• Redis Official MCP Server - Official Redis MCP server providing natural language interface for managing and searching data in Redis efficiently. Includes Redis Cloud API MCP for managing cloud resources. Enables AI agents to work with cache, session, and real-time data. (Read more) Cache In Memory Real Time
• Relational Database MCP - An MCP server that gives the LLM access to and knowledge about relational databases like SQLite, PostgreSQL, MySQL, MariaDB, Oracle, and MS-SQL databases. (Read more) Relational Database Multi Db Sql
• Simple PostgreSQL MCP - A beginner-friendly MCP server template featuring a PostgreSQL connector with clean, easy-to-understand code. (Read more) Postgresql Beginner Friendly Template
• SingleStore MCP Server - SingleStore MCP server implemented in TypeScript, enabling LLMs to interact with SingleStore's distributed SQL database for real-time analytics and transactions. (Read more) Singlestore Distributed Sql Analytics
• Snowflake MCP Server - Snowflake database integration with read/write capabilities and insight tracking, enabling AI agents to query and interact with Snowflake data warehouses. (Read more) Snowflake Data Warehouse Sql
• SpiceDB MCP - Highly experimental MCP to ask SpiceDB some questions about authorization and permissions. (Read more) Spicedb Authorization Experimental
• SQLite MCP - Lightweight Model Context Protocol (MCP) server that enables LLMs to autonomously interact with SQLite databases. (Read more) Sqlite Lightweight Autonomous
• StarRocks MCP Server - Model Context Protocol server for StarRocks, a high-performance analytical database, enabling LLMs to execute analytical queries and manage data through MCP tools. (Read more) Starrocks Olap Analytics
• Supabase MCP (coleam00) - Supabase MCP server created in Python for AI assistant integration. (Read more) Supabase Python Database
• Supabase MCP Server (alexander-zuev) - Query MCP enabling end-to-end management of Supabase via chat interface with read and write query executions, management API support, automatic migration versioning, and log access. (Read more) Supabase Migration Full Management
• Supabase MCP Server (NightTrek) - Model context protocol implementation granting LLMs access to make database queries and learn about Supabase types, enabling seamless integration with Supabase projects. (Read more) Supabase Postgresql Database
• Tembo MCP Server - MCP server for Tembo Cloud's platform API, enabling AI assistants to interact with Tembo's PostgreSQL-as-a-Service platform through the Model Context Protocol. (Read more) Tembo Postgres Cloud Database
• TiDB MCP Server - MCP server for TiDB, an open-source distributed SQL database, enabling LLMs to query and manage TiDB data through Model Context Protocol. (Read more) Tidb Distributed Sql Database
• TigerBeetle MCP Server - Model Context Protocol Server providing TigerBeetle account management capabilities for financial ledger database operations. (Read more) Tigerbeetle Financial Ledger
• TigerGraph MCP Server - Enterprise graph analytics MCP server for TigerGraph, providing AI agents with real-time deep link analytics, parallel graph processing, and scalable graph computations. (Read more) Graph Database Analytics Enterprise
• Turso MCP Server - MCP server providing integration with Turso databases for LLMs with two-level authentication system handling both organization-level and database-level operations. (Read more) Turso Libsql Edge Database
• Unstorage MCP Server - Key-Value storage MCP server based on unjs/unstorage, supporting drivers: Redis, MongoDB, filesystem. (Read more) Key Value Unstorage Multi Storage
• Vector MCP Server - A unified Model Context Protocol server supporting multiple vector databases including ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector. Enables hybrid search (lexical/vector) for document information and retrieval augmented generation (RAG) applications. (Read more) Vector Search Multi Database Rag
• VikingDB MCP Server - MCP server for VikingDB store and search, enabling vector database operations through Model Context Protocol. (Read more) Vector Database Vikingdb Search
• Xata MCP Server - Serverless data platform MCP server for Xata, combining PostgreSQL with search, file attachments, and branching for modern application development with AI-powered insights. (Read more) Postgresql Serverless Search
• Xiyan MCP Server - MCP server enabling natural language queries to databases through Text2SQL, powered by XGenerationLab research for accurate and efficient database interaction. (Read more) Text2sql Natural Language Database
• Zilliz Milvus MCP Server - Model Context Protocol Servers for Milvus vector databases by zilliztech. Enables LLMs to interact with Milvus for semantic search, similarity matching, and vector database operations through MCP. (Read more) Milvus Vector Database Semantic Search

Developer Tools "Development Tools Mcp Servers"amp; IDE MCP Servers

• ESLint MCP Server - Official ESLint Model Context Protocol server enabling AI assistants to run ESLint linting and code analysis in IDEs, assisting developers with automated code quality checks and JavaScript/TypeScript error detection. (Read more) Linting Code Analysis Javascript
• FastMCP Framework - The fast, Pythonic framework for building MCP servers, clients, and applications with decorator-based API, transforming Python functions into MCP-compatible tools, resources, and prompts. (Read more) Python Framework Sdk
• FastMCP Python Framework - A rapid development framework for building MCP servers in Python with decorators instead of JSON schemas. Includes built-in MCP Server Inspector for browser-based testing and debugging, simplifying Python MCP server development. (Read more) Python Framework Development
• GrowthBook MCP - Tools for creating and interacting with GrowthBook feature flags and experiments. Supports home, Windows, Linux, and Apple. (Read more) Feature Flags Experiments Multi Platform
• LangSmith MCP Server - Official LangChain MCP server for LangSmith providing conversation history, tracing, datasets, experiments, and billing usage access with comprehensive observability for AI applications. (Read more) Tracing Observability Langchain
• mcp-use Framework - Full-stack Model Context Protocol framework for developing MCP Apps for ChatGPT/Claude and MCP Servers for AI Agents, supporting both Python and TypeScript with built-in agent capabilities and rich UI components. (Read more) Framework Python Typescript
• Postman API Testing MCP Server - Official Postman MCP server enabling AI agents to interact with APIs through Postman's platform. Supports creating MCP requests, generating servers from 100,000+ APIs, and testing with GraphQL, gRPC, WebSocket, and REST protocols. (Read more) Api Testing Postman Development
• Vercel Official MCP Server - Official Model Context Protocol server in Public Beta providing secure, OAuth-compliant interface for AI clients to interact with Vercel projects. Enables Cursor and Claude to access logs, documentation, and project metadata directly from development environments. (Read more) Deployment Cloud Platform Developer Tools
• Call Graph Analysis MCP Server - A Model Context Protocol server that provides call graph analysis capabilities to LLMs through the nuanced library, enabling code dependency and function call visualization. (Read more) Call Graph Code Analysis Nuanced
• Claude MCP Server UI - Simple web UI to manage MCP servers in the Claude app, providing a visual interface for configuring and controlling Model Context Protocol server connections. (Read more) Web Ui Claude Server Management
• claude-node - Python subprocess bridge for Claude Code CLI, enabling Python code to access Claude Code's native capabilities via stream-json. Facilitates direct integration of Claude Code features into Python environments using MCP. (Read more) Open Source Python Claude Code Bridge
• Cline Copilot MCP Extension - A powerful VSCode extension that enables MCP server usage in GitHub Copilot, giving it access to MCP tools, resources, and prompts for enhanced AI-assisted development. (Read more) VSCode Copilot Ai Assistant
• Code Dependencies MCP Server - A Model Context Protocol server for analyzing code dependencies, enabling AI assistants to understand and visualize project dependency structures. (Read more) Dependencies Code Analysis Visualization
• Code Guardian - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans. Local deployment. (Read more) Code Analysis Refactoring Ai Powered
• Contextual Codebase Analysis MCP - Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's extensive context window. Provides AI-powered codebase understanding for development workflows. (Read more) Code Analysis Gemini Cursor
• Cypress Test Generator MCP - A Model Context Protocol server that automatically generates Cypress test cases and Page Object Models by scraping and analyzing web pages. Automates the creation of end-to-end tests from live websites. (Read more) Cypress Test Generation E2e Automation
• Daipendency MCP Server - Model Context Protocol server for Daipendency. Provides MCP tools for dependency management and analysis within the Daipendency ecosystem through the Model Context Protocol. (Read more) Dependencies Package Management
• debugg.ai MCP Server - Zero-Config, fully AI-managed end-to-end testing for all code generation platforms. Provides automated testing capabilities integrated into AI coding workflows. (Read more) Testing E2e Ai Driven
• DevCycle MCP Server - Turns your favourite AI tool into a feature management assistant. DevCycle works with Cursor, Windsurf, Claude, VS code and any other AI coding assistant so you can create and monitor feature flags using natural language. (Read more) Feature Flags Developer Tools Ai Coding Assistant
• Edit-MCP Server - MCP server that integrates with Microsoft's Edit tool to provide advanced file editing capabilities to AI systems. Uses a hybrid architecture combining direct file system operations for performance with Microsoft Edit integration for complex editing tasks. (Read more) File Editing Microsoft Edit Hybrid Architecture
• FeatBit MCP Server - Open-source feature flag infrastructure MCP server designed for the AI era, providing developers with self-hosted feature toggle management through Model Context Protocol integration. (Read more) Feature Flags Open Source Self Hosted
• Flagsmith MCP Server - Model Context Protocol server for Flagsmith feature flag platform, providing programmatic access to the Admin API for managing flags, segments, and release workflows through AI assistants and agents. (Read more) Feature Flags Devops Ci Cd
• GitHub Issues as Tasks MCP Server - An MCP server that provides LLMs with the ability to use GitHub issues as task management items, enabling AI assistants to interact with GitHub project workflows. (Read more) Github Task Management Issues
• GitKraken MCP Server - A CLI for interacting with GitKraken APIs. Includes an MCP server that wraps GitKraken APIs as well as Jira, GitHub, GitLab, and more for unified development tool access. (Read more) Git Jira Github Gitlab
• Go MCP SDK (Google Collaboration) - Official Go SDK for Model Context Protocol developed in collaboration with Google. Provides high-performance, concurrent MCP server development with native Go idioms and excellent cloud platform integration. (Read more) Sdk Golang Development
• Godot Engine MCP Server - Comprehensive MCP server empowering AI assistants to run, inspect, modify, and debug Godot Engine game development projects end-to-end with a complete suite of developer tools for game asset and scene management. (Read more) Game Development Godot Game Engine
• GPU Trace MCP Server - Advanced GPU profiling MCP server tracing GPU workloads from Linux kernel events through CUDA API calls to Python source lines using eBPF, providing comprehensive causal observability for GPU-accelerated applications. (Read more) Gpu Profiling Cuda Performance
• i18n Translation Manager MCP - Intelligent MCP server for managing internationalization (i18n) translation files, enabling AI agents to analyze code for hardcoded strings and maintain consistency across multiple language files. (Read more) I18n Translation Localization
• IDA MCP Server - Model Context Protocol server for IDA (Interactive Disassembler), enabling AI models to interact with the popular reverse engineering tool for analyzing binaries. (Read more) Ida Reverse Engineering Binary Analysis
• Insomnia MCP Client - Insomnia v12 with MCP client support for testing, debugging, and designing APIs. Enables validation of MCP server transformations, AI-powered API commits, and autogenerated mock servers with natural language capabilities. (Read more) Api Testing Development Debugging
• Intlayer - MCP Server enhancing IDE with AI assistance for Intlayer i18n/CMS tool, providing smart CLI access and docs. (Read more) Node Cloud I18n Open Source
• IntlPull MCP Server - Full-featured translation management MCP server for Claude Desktop, Claude Code, and Cursor, enabling seamless i18n workflow automation with comprehensive localization capabilities. (Read more) I18n Translation Localization
• iTerm MCP Server - A Model Context Protocol server that executes commands in the current iTerm session, providing REPL and CLI assistance for developers using the iTerm2 terminal. (Read more) Iterm Terminal Cli
• Java Decompiler MCP - MCP server that decompiles Java bytecode into readable source code from .class files, package names, or JAR archives using the CFR decompiler. (Read more) Java Decompiler Bytecode
• JavaFX MCP - MCP server that enables AI to create drawings and visual content using a JavaFX canvas for graphical rendering. (Read more) Java Javafx Graphics
• JetBrains Kotlin MCP SDK - Official Kotlin SDK for Model Context Protocol developed in collaboration between Anthropic and JetBrains. Provides idiomatic Kotlin API for building MCP servers with first-class IDE integration support. (Read more) Sdk Kotlin Development
• JMeter MCP - Run load testing using Apache JMeter via MCP-compliant tools, enabling AI agents to configure and execute performance tests. (Read more) Jmeter Load Testing Performance
• JSON MCP - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations. (Read more) Json Jsonpath Data Processing
• JSON Schema MCP - JSON schema generation and filtering server with TypeScript type creation optimized for retrieving relevant context JSON data using quicktype-core, with support for shape-based data extraction, nested object filtering, and array processing operations. (Read more) Json Schema Typescript Data Filtering
• JSON to Excel by WTSolutions - Convert JSON data into CSV format strings from JSON data or URLs pointing to publicly available .json files. (Read more) Json Csv Conversion
• Kalendis - MCP server that generates TypeScript clients and API route handlers for the Kalendis scheduling API across frameworks like Next.js, Express, Fastify, and NestJS, streamlining availability management and booking integration. (Read more) Scheduling Typescript Multi Framework
• kill-process-mcp - List and terminate OS processes via natural language queries, providing system administration capabilities through MCP. (Read more) Process Management Sysadmin Os
• LaunchDarkly - MCP server for LaunchDarkly's continuous delivery platform, providing feature flag management that enables developers to iterate quickly and safely with AI agent support. (Read more) Feature Flags Continuous Delivery Safedep
• LaunchDarkly MCP Server - Official LaunchDarkly MCP server enabling AI agents to manage feature flags, AI configs, targeting rules, and gradual rollouts. Provides three hosted servers for feature management, AI configuration, and observability across multiple environments. (Read more) Feature Flags Experimentation Deployment
• Lisply - MCP server providing a flexible frontend for compliant Lisp-speaking backends, enabling AI agents to interact with Lisp-based systems. (Read more) Lisp Flexible Frontend Compliance
• Logfire MCP Server - The Logfire MCP Server by Pydantic provides integration with Logfire observability platform. Enables AI assistants to query logs, traces, and metrics from Pydantic Logfire through the Model Context Protocol. (Read more) Pydantic Logfire Observability
• macOS MCP Server - A macOS app that provides an MCP server to your Messages, Contacts, and other native macOS services, enabling AI assistants to interact with macOS personal data and communication. (Read more) Macos Messages Contacts
• MarkView - Native macOS markdown preview app with integrated MCP server. Allows AI assistants to open and render Markdown files directly via npx mcp-server-markview. (Read more) Markdown Preview Macos
• MCP LSP Server - Model Context Protocol server that interacts with a Language Server (LSP), enabling AI assistants to leverage language server protocol features for code intelligence and analysis. (Read more) Lsp Code Intelligence Analysis
• MCP Server for TaskWarrior - MCP Server integration for TaskWarrior, enabling AI assistants to manage tasks, projects, and task workflows through the Model Context Protocol. (Read more) Taskwarrior Task Management Productivity
• MCP Test Client - A TypeScript testing utility for Model Context Protocol (MCP) servers, providing tools and utilities for testing MCP server implementations. (Read more) Testing Typescript Utility
• MCP-Insomnia Collections - Third-party MCP server for creating and managing Insomnia-compatible API collections, requests, and environments. Enables AI agents to build API test suites and export them to Insomnia for execution and collaboration. (Read more) Api Testing Development Testing
• mcpavante - A powerful Neovim plugin for managing MCP (Model Context Protocol) servers directly from Neovim. Allows developers to configure, connect to, and interact with MCP servers within their editor. (Read more) Neovim Plugin Editor Integration
• Mobile MCP - MCP server for Android/iOS app and device automation, development, and scraping. Supports simulators, emulators, and physical devices like iPhone, Pixel, Samsung on Linux and macOS. (Read more) Mobile Automation Ios Android
• Momento - MCP server for Momento Cache, enabling AI agents to improve performance, reduce costs, and handle load at any scale through intelligent caching strategies. (Read more) Caching Performance Scalability
• Mulesoft - MCP server for building, deploying, and managing MuleSoft applications with natural language directly inside compatible IDEs using AI assistance. (Read more) Integration Api Management Low Code
• NPM Search MCP Server - An MCP server for searching npm packages, enabling AI assistants to discover, query, and retrieve information about Node.js packages from the npm registry. (Read more) Npm Package Search Nodejs
• Nx - MCP server providing LLMs with Nx's codebase understanding, including codebase architecture, project relationships, and runnable tasks for precise AI code suggestions. (Read more) Monorepo Build Tools Code Analysis
• Official Ruby MCP SDK - Official Ruby SDK for Model Context Protocol maintained by Anthropic. Enables Ruby developers to build MCP servers and clients with idiomatic Ruby patterns, supporting Rails integration and Ruby on Rails applications. (Read more) Sdk Ruby Rails
• OpsLevel - Official MCP server for OpsLevel, enabling AI agents to access and manage service catalog, service ownership, and developer portal capabilities. (Read more) Service Catalog Developer Portal Ownership
• Owlex - AI council server that queries CLI agents (Claude Code, Codex, Gemini, OpenCode) in parallel with deliberation rounds for collaborative coding. (Read more) Python Multi Agent Coding Open Source
• Package Documentation MCP Server - An MCP server that provides LLMs with efficient access to package documentation across multiple programming languages. Helps AI assistants retrieve accurate, up-to-date documentation for coding assistance. (Read more) Documentation Packages Multi Language
• Package Version MCP Server - An MCP server that provides LLMs with the latest stable package versions when coding. Helps AI assistants stay up-to-date with current package releases across multiple programming language ecosystems. (Read more) Packages Versioning Developer Productivity
• PAIML MCP Agent Toolkit - Professional project scaffolding toolkit with zero-configuration AI context generation, template generation for Rust/Deno/Python projects, and hybrid neuro-symbolic code analysis. (Read more) Scaffolding Code Generation Multi Language
• PGYER - MCP Server for PGYER platform supporting app uploading, querying, and distribution management for mobile application testing. (Read more) App Distribution Testing Mobile
• Powershell MCP Server - A .NET implementation of the Model Context Protocol (MCP) for PowerShell, enabling AI assistants to execute PowerShell commands and scripts through standardized interfaces. (Read more) Powershell Dotnet Scripting
• QA/SDET API Testing MCP Server - A comprehensive MCP server for QA/SDET engineers that provides API testing capabilities with Swagger/OpenAPI, Postman collection and GraphQL support. Integrates with Anthropic AI for automated test generation and execution. (Read more) Api Testing Swagger Graphql
• Retool MCP Server - Internal tools platform MCP server for Retool, enabling AI agents to build and manage admin panels, dashboards, and workflows by connecting to databases and APIs through low-code interfaces. (Read more) Low Code Internal Tools Dashboards
• Ruby on Rails MCP Server - A Ruby gem implementation of an MCP server for Rails projects, allowing LLMs to interact with Ruby on Rails applications through the Model Context Protocol. (Read more) Rails Ruby Gem
• Salesforce DX MCP Server - Developer Preview MCP server from Salesforce enabling common development tasks like deploying code, creating scratch orgs, and running tests using natural language. Part of Salesforce's broader MCP integration strategy. (Read more) Salesforce Developer Tools Devops
• shadcn-ui-mcp-server - A powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation. (Read more) Shadcn Ui Components Development
• SimpleLocalize MCP Server - Official MCP server extension enabling AI agents like ChatGPT and Claude to access translation keys and manage localization workflows through the SimpleLocalize platform. (Read more) I18n Translation Official
• Statsig MCP Server - Modern feature flagging and experimentation platform MCP server, enabling AI agents to manage feature flags, A/B tests, and product analytics with real-time data-driven decisions. (Read more) Feature Flags Experimentation Analytics
• SWC Bazel Rules - Bazel rules for the swc toolchain. Integrates SWC, the super-fast TypeScript/JavaScript compiler, with Bazel build system for high-performance project builds. (Read more) Swc Bazel Typescript
• Time & Timezone MCP Server - Official Anthropic reference MCP server providing time and timezone conversion capabilities. Enables AI assistants to handle time-based queries, convert between timezones, and perform temporal calculations. (Read more) Time Timezone Reference
• ToolJet MCP Server - Open-source low-code platform MCP server for ToolJet, providing AI agents with tools to build internal applications, connect databases, and create custom business logic with JavaScript. (Read more) Low Code Open Source Javascript
• TypeScript Bazel Rules - Bazel rules for the tsc compiler from typescriptlang.org, enabling proper TypeScript compilation integration with Bazel build system for MCP server development. (Read more) Bazel Typescript Build System
• Vite/Nuxt MCP Server - MCP server that helps AI models understand Vite and Nuxt apps better, providing project context and framework-specific information for improved code assistance. (Read more) Vite Nuxt Framework Context
• VSCode Semantic MCP Server - VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs. Bridges IDE capabilities with AI assistants through the Model Context Protocol for enhanced code navigation. (Read more) VSCode Semantic Code Navigation
• Windows CLI MCP - Model Context Protocol server for secure command-line interactions on Windows systems, enabling AI assistants to execute Windows commands safely with proper access controls. (Read more) Windows Cli Secure

Api Integration Mcp Servers

• Ayrshare Social MCP - Enterprise-grade social media MCP server with coverage across 13+ platforms including Twitter/X, Facebook, Instagram, LinkedIn, TikTok, YouTube, Pinterest, Reddit, and Threads for unified social management. (Read more) Social Media Multi Platform Enterprise
• Kong MCP Konnect - Enterprise API gateway integration for querying and analyzing Kong Gateway configurations, traffic, and analytics. Transforms RESTful APIs into MCP tools with enterprise security, load balancing, and observability. (Read more) Api Gateway Traffic Management Enterprise
• MuleSoft MCP Integration - MuleSoft platform applies API-led connectivity principles to the agentic era, treating MCP as a governed interfacing layer that bridges stable systems of record with AI models. Enables secure, compliant AI integration across enterprise systems. (Read more) Integration Api Management Enterprise
• Official DeepL Translator MCP - Official DeepL MCP server providing AI assistants with access to professional-grade translation, document conversion, text rephrasing, and glossary management through the DeepL API. (Read more) Translation Deepl Official
• Official Mapbox MCP Server - Transform AI agents into geospatially-aware systems with official Mapbox MCP server, providing global geocoding, POI search, multi-modal routing, map matching, and comprehensive location intelligence. (Read more) Maps Geocoding Routing
• Social Media Sync MCP - Universal social media MCP server providing API access to 6 major platforms (YouTube, LinkedIn, Facebook, Instagram, TikTok, Twitter/X) with 549 dynamically exposed tools based on API keys. (Read more) Social Media Multi Platform Automation
• Traefik MCP Gateway - Cloud-native API gateway with OAuth-compliant MCP middleware for governing agent access to MCP servers. Provides identity-aware policy, session-smart routing, Task-Based Access Control, and deep observability for AI agents. (Read more) Api Gateway Access Control Kubernetes
• Apollo MCP Server - MCP server for GraphQL API integration with Apollo, supporting persisted queries, schema introspection, and federated graphs. (Read more) Official Apollo Graphql
• Astronomy Oracle MCP Server - Specialized MCP server providing accurate astronomical catalog data and observing session planning with 13,000+ deep-sky objects from OpenNGC, featuring deterministic visibility calculations, rise/transit/set times, and altitude/azimuth computations. (Read more) Astronomy Scientific Celestial Data
• Boomi MCP Integration - Boomi integration platform support for Model Context Protocol enabling AI agents to connect securely to enterprise systems. Treats MCP servers as reusable integration components with governance, security, and monitoring capabilities. (Read more) Integration Ipaas Enterprise
• Hasura GraphQL MCP Server - GraphQL API integration server enabling AI agents to discover API structure, execute queries and mutations, and perform aggregations on Hasura endpoints through natural language. Provides schema introspection and table listing capabilities. (Read more) Graphql Api Real Time
• Instagram Analytics MCP - Specialized MCP server integrating Instagram's API and web scraping for social media analytics, account management, and content strategy insights with engagement metrics and audience analysis. (Read more) Instagram Analytics Social Media
• IO Aerospace MCP Server - Specialized .NET-based MCP server for aerospace and astrodynamics applications, providing ephemeris calculations, orbital conversions, Deep Space Station tools, time conversions, and mathematical utilities for space missions and orbital mechanics. (Read more) Aerospace Astrodynamics Orbital Mechanics
• LinkedIn Automation MCP - LinkedIn integration MCP server enabling automated profile browsing, searching, and post interactions using Playwright for browser automation with secure session management. (Read more) Linkedin Automation Playwright
• OpenWeatherMap MCP Server - Comprehensive weather MCP server providing real-time weather information, forecasts, air quality data, and location services through the OpenWeatherMap API. (Read more) Weather Openweather Air Quality
• X (Twitter) Data MCP - Comprehensive Twitter/X MCP server accessing profiles, tweets, trends, and communities via APIs, enabling social listening, content analysis, and audience engagement through AI interfaces. (Read more) Twitter X Social Media
• YouTube Data API MCP - Comprehensive YouTube MCP server providing real-time data access through YouTube Data API v3, enabling search, analysis, and detailed information retrieval about videos, channels, and playlists. (Read more) Youtube Api Video
• Zuplo GraphQL MCP Gateway - API gateway solution from Zuplo that converts GraphQL APIs into MCP servers in minutes, with built-in authentication, rate limiting, and automatic schema discovery for AI agents. (Read more) Graphql Api Gateway Authentication

Data Analysis & Exploration Mcp Servers

• dbt MCP Server - Data transformation platform integration connecting dbt projects to AI workflows with metadata discovery, semantic layer integration, and execution engine. Enables conversational analytics, project refactoring, and AI-driven analytics engineering. (Read more) Data Transformation Analytics Engineering Sql
• Dingo - MCP server for Dingo, a comprehensive data quality evaluation tool. Enables interaction with rule-based and LLM-based evaluation capabilities and rules & prompts listing. Supports home, Apple, Windows, and Linux. (Read more) Data Quality Evaluation Multi Platform
• Label Studio MCP Server - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows. Supports cloud, Windows, Linux, and Apple platforms. (Read more) Data Labeling Ml Multi Platform
• Optuna MCP - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna. Supports home, Linux, and Apple platforms. (Read more) Optimization Hyperparameter Official
• Snowflake Cortex MCP Server - Official managed Model Context Protocol server enabling AI agents to securely retrieve data from Snowflake data warehouse without separate infrastructure. Includes Cortex Analyst, Cortex Search, and Cortex Agents with enterprise governance. (Read more) Data Warehouse Cloud Analytics Ai Data
• Snowflake Managed MCP Server - Snowflake's managed MCP server providing AI agents with secure, governed access to data through OAuth authentication and RBAC. Supports Cortex Analyst, Cortex Search, Cortex Agents, custom tools, and SQL executions. (Read more) Data Warehouse Analytics Sql
• AgentQL MCP Server - Model Context Protocol server that integrates AgentQL's data extraction capabilities. Enables AI assistants to extract structured data from web pages using AgentQL's powerful agent-based extraction tooling. (Read more) Agentql Data Extraction Agent
• Amplitude - Enables seamless integration between AI assistants and your product data through Amplitude, allowing you to search, analyze, and query charts, dashboards, experiments, feature flags, and metrics directly from your AI interface. (Read more) Analytics Product Data Dashboards
• Amplitude Analytics MCP Server - TypeScript Amplitude Analytics SDK for Model Context Protocol, enabling AI assistants to query and analyze Amplitude product analytics data through standardized interfaces. (Read more) Amplitude Analytics Typescript
• Amplitude MCP Server - Digital analytics platform MCP server for Amplitude, providing AI agents with tools to analyze product usage, user journeys, and behavioral cohorts for product optimization. (Read more) Product Analytics Analytics Experimentation
• Atlas Vector Search Docs MCP Server - A Model Context Protocol server providing semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings. Enables intelligent querying across markdown documentation with hierarchical chunking and contextual understanding. (Read more) Vector Search Document Retrieval Mongodb
• Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis. Provides AI agents with audience intelligence capabilities. (Read more) Marketing Audience Analysis Insights
• AutoML MCP - An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning. (Read more) Automl Data Science Machine Learning
• BigQuery Read-Only MCP Server - A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface. (Read more) Bigquery Read Only Security
• Calculator Server - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations. Designed for high-speed local use. (Read more) Calculator Math Golang
• Catalysis Hub MCP - Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data. (Read more) Catalysis Scientific Data Research
• Chronulus MCP - MCP server for Chronulus AI forecasting and prediction agents, enabling prediction of anything using AI models. Cloud-deployable. (Read more) Forecasting Prediction Cloud
• CIViC MCP - MCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research. (Read more) Genomics Cancer Research Clinical Data
• ClearML MCP - Get comprehensive ML experiment context and analysis directly from ClearML in your AI conversations. (Read more) Ml Experiments Clearml Experiment Tracking
• Constraint Optimization MCP Server - Model Context Protocol (MCP) server for constraint optimization and solving. Provides AI assistants with tools to formulate and solve constraint satisfaction problems, optimization tasks, and mathematical modeling through MCP. (Read more) Constraint Optimization Solver
• Coupler Google Calendar Analytics MCP - Specialized Google Calendar MCP server with advanced analytics capabilities, enabling AI assistants to analyze calendar data, generate insights, and provide data-driven scheduling recommendations. (Read more) Google Calendar Analytics Insights
• Data Exploration MCP - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution! (Read more) Csv Data Exploration Autonomous Analysis
• Dataset Viewer MCP Server - Server interfacing with Hugging Face Dataset Viewer API for analyzing datasets without full downloads. Supports validation, info retrieval, row fetching, statistics, searching, filtering, and Parquet downloads. (Read more) Open Source Huggingface Datasets
• DBT Semantic Layer MCP Server - An MCP server for querying the DBT Semantic Layer, enabling AI assistants to analyze business metrics and data models through natural language queries. (Read more) Dbt Semantic Layer Analytics
• DGIdb MCP - MCP server for the Drug Gene Interaction Database (DGIdb), providing access to drug-gene interaction data, druggable genome information, and pharmacogenomics research. (Read more) Pharmacogenomics Drug Gene Interaction Genomics
• DuckDB Knowledge Graph Memory MCP - MCP server implementing knowledge graph-based memory using DuckDB as the storage backend. Enables AI agents to store, query, and retrieve structured knowledge with graph relationships for enhanced context and reasoning. (Read more) Knowledge Graph Memory Duckdb
• ECharts MCP Server - Generate visual charts using ECharts with AI MCP dynamically. Provides chart generation and data analysis capabilities, enabling AI agents to create rich data visualizations on demand. (Read more) Data Visualization Charts Echarts
• Erick Wendel Contributions MCP - Model Context Protocol server providing tools to query and analyze Erick Wendel's contributions across different platforms, including GraphQL-based access to developer contributions and activities. (Read more) Graphql Contributions Analytics
• Excel - Excel manipulation MCP server including data reading/writing, worksheet management, formatting, charts, and pivot table. Enables AI agents to work with Excel spreadsheets for data analysis and reporting. (Read more) Excel Spreadsheet Data Manipulation
• Excel MCP Server - A Model Context Protocol server for Excel file manipulation, enabling AI assistants to read, write, and analyze spreadsheet data programmatically. (Read more) Excel Spreadsheet Data Analysis
• Excel to JSON MCP by WTSolutions - MCP server providing a standardized interface for converting Excel or CSV data into JSON format, and Excel (.xlsx) files into structured JSON. Enables seamless data format conversion for AI workflows. (Read more) Data Conversion Excel Json
• Fabi - MCP server that exposes Fabi analyst agent to turn natural-language prompts into insights. Navigates connected data, generates safe SQL/Python, runs queries, and saves results into dashboards for business intelligence workflows. (Read more) Business Intelligence Natural Language Sql Analytics
• Fermat MCP - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization. Supports home, Apple, Windows, and Linux platforms. (Read more) Math Scientific Computing Multi Platform
• FullStory MCP Server - Digital experience analytics MCP server for FullStory, providing AI agents with session replay, heatmaps, and behavioral analytics to understand and optimize user experiences. (Read more) Session Replay Analytics Ux Analysis
• Google Analytics - Google Analytics MCP Server bringing data across 200+ dimensions and metrics for LLMs to analyze. Enables comprehensive web analytics querying and insight generation for AI agents. (Read more) Analytics Web Metrics Google
• Google Analytics 4 - MCP server for Google Analytics Data API and Measurement Protocol to read reports and send events. Provides GA4 data access for AI agents with both analytics querying and event sending capabilities. (Read more) Analytics Ga4 Measurement Protocol
• Google Sheets - Access and edit data in your Google Sheets through MCP. An MCP Server written in TypeScript providing comprehensive spreadsheet operations for AI agents. (Read more) Spreadsheet Google Data Access
• Graphlit MCP Server - Model Context Protocol Server for the Graphlit Platform, enabling AI assistants to interact with Graphlit's knowledge and data processing capabilities through the MCP standard. (Read more) Knowledge Graph Data Processing Claude
• Heap Analytics MCP Server - Auto-capture analytics platform MCP server for Heap, enabling AI agents to analyze complete user journeys with retroactive event tracking and sessionreplay capabilities. (Read more) Product Analytics Auto Capture Session Replay
• Hotjar MCP Server - Behavior analytics and user feedback MCP server for Hotjar, enabling AI agents to analyze heatmaps, session recordings, and user feedback for website optimization. (Read more) Heatmaps Session Replay User Feedback
• Jupyter MCP Server - Model Context Protocol (MCP) Server for Jupyter, allowing AI interaction with Jupyter notebooks. (Read more) Jupyter Notebooks
• Jupyter Notebook MCP - Connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. Local deployment. (Read more) Jupyter Notebooks Claude
• Kaggle MCP (arrismo) - Connects to Kaggle, allowing AI agents to download and analyze datasets. Cloud-deployable for data science workflows. (Read more) Kaggle Datasets Cloud
• Kaggle MCP (pramod) - Kaggle MCP Server for browsing competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers. (Read more) Kaggle Discovery
• Kash.click - MCP server giving AI access to sales, clients, orders, tax information, payments, and comprehensive business insights through Kash.click platform. (Read more) Sales Analytics Business Insights Payments
• Keboola - MCP server for Keboola's data workflows, integrations, and analytics platform, enabling AI agents to build, manage, and automate data pipelines. (Read more) Data Workflows Analytics Data Integration
• Klaviyo - MCP server for interacting with Klaviyo marketing data, enabling AI agents to access and analyze email marketing, customer segmentation, and campaign performance data. (Read more) Marketing Analytics Email Marketing Customer Data
• Knowledge Graph MCP Server - A knowledge graph server that uses the Model Context Protocol to provide structured memory persistence for AI models, enabling persistent knowledge storage across sessions. (Read more) Knowledge Graph Memory Persistence
• Kubeflow Spark History MCP Server - Enable AI agents to analyze Spark job performance, identify bottlenecks, and provide intelligent insights for Kubeflow environments. (Read more) Kubeflow Spark Performance Analysis
• Kumo - MCP server that interacts with KumoRFM, a foundation model for generating predictions from relational data, enabling AI-driven analytics. (Read more) Foundation Model Predictions Relational Data
• Math MCP Learning Server - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0, supports cloud, home, Apple, Windows, and Linux. (Read more) Education Math Multi Platform
• MCP Server Data Exploration - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. Cloud-deployable. (Read more) Data Exploration Csv Cloud
• MCPR - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions. Supports home, Apple, Windows, and Linux. (Read more) R Language Interactive Multi Platform
• Microsoft Clarity - Official MCP server for accessing behavioral analytics data and insights from Microsoft Clarity, enabling AI-driven analysis of user behavior and website interactions. (Read more) Behavioral Analytics Heatmaps User Insights
• Mixpanel - MCP server for querying and analyzing product analytics data through natural language, connecting AI assistants to user behavior insights, funnels, retention analysis, and custom reports. (Read more) Product Analytics User Behavior Natural Language
• MotherDuck - MCP server for querying and analyzing data with MotherDuck and local DuckDB, enabling AI agents to analyze duckdb-based datasets efficiently. (Read more) Duckdb Data Analysis Serverless
• NetworkX MCP Server - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization. Local deployment. (Read more) Graph Analysis Networkx Visualization
• Oraclaw - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 12 MCP tools. Install via npx. Supports cloud, home, Apple, Windows, and Linux. (Read more) Decision Intelligence Algorithms Multi Platform
• PostHog MCP Server - Official PostHog MCP Server enabling AI assistants to interact with PostHog analytics platform for product analytics, session replay, and feature flag management. (Read more) Analytics Product Analytics Posthog
• Teradata MCP Server - Enterprise data warehouse MCP server for Teradata, joining the expanding MCP ecosystem alongside Snowflake and Databricks to provide AI agents with access to analytics data and database operations. (Read more) Data Warehouse Enterprise Analytics
• Text Analysis MCP Server - A Model Context Protocol server for analyzing text documents with word and character counting capabilities, providing text analysis tools to AI assistants. (Read more) Text Analysis Counting Document Analysis
• Treasure Data CDP MCP Server - Customer data platform integration enabling data teams to explore and analyze customer data using plain language queries. Supports segment analysis, table exploration, and natural language data analytics for marketing use cases. (Read more) Cdp Customer Data Analytics
• Zaturn - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. Supports home, Windows, Linux, and Apple. (Read more) Data Analysis Visualization Multi Platform

Messaging Mcp Servers

• Intercom MCP Server - Official Intercom MCP server powered by Cloudflare infrastructure, enabling secure real-time connection between external AI systems and Intercom data including conversations, contacts, and customer messaging. (Read more) Customer Messaging Chat Support
• Microsoft 365 Comprehensive MCP - Full-featured Microsoft 365 MCP server integrating Outlook, Calendar, OneDrive, and Contacts with multi-account authentication, advanced search, and complete Microsoft Graph API access. (Read more) Microsoft 365 Outlook Graph Api
• Resend MCP Server - Official developer-first email MCP server for Resend platform enabling AI assistants to send emails, manage contacts, broadcasts, domains, and campaigns with excellent deliverability through a clean API. (Read more) Email Developer Tools Communications
• Slack Enterprise MCP Server - The official Slack MCP server enabling AI assistants to search channels, send messages, manage canvases, and interact with users. Supports channels, threads, DMs, file uploads, and provides the most mature communication integration in the MCP ecosystem. (Read more) Collaboration Messaging Enterprise
• Twilio MCP Server - Official Twilio Alpha MCP server exposing all Twilio APIs as MCP tools. Enables AI assistants to send SMS/MMS messages, make voice calls, manage contacts, and access account resources with 20.6% faster task completion. (Read more) Sms Voice Communications
• Unified Email MCP Server - Comprehensive email MCP server providing unified access across Gmail, Outlook, iCloud, and IMAP providers with OAuth2 authentication and automatic token refresh for seamless integration. (Read more) Email Gmail Outlook
• ActivityPub MCP - A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks. (Read more) Fediverse Decentralized Social Activitypub
• Amazon SES MCP Server - Sample MCP Server for Amazon SES (SESv2), enabling AI agents to interact with Amazon Simple Email Service for sending and managing emails. (Read more) Aws Email Ses
• Bluesky MCP - An MCP server for Bluesky, a decentralized social network. It enables automated interactions with the AT Protocol, supporting features like posting, liking, reposting, timeline management, and profile operations. (Read more) Bluesky At Protocol Decentralized Social
• ClaudePost - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending through AI assistants. (Read more) Email Gmail Email Management
• Confluent MCP Server - Model Context Protocol server for Confluent Cloud/Kafka messaging, enabling AI assistants to interact with Apache Kafka clusters for real-time event streaming and message management. (Read more) Kafka Messaging Event Streaming
• Discord Community MCP Server - Community-built MCP server enabling AI agents to participate in Discord servers, read message history, respond in channels and threads, and manage Discord bot operations through natural language commands. (Read more) Discord Community Gaming
• Discord MCP Server - Model Context Protocol server enabling AI assistants to interact with Discord communities. Provides 128 operations covering messages, moderation, channels, roles, events with full administrative control and support for slash commands and threaded conversations. (Read more) Community Chat Gaming
• Discord MCP Server (Klavis AI) - Discord API integration by Klavis AI for connecting AI assistants to Discord servers and managing Discord interactions through the Model Context Protocol. (Read more) Discord Api Integration Community
• Discourse MCP - An MCP server to search Discourse posts on a Discourse forum, enabling AI assistants to browse and query community discussions. (Read more) Forum Discourse Community Search
• Infobip - MCP server for Infobip's global cloud communication platform, enabling AI agents to send and receive SMS/RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data. (Read more) Cloud Communication Sms Messaging
• Knock MCP Server - MCP server for sending product and customer messaging across email, in-app, push, SMS, Slack, and MS Teams from a unified platform. (Read more) Multi Channel Messaging Notifications
• kweenkl - MCP server for sending push notifications from AI assistants using natural language, with pre-launch demo available via example webhook token. (Read more) Push Notifications Natural Language Alerts
• LINE - MCP server integrating the LINE Messaging API to connect AI agents to LINE Official Accounts, enabling automated messaging and customer interactions. (Read more) Line Api Messaging Customer Engagement
• Mailgun - MCP server for interacting with the Mailgun API, enabling AI agents to send, receive, and manage emails programmatically. (Read more) Email Transactional Email Api
• Mailjet - Official MCP server enabling AI agents to interact with Sinch Mailjet's contact, campaign, segmentation, statistics, and workflow APIs. (Read more) Official Email Marketing Campaigns
• Microsoft Teams - Official Microsoft Teams AI Library with MCP support enabling advanced agent orchestration, multi-agent collaboration, and seamless integration with Teams messaging and collaboration features. (Read more) Collaboration Multi Agent Microsoft
• Microsoft Teams MCP Server - MCP server implementation for Microsoft Teams providing capabilities to read messages, create messages, reply to messages, and mention members. Enables AI assistants to interact with Teams channels and conversations. (Read more) Microsoft Teams Collaboration Messaging
• Official Intercom MCP Server - Official Intercom customer messaging platform MCP server with 6 tools for managing conversations, contacts, and customer data. Uses universal search and fetch tools across resource types. Currently limited to US-hosted workspaces. (Read more) Customer Support Messaging Conversational Ai
• Paubox - Official MCP server which allows AI agents to interact with Paubox Email API. HITRUST certified for secure healthcare email communications. (Read more) Healthcare Email Hitrust Certified
• PostcardBot MCP Server - Unique MCP server enabling AI agents to send real physical postcards worldwide, supporting bulk sends of up to 500 recipients with volume pricing starting from $0.72 per card for automated physical mail campaigns. (Read more) Physical Mail Postcards Marketing
• Rocket.Chat MCP Server - Open-source team messaging integration for searching, retrieving, and summarizing channel messages and DMs. Enables channel management, automated notifications, and collaborative workflows through natural language with read-only access. (Read more) Open Source Team Chat Self Hosted
• SendGrid MCP Server - Model Context Protocol server for Twilio SendGrid v3 API enabling AI agents to send emails, manage templates, track statistics, and automate email workflows through natural language commands. (Read more) Email Marketing Automation
• Slack MCP Server (Archived) - Archived MCP server for Slack channel management and messaging. Now maintained by Zencoder. (Read more) Slack Messaging Channel Management Archived
• Social CLI Cross-Platform MCP - Command-line MCP server for posting to Twitter, Reddit, LinkedIn, and Instagram from terminal or via AI agents with unified posting interface and authentication management. (Read more) Cli Social Media Automation
• Telegram MCP Bridge - A Model Context Protocol server that bridges the Telegram API with AI assistants, enabling sending and receiving messages, bot management, and interaction with Telegram channels and groups through natural language commands. (Read more) Messaging Telegram Bot
• Telegram MCP Server - Comprehensive Telegram integration for Claude and MCP clients powered by Telethon. Enables AI assistants to read chats, manage groups, send messages, upload media, and perform extensive Telegram operations with automatic message splitting and error handling. (Read more) Messaging Telegram Bot Automation
• Twilio Alpha MCP Server - Official Twilio MCP server for automating communication and development workflows. Future plans include support for Twilio's Segment CDP, SendGrid Email, and comprehensive communication APIs for SMS, voice, video, and messaging. (Read more) Communications Sms Voice

Business & Commerce Mcp Servers

• Block (Square) MCP Server - Block (formerly Square) MCP server enabling AI agents to interact with payment processing, point-of-sale, and financial services. Co-founder of Agentic AI Foundation alongside Anthropic and OpenAI. (Read more) Payments Fintech Pos
• PayPal MCP Server - Official PayPal MCP server providing full agentic toolkit for AI assistants to manage orders, invoices, disputes, shipment tracking, transactions, and subscriptions through PayPal's complete API suite. (Read more) Payments E Commerce Fintech
• Salesforce Agentforce MCP Support - Salesforce Agentforce 3 with native MCP client integration enabling plug-and-play AI agent capabilities. Connect business logic, data, and workflows to AI agents without custom code through MCP servers. (Read more) Crm Enterprise Ai Agents
• SAP Business MCP Integration - MCP server and client mechanisms for SAP Business Technology Platform enabling AI-powered agentic systems. Integrates with SAP Level 2 and Level 3 processes, executing business logic via SAP ODATA services on Cloud Foundry. (Read more) ERP Enterprise Sap
• Shopify Storefront MCP Server - Official Shopify MCP server providing structured access to e-commerce data. Enables product discovery, cart management, order tracking, and store information through natural language with MCP UI for interactive components. (Read more) E Commerce Storefront Shopping
• Adfin - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations. Adfin provides MCP tools enabling AI agents to manage financial transactions and accounting workflows through a unified interface. (Read more) Payments Invoicing Accounting
• Ads MCP Server - Remote MCP server for cross-platform ad campaign creation supporting Google Ads Search & PMax and TikTok. Features OAuth 2.1 authentication with progress streaming support for long-running operations. (Read more) Advertising Google Ads Tiktok Ads
• AlipayPlus - Connect your AI Agents to AlipayPlus Checkout Payment. This MCP server enables AI agents to process payments and manage transactions through the AlipayPlus payment gateway. (Read more) Payments Checkout Alipay
• Amazon Ads MCP Server - MCP Server that provides interaction capabilities with Amazon Advertising through MarketplaceAdPros, enabling AI assistants to manage and query Amazon ad campaigns. (Read more) Amazon Ads Advertising E Commerce
• Antom - Connect your AI Agents to Antom Checkout Payment. This MCP server enables AI agents to manage checkout and payment workflows through the Antom payment platform. (Read more) Payments Checkout Ecommerce
• Apollo IO MCP Server - Apollo.io MCP server for getting and enriching contact data for people and organizations agentically. Enables AI assistants to access and manage sales intelligence data. (Read more) Sales Intelligence Contact Data Enrichment
• BambooHR MCP - An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features. (Read more) Hr Employee Management Time Tracking
• Braintree MCP - Unofficial PayPal Braintree payment gateway MCP server for AI agents to process payments, manage customers, and handle transactions securely. (Read more) Payments Braintree Paypal
• ChatterBox Meeting Bot MCP - Unique MCP server enabling AI agents to send bots to online meetings on Zoom and Google Meet, automatically obtaining meeting transcripts and recordings for analysis, note-taking, and workflow automation. (Read more) Meeting Automation Transcription Video Conferencing
• Companies House MCP - MCP server to connect with the UK Companies House API, enabling AI assistants to look up company registration data, filing history, and officer information. (Read more) Uk Companies Company Data Business Registry
• D365FO MCP - A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration. (Read more) Dynamics365 Finance Enterprise
• Dataverse DevTools MCP - An MCP server exposing ready-to-use Dataverse/Dynamics 365 tools for user and security administration, data operations, Web API executions, metadata exploration, and troubleshooting. (Read more) Dataverse Dynamics 365 Administration
• DragonMCP - MCP server for Greater China local life services including Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more. Supports local, cloud, home, and Apple platforms. (Read more) Local Services China Multi Platform
• Gong MCP Enterprise Integration - Gong's Model Context Protocol support unifying enterprise AI agents from HubSpot, Microsoft, Salesforce, and others, providing a standardized way to connect revenue intelligence with various business platforms. (Read more) Revenue Intelligence Sales Enterprise
• Harvest Time Tracking MCP - Comprehensive Harvest MCP server for conversational time tracking, enabling AI assistants to manage time entries, projects, clients, and generate detailed reports through natural language. (Read more) Time Tracking Harvest Project Management
• Improve Digital Publisher MCP - MCP server enabling publishers to integrate Improve Digital's inventory management system with AI tools and agents for ad inventory optimization. (Read more) Ad Tech Publisher Inventory Management
• Kit (ConvertKit) MCP Server - Model Context Protocol server for Kit.com (formerly ConvertKit) email marketing platform, enabling AI assistants to manage subscribers, sequences, broadcasts, and email campaigns for content creators. (Read more) Email Marketing Creator Tools
• Lazy Toggl MCP Server - Lightweight and simplified Toggl MCP server for time tracking integration, designed for quick setup and minimal configuration with essential time management features. (Read more) Time Tracking Toggl Lightweight
• MCP for WooCommerce - WordPress plugin connecting WooCommerce stores to AI assistants with read-only access to products, categories, reviews, and WordPress content. (Read more) Woocommerce Wordpress E Commerce
• Mercado Libre - Mercado Libre's official MCP server, enabling AI agents to interact with Latin America's largest e-commerce platform for product listings, orders, and marketplace operations. (Read more) E Commerce Marketplace Official
• Microsoft Business Central - MCP server for managing Dynamics 365 Business Central customers, contacts, sales opportunities, invoices, and vendors through AI agent integration. (Read more) ERP Dynamics 365 Microsoft
• Offorte - Official MCP server for Offorte Proposal Software enabling creation and sending of business proposals through AI agents. (Read more) Proposals Business Official
• Pipedrive MCP Server - Model Context Protocol server enabling AI assistants to interact with Pipedrive's CRM platform. Provides tools for managing users, leads, pipelines, organizations, deals, and sales workflows through natural language commands. (Read more) Crm Sales Automation Pipeline Management
• Propstack MCP - Propstack CRM MCP for real estate agents (Makler), enabling search contacts, manage properties, track deals, and schedule viewings. Supports multi-platform deployment. (Read more) Crm Real Estate Multi Platform
• Shipi MCP Server - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports remote MCP for cloud deployment. (Read more) Shipping Cloud Remote
• Shopify Commerce Write MCP - Community-built MCP server for Shopify providing write operations including order management, refunds, and product updates. Supports multi-store configurations with Shopify and Stripe payment processing, filling the gap for full commerce automation. (Read more) Ecommerce Write Operations Automation
• Shopify Customer Accounts MCP Server - Official Shopify MCP server enabling AI assistants to help customers with order tracking, returns, account information, and self-service operations. Complements the Storefront MCP for complete customer experience management. (Read more) E Commerce Customer Service Shopify
• Toggl Track MCP Intelligent - Feature-rich Toggl Track MCP server with intelligent caching, reporting tools, smart data hydration, and comprehensive time tracking capabilities for seamless AI-powered time management. (Read more) Time Tracking Toggl Productivity
• WooCommerce MCP Server - WordPress plugin implementing Model Context Protocol for WooCommerce stores. Connects AI assistants like Claude to manage products, orders, customers, and store operations with secure REST API authentication and read-only mode for safety. (Read more) Wordpress E Commerce Online Store
• Zendesk Third-Party MCP Servers - Community and third-party Zendesk MCP server implementations available through platforms like Composio, PulseMCP, Swifteq, and Merge. Enables AI access to Zendesk Support despite lack of official MCP server from Zendesk. (Read more) Customer Support Helpdesk Third Party
• Zoom MCP Integration - MCP integration for Zoom enabling app developers to connect Zoom apps to remote MCP servers, build MCP-powered apps in AI Studio, and create custom agents that connect to third-party tools like Jira and Box. (Read more) Zoom Video Conferencing Collaboration

Developer Tools "Developer Tools"amp; IDE MCP Servers

• GitHub Copilot - AI-powered code completion tool integrated with GitHub, providing MCP services for code hosting, CI/CD, and development workflows. Supports seamless interactions with code, pull requests, reviews, and CI tools. (Read more) Ai Coding Mcp Development
• MarkItDown MCP Server - File conversion MCP server that transforms various document formats into high-quality Markdown optimized for LLM consumption. Supports Office documents, media files, web content, data formats, and more while preserving document structure. (Read more) Document Conversion Markdown Microsoft
• Microsoft Learn Docs MCP Server - Cloud-hosted MCP server providing AI assistants with real-time access to official Microsoft documentation through semantic search. It connects to the Microsoft Learn API endpoint and enables contextual search across Azure docs, .NET/C# documentation, Microsoft 365 resources, and other official Microsoft technical sources. (Read more) Documentation Microsoft Semantic Search
• Model Context Protocol (MCP) - An open standard protocol that gives AI models a universal way to connect to external tools, data sources, and services, introduced by Anthropic in November 2024 and now governed by the Agentic AI Foundation under the Linux Foundation. (Read more) Open Standard Ai Integration Protocol
• Waystation AI MCP Server - A comprehensive MCP server hub that connects any MCP host with daily-use tools through a no-code, secure integration platform, positioning itself as the only MCP server needed. (Read more) No Code Integration Hub Multi Tool
• Ashra MCP Server - A Model Context Protocol server for Ashra, providing AI assistant integration with Ashra's platform and services. (Read more) Ashra Platform Integration
• Atomic Writer MCP Server - A secure file operation MCP server that prevents data loss through atomic transactions, designed for AI integrations, collaborative editing, and critical data management scenarios. (Read more) File Operations Atomic Data Safety
• AVS MCP Example - Example implementation of the AVS Model Context Protocol in TypeScript, providing a reference for implementing AVS-specific MCP integrations. (Read more) Avs typeScript Example
• Boilerplate MCP Server - TypeScript Model Context Protocol server boilerplate providing IP lookup tools and resources. Includes CLI support and extensible structure for connecting AI systems to external data sources. (Read more) Boilerplate Typescript Ip Lookup
• Bookworm MCP - MCP server for Rust documentation, enabling AI assistants to search and query Rust crate documentation, API references, and code examples. (Read more) Rust Documentation Search
• Chain of Draft Server - Chain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning for API design, architecture decisions, code reviews, and implementation planning. Primarily used in developer workflows for enhanced decision-making. (Read more) Ai Driven Iterative Refinement Reasoning
• Chronos MCP - A Stellar MCP server providing comprehensive functionality for Model Context Protocol with a focus on reliability and extensibility. (Read more) Stellar Reliable Extensible
• Cursor MCP Installer - A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories. (Read more) Cursor Ide Installer Configuration
• D-Zero MCP Server - D-Zero's frontend coding MCP server, providing AI assistants with specialized tools for frontend development workflows, component generation, and code scaffolding. (Read more) Frontend Coding Tool Code Generation
• dart-mcp-demo - Dummy test repository for getting MCP working in Dart, providing practical examples for Dart-based MCP client and server communication. (Read more) Dart Demo Testing
• Deno MCP Template - A template repository for writing and publishing MCP servers using Deno, providing a streamlined starting point for Deno-based MCP server development. (Read more) Deno Template Publishing
• Dive MCP Platform - An open-source MCP Host Desktop Application that seamlessly integrates with any LLM supporting function calling capabilities, providing a unified desktop interface for MCP server management and tool execution. (Read more) Desktop App Open Source Llm Host
• EventCatalog MCP Server - MCP server for EventCatalog, enabling AI assistants to query and manage event-driven architecture documentation and event catalogs. (Read more) Event Driven Documentation Architecture
• fastmcp (PrefectHQ) - A high-level framework for building MCP servers in Python. (Read more) Open Source Framework Python
• fastmcp (punkpeye) - A high-level framework for building MCP servers in TypeScript. (Read more) Open Source Framework Typescript
• FastMCP Claude Desktop - First play with MCP server on Claude Desktop using FastMCP, demonstrating how to set up and run MCP servers with the Claude Desktop application. (Read more) Claude Desktop Fastmcp Demo
• Fiberflow MCP Gateway - Runs Fiberflow MCP SSE Server over stdio, providing a bridge between SSE-based MCP servers and stdio clients for seamless integration. (Read more) Sse Stdio Gateway
• File Edit Check Server - An MCP server that enforces pre-read checks and detailed commit documentation for file operations, promoting safe and well-documented file editing workflows in AI-driven development. (Read more) File Operations Safety Commit Documentation
• FOFA MCP Server - MCP server for the FOFA API, providing easy-to-use FOFA data querying interface for cyberspace search and reconnaissance through natural language. (Read more) Security Reconnaissance Cyberspace Search
• Genkit MCP - Provides integration between Genkit and the Model Context Protocol (MCP), enabling MCP tool calling support in Firebase's Genkit framework for AI applications. (Read more) Typescript Firebase Integration
• Get MCP Keys - A lightweight utility that securely loads API keys for Cursor MCP servers from the home directory, preventing accidental exposure of secrets in repositories. (Read more) Security Api Keys Cursor
• GitHub MCP (oghenetejiriorukpegmail) - A Model Context Protocol MCP server implementation for GitHub integration, enabling LLMs to interact with GitHub repositories, issues, and pull requests. (Read more) Github Integration Repositories
• gomcpgo - A Go framework for building Model Context Protocol servers that enable Large Language Models to securely access tools and data sources, offering a complete framework in Go. (Read more) Go Framework Secure
• Hyper MCP - A fast, secure MCP server that extends its capabilities through WebAssembly plugins, enabling safe and extensible tool execution for AI assistants. (Read more) Webassembly Extensible Sandboxed
• Hyperspell MCP Server - Hyperspell MCP Server providing spell-checking and text correction capabilities through the Model Context Protocol. (Read more) Spell Check Text Correction Language
• Java SSE MCP Server Demo - Java-based SSE MCP server demonstration showing how to implement and run an MCP server using Server-Sent Events transport in Java. (Read more) Java Sse Demo
• Laravel MCP - A package for developing MCP Servers with Laravel, providing a streamlined approach to building PHP-based MCP server integrations within the Laravel framework. (Read more) Laravel Php Package
• LaTeX MathML MCP Server - A Model Context Protocol server that converts LaTeX mathematical expressions to MathML format, enabling AI assistants to render mathematical notation in web-compatible format. (Read more) Latex Mathml Mathematical Notation
• matlab-mcp-server - The MATLAB MCP server provides AI users with powerful scientific computing and data analysis capabilities. It allows users to execute MATLAB code directly in conversations, generate MATLAB scripts from natural language descriptions, and access MATLAB documentation. (Read more) Matlab Scientific Computing Data Analysis
• MCP Advisor - MCP Server to assist LLMs and humans on Model Context Protocol spec compliance and understanding, providing guidance and validation for MCP implementations. (Read more) Spec Compliance Advisory Mcp Spec
• MCP Builder (XD3an) - A Python-based MCP server that installs other MCP servers, acting as a meta-server for discovering and deploying MCP tools programmatically. (Read more) Python Meta Server Installation
• MCP Dart (leehack) - Dart implementation of MCP SDK, providing Dart language support for building MCP servers and clients. (Read more) Dart Sdk Language Support
• MCP Demo Template - A demo template for building MCP servers, providing a starting point for developers to create their own Model Context Protocol server implementations. (Read more) Template Demo Starter
• MCP DNSDumpster - MCP Server for DNSDumpster service, providing DNS reconnaissance and domain data querying capabilities through natural language interface. (Read more) Dns Security Reconnaissance
• MCP Easy Copy - A MCP server that lists all available MCP services for easy copying and usage, simplifying the discovery and configuration of MCP integrations. (Read more) Discovery Configuration Utilities
• MCP Flutter (Arenukvern) - MCP server for Dart VM and Flutter development, enabling AI assistants to interact with Flutter projects and Dart runtime through natural language. (Read more) Flutter Dart Mobile Development
• MCP for Glide Apps - A Model Context Protocol server for the Glide Apps API, enabling AI assistants to interact with Glide applications and manage app data through natural language. (Read more) Glide Apps Low Code Api Integration
• MCP for Neulora - An intelligent MCP server that provides tools for collecting and documenting code from directories, enabling AI assistants to generate comprehensive code documentation automatically. (Read more) Code Documentation Code Analysis Automatic
• MCP for OpenAPI Schema - An MCP server that parses and exposes OpenAPI schemas as tools, enabling AI assistants to understand and interact with any OpenAPI-defined APIs without custom implementations. (Read more) Openapi Schema Api Documentation
• MCP Framework (ronangrant) - Model Context Protocol Framework with fixed version and no logging, providing a streamlined foundation for building MCP server implementations. (Read more) Framework No Logging Fixed Version
• MCP GitHub (ualUsham) - GitHub MCP server designed to enable MCP-compatible LLMs to communicate with the GitHub API for repository management, issue tracking, and code operations. (Read more) Github Repository Management Api Integration
• MCP Go SDK (dentaku7) - MCP Server SDK written in Go, along with several custom MCP servers built using the SDK, demonstrating practical Go-based MCP development. (Read more) Go Sdk Library
• MCP Language Server (t3ta) - Model Context Protocol MCP server that supports multiple Language Server Protocol (LSP) servers, enabling AI assistants to leverage IDE-like code intelligence across multiple languages. (Read more) Lsp Multi Language Code Intelligence
• MCP Latest Package Versions - An MCP server that provides LLMs with the latest stable package versions when coding. (Read more) Package Management Mcp Server
• MCP Link - Convert any OpenAPI V3 API to MCP Server automatically, bridging OpenAPI specifications with Model Context Protocol for seamless AI agent integration. (Read more) Openapi Conversion Api Integration
• MCP Local Router - An MCP local router that serves as an aggregation proxy for multiple MCP servers, enabling unified access to tools from various server endpoints. (Read more) Router Proxy Aggregation
• MCP MSBuild Host - MCP server that acts as an MSBuild host, enabling AI assistants to trigger and manage MSBuild compilation processes through natural language. (Read more) Msbuild Compilation Dotnet
• MCP Node.js Debugger - MCP Node.js debugger that enables AI assistants to debug Node.js applications, set breakpoints, inspect variables, and step through code execution. (Read more) Debugging Nodejs Development
• MCP Proxy Server - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface, enabling centralized access to distributed MCP tools. (Read more) Proxy Aggregation Multi Server
• MCP REST API Tester - A TypeScript-based MCP server that enables testing of REST APIs through Cline, allowing developers to interact with any REST API endpoints directly from their development environment. (Read more) Rest Api Api Testing Development
• MCP Ruby Skeleton - Experimental Ruby implementation of Model Context Protocol - A starter server framework for trying out LLM integrations with Ruby. (Read more) Ruby Experimental Starter Framework
• MCP Runtime - A pre-configured runtime environment that simplifies the setup process for running Model Context Protocol servers on Windows. Integrates Node.js, Python, and Git for seamless MCP development. (Read more) Runtime Windows Pre Configured Environment
• MCP Server (qingtianyu) - A general-purpose MCP server implementation providing extensible tool and resource management for AI assistant integration. (Read more) General Purpose Extensible Mcp Implementation
• MCP Server for kintone - MCP server for kintone, enabling AI assistants to interact with kintone's no-code database and workflow platform through the Model Context Protocol. (Read more) Kintone No Code Workflow
• MCP Server Hub Server - Central gateway to manage multiple MCP servers, eliminating the need to configure and run duplicate server processes for each LLM client like Cline and Cursor. (Read more) Gateway Central Management Multi Client
• MCP Server Montano - Simple MCP Server Implementation demonstrating core Model Context Protocol functionality with tools, resources, and prompts for AI integration. (Read more) Implementation Demo Lightweight
• MCP Server Node - MCP Server built in Node.js that demonstrates how to build an MCP server with custom tools, including loading environment variables from configuration files for seamless integration with AI-assisted environments. (Read more) Nodejs Demo Environment Variables
• MCP Server of Servers - An MCP server that acts as an aggregator for other MCP servers, enabling a single endpoint to access multiple MCP tool sources through one interface. (Read more) Aggregator Multi Server Meta Mcp
• MCP Server Simulator iOS IDB - An MCP server that enables LLMs to interact with iOS simulators through natural language commands, supporting app testing, UI interaction, and debugging on iOS simulators. (Read more) Ios Simulator Mobile Testing
• MCP Server Spring Java - MCP Server implementation using Spring Boot and Java, providing a robust enterprise-grade foundation for building MCP server integrations in the Java ecosystem. (Read more) Spring Boot Java Enterprise
• MCP Server Templates - Templates for building MCP servers for AI assistants, providing structured starting points for various use cases and programming languages. (Read more) Templates Boilerplate Ai Assistants
• MCP Servers Collection (fist-maestro) - A server management repository containing various MCP server implementations for different use cases and integrations. (Read more) Server Management Collection Multi Purpose
• MCP Servers Collection (mericozkayagan) - A consolidated collection of various MCP servers in one repository, providing a curated set of tools and integrations. (Read more) Collection Curated Multi Purpose
• MCP Servers Hub (samanhappy) - A unified hub server that consolidates multiple MCP servers into one single SSE endpoint, simplifying client configuration for multiple MCP integrations. (Read more) Hub Aggregation Sse
• MCP Think - MCP Think tool prebuilt binaries and code, providing reasoning capabilities for AI assistants through the Model Context Protocol. (Read more) Reasoning Tool Prebuilt
• MCP TypeScript Starter - TypeScript starter for MCP server with resource, prompt, and tool support, providing a clean boilerplate for building new MCP servers in TypeScript. (Read more) Typescript Starter Boilerplate
• MCP TypeScript Template - A beginner-friendly foundation for building MCP servers with TypeScript, featuring production-ready utilities, structured code, and working examples for rapid development. (Read more) Template Typescript Beginner Friendly
• MCP Weather - A demonstration MCP server for weather API integration, providing a practical example of how to build MCP servers that fetch and return weather data through natural language interactions. (Read more) Weather Demo Tutorial
• MCP XPath - MCP tool for evaluating XPath expressions on XML and HTML documents, enabling AI assistants to query and extract structured data using XPath queries. (Read more) Xpath Xml Data Extraction
• mcp-boilerplate - A ready-to-use boilerplate template for building Model Context Protocol servers, providing a structured starting point for developers new to the MCP ecosystem. (Read more) Boilerplate Typescript Starter Template
• mcp-doc-forge - An MCP server that provides documentation generation capabilities, enabling AI assistants to automatically create and format technical documentation for code projects. (Read more) Documentation Code Docs Generation
• MCP-HUB - A centralized manager for Model Context Protocol (MCP) servers with dynamic server management and monitoring capabilities, providing a unified dashboard for all MCP servers. (Read more) Server Management Monitoring Centralized
• mcp-inception - An MCP server that enables calling another MCP client from your MCP client, allowing context window offloading, task delegation, and splitting between different AI models. (Read more) Recursive Task Delegation Multi Model
• mcp-language-server - Model Context Protocol server that interacts with Language Server Protocol (LSP), enabling AI assistants to access code intelligence features like diagnostics, completions, and definitions through MCP. (Read more) Language Server Code Intelligence Lsp
• mcp-neovim-server - MCP server for Neovim that enables AI assistants to interact with the Neovim editor, providing tools for buffer manipulation, code navigation, and editor automation. (Read more) Neovim Editor Vim
• mcp-ortools - Model Context Protocol server implementation using Google OR-Tools for constraint solving, enabling AI assistants to formulate and solve operations research problems through natural language. (Read more) Operations Research Constraint Solving Optimization
• mcp-pdf-tools - MCP server for working with PDF files, providing AI assistants with tools to read, extract text, and manipulate PDF documents through the Model Context Protocol. (Read more) Pdf Document Processing Text Extraction
• mcp-server-multiverse - A middleware MCP server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. (Read more) Namespacing Isolation Multi Tenant
• mcp-servers (HakanUcaar) - Example MCP server implementations (MCP server ornekleri / examples) demonstrating various MCP integration patterns and use cases. (Read more) Examples Patterns Integration
• MCPC - MCP server scaffolding tool that provides boilerplate and utilities for quickly creating new MCP server projects. (Read more) Scaffolding Boilerplate Development
• MCPGate - A simple stdio-to-HTTP tunnel that shuttles JSON-RPC requests to SSE endpoints, bridging communication protocols for MCP servers. (Read more) Tunnel Stdio To Http Json Rpc
• mcphost - A CLI host application that enables Large Language Models to interact with external tools through the Model Context Protocol, providing a standardized way to integrate LLMs with MCP servers. (Read more) Cli Llm Host Tool Integration
• MCPO - A simple, secure MCP-to-OpenAPI proxy server that bridges the Model Context Protocol with OpenAPI specifications, enabling OpenAPI endpoints to be consumed as MCP tools. (Read more) Proxy Openapi Open Webui
• MCPOmni Connect - A versatile CLI client designed to connect to various MCP servers using stdio transport, providing seamless integration with OpenAI models and dynamic tool/resource management across multiple servers. (Read more) Cli Client Multi Server Openai
• multimodal-mcp-client - A multi-modal MCP client designed for voice-powered agentic workflows, enabling AI agents to process and interact with multiple media types through the Model Context Protocol. (Read more) Multimodal Voice Agentic Workflows
• Muumuu Domain - Official MCP server to find, buy, and manage domains without leaving chat. (Read more) Official Domains Domain Management
• Mythic MCP - A simple proof-of-concept to expose Mythic (C2 framework) as an MCP server, enabling AI assistants to interact with Mythic through the Model Context Protocol. (Read more) Mythic C2 Security
• Nanoid - A tiny (118 bytes), secure, URL-friendly, unique string ID generator for JavaScript, useful for MCP server ID generation. (Read more) Javascript Id Generator Tiny Secure
• Neoforge MCP Server - NeoMCP server providing Model Context Protocol capabilities, designed as an extensible MCP server implementation for AI integrations. (Read more) Neoforge Extensible Mcp Implementation
• Nest LLM Agent (luis1232023) - Converts Stdio MCP Server to RestFul, enabling easy deployment and integration with web services as an MCP gateway. (Read more) Nestjs Restful Gateway
• Next MCP Server - MCP server that helps LLMs understand Next.js applications better, providing context about project structure, routing, and components for AI-assisted development. (Read more) Nextjs React Code Context
• Okto MCP Server - MCP server using Okto v2 APIs, enabling AI assistants to interact with Okto's web3 wallet infrastructure for blockchain operations. (Read more) Web3 Blockchain Okto
• OpenAPI MCP Server (rahgadda) - MCP server that exposes OpenAPI specifications as MCP tools, enabling AI agents to interact with REST APIs through natural language without custom wrappers. (Read more) Openapi Api Integration Ai Agents
• OpenAPI MCP Server (ReAPI) - OpenAPI specification MCP server that converts OpenAPI specs into Model Context Protocol tools for AI agent integration. (Read more) Openapi Specification Api Integration
• OpenAPI-MCP (guojord) - OpenAPI-MCP proxy translates OpenAPI specifications into MCP tools, enabling AI agents to access external APIs without custom wrapper code. (Read more) Openapi Proxy Api Integration
• OpenRPC MCP Server - A Model Context Protocol server that exposes JSON-RPC functionality through OpenRPC specifications, enabling MCP clients to discover, understand, and invoke JSON-RPC services. (Read more) Json Rpc Openrpc Protocol Bridge
• package-documentation-mcp - MCP Server to retrieve documentation for a package. It enables AI agents to fetch and query package documentation dynamically. (Read more) Documentation Package Manager Search
• Pica MCP - A Model Context Protocol Server for Pica, built in TypeScript, providing API integration capabilities for the Pica platform. (Read more) Typescript Pica Api Integration
• Rails MCP Server - A Ruby gem implementing a Model Context Protocol server for Rails projects, allowing LLMs to interact with Rails applications through MCP tools. (Read more) Ruby Rails Gem
• React Native Debugger MCP - An MCP server that connects to React Native application debugger, enabling AI assistants to inspect app state, debug components, and troubleshoot React Native applications. (Read more) React Native Debugging Mobile Development
• Remote MCP - A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context Protocol servers. (Read more) Remote Access Type Safe Centralized Management
• riza-io/mcp-go - A Go library for building Model Context Protocol (MCP) servers, enabling Go developers to easily create MCP-compliant servers that connect LLMs to external tools and data. (Read more) Go Library Server Development
• Rollup - Next-generation ES module bundler, essential for building MCP server bundles. (Read more) Bundler Es Modules Javascript Open Source
• shadcn MCP Server - MCP server to allow LLMs gain context about shadcn/ui component structure, usage, and installation. Compatible with React, Svelte 5, Vue, and React Native. (Read more) Mcp Server Shadcn Ui Components
• simctl-mcp - MCP server implementation for iOS Simulator control. (Read more) Ios Simulator Local Apple
• SuperGateway - A versatile AI gateway that runs MCP stdio servers over SSE and SSE over stdio, enabling flexible transport bridging for MCP servers across different communication layers. (Read more) Gateway Transport Adapter Sse Bridge
• teamretro-mcp-server - Model Context Protocol (MCP) server for TeamRetro integration. Enables AI to interact with TeamRetro for developer tools and communication. (Read more) Communication Team Retro
• Toolhouse MCP - A Model Context Protocol server that provides access to tools from the Toolhouse platform, giving AI assistants a curated set of pre-built tools for various tasks through a unified interface. (Read more) Tool Collection Toolhouse Pre Built Tools
• Translate Server - A simple translation MCP Server that can translate single files or entire directories. Supports only JSON data (JSON, JS, TS formats), and automatically detects the target language from filenames for automated processing. (Read more) Translation I18n Automation
• Ubie OSS MCP Proxy - A thin MCP proxy that sits between MCP clients and servers, providing lightweight protocol translation and routing capabilities. (Read more) Proxy Lightweight Routing
• unjs MCP - Common ECMAScript module utils for ESM with MCP. (Read more) Esm Javascript Utilities
• Useful MCP Servers - A curated collection of easy-to-setup MCP servers designed for everyday usage, providing practical integrations for common tasks and workflows. (Read more) Collection Everyday Use Easy Setup
• WorkOS AuthKit MCP - A spec-compliant OAuth 2.1 authorization server for MCP that provides SSO-integrated access, scoped tokens, PKCE, consent flows, and client registration (supporting both CIMD and DCR) for enterprise MCP server deployments. (Read more) Oauth Enterprise Auth Mcp

MCP Directories & Registries

• Awesome MCP Hardware - Curated GitHub MCP server discovery tool focused on hardware/IoT servers, with category search and filtering for agent tool discovery. Features community updates, examples for embedded devices/robots. MCP-specific hardware registry vs npm's software packages. (Read more) Registry Discovery Awesome List
• Azure MCP Hub - Curated Azure-specific MCP server discovery tool with categories, guides for search/install in cloud agents. Features deployment templates. Azure MCP registry vs npm. (Read more) Registry Discovery Awesome List
• Glama MCP Server Directory - Automated MCP server discovery tool using introspection for tools/prompts/configs, with search, vulnerability scans, leaderboards for agent tool discovery. Features dynamic filtering, security checks. MCP-specific registry vs npm. (Read more) Registry Discovery Awesome List
• MCP Servers - Curated GitHub list of MCP servers with categories, stars, and links; ideal for discovering tools vs scattered blogs. (Read more) Awesome List Curated Discovery
• Portkey MCP Servers - Online MCP server discovery tool with search/filter by category, integration guides for agent tools. Features dynamic updates. Comprehensive MCP registry vs npm. (Read more) Registry Discovery Awesome List
• All About AI MCP Servers - All About AI MCP Servers collection - a curated set of Model Context Protocol servers covering various AI-related tools and integrations. (Read more) Collection Curated Ai Tools
• guMCP - guMCP by Gumloop provides free, open-source, fully hosted MCP servers for seamless integration with any AI app. (Read more) Open Source Hosted Free
• MCP Playground Online MCP Registry - The MCP Playground Online MCP Registry is a comprehensive directory featuring over 10,000 MCP servers, providing integrations for Claude, Cursor, and any MCP-compatible client. Each server offers tools, prompts, or resources that AI models can use, and users can test them instantly using the free MCP testing tool. (Read more) Directory Registry Mcp Servers
• MCP Server Discovery Desktop App - Desktop MCP server discovery tool with visual browsing, search/filter, one-click install for agent tools. Features management dashboard. Interactive MCP registry vs npm CLI. (Read more) Registry Discovery Awesome List
• PulseMCP - PulseMCP is a registry for browsing hosted MCP tools and use cases, including news for trending MCP servers and apps. (Read more) Registry

Monitoring

• Datadog MCP Server Comprehensive - Comprehensive Datadog Model Context Protocol server providing AI assistants with access to unified observability data including metrics, logs, APM traces, RUM, monitors, dashboards, and specialized toolsets for error tracking and feature flags. (Read more) Monitoring Apm Observability
• Grafana MCP Server - Official Grafana Model Context Protocol server providing comprehensive observability tools for dashboards, Prometheus, Loki, Pyroscope datasource queries, alerting, incident management, and Sift investigations through AI assistants. (Read more) Monitoring Observability Analytics
• OpenTelemetry Unified MCP Server - Unified MCP server for querying OpenTelemetry traces across multiple backends (Jaeger, Tempo, Traceloop), enabling AI agents to analyze distributed traces for automated debugging and observability with support for OTel semantic conventions. (Read more) Opentelemetry Tracing Distributed Systems
• Sentry Error Monitoring MCP - Official remote Model Context Protocol server connecting LLM clients to Sentry's error monitoring and crash reporting platform. Provides direct access to issues, errors, projects, and AI-powered Seer analysis with OAuth authentication and real-time alerting. (Read more) Error Monitoring Crash Reporting Debugging
• Splunk MCP Server - Enterprise log management and analytics server that bridges Splunk Cloud Platform with AI systems, enabling secure execution of SPL queries, report generation, and AI-driven operational insights with RBAC and enterprise authentication. (Read more) Log Management Analytics Enterprise
• ActivityWatch MCP Server - MCP server providing access to ActivityWatch time tracking data, allowing AI assistants to query and analyze user activity logs, productivity metrics, and time usage patterns. (Read more) Time Tracking Productivity Activitywatch
• AgentOps - Provide observability and tracing for debugging AI agents with AgentOps API. This MCP server enables developers to monitor, trace, and debug their AI agent applications through natural language interfaces. (Read more) Observability Tracing Debugging
• Alertmanager MCP - A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager. Provides tools for managing alerts and notifications. (Read more) Prometheus Alerting Open Source
• Arize Phoenix - Inspect traces, manage prompts, curate datasets, and run experiments using Arize Phoenix, an open-source AI and LLM observability tool. Provides comprehensive monitoring capabilities for AI applications. (Read more) Llm Observability Tracing Open Source
• AWS Billing MCP - MCP server for cloud cost monitoring and optimization. Enterprise-backed by AWS, supports VS Code, Claude Code, Cursor. Best for multi-account AWS environments; production ready. (Read more) Enterprise Backed Production Ready Cloud Costs
• AWS CloudGuard MCP - MCP-based system that responds to AWS incidents by analyzing CloudWatch logs for services and alarms, applying diagnostic procedures, and creating JIRA tickets — all powered by Claude Model Context Protocol. (Read more) Aws Incident Response Cloudwatch
• Axiom MCP Server - An official Model Context Protocol server for Axiom, enabling AI assistants to query and analyze logs, traces, and events in Axiom's observability platform through natural language. (Read more) Observability Logs Data Analytics
• Datadog MCP - MCP server providing unified observability platform. Enterprise-backed by Datadog, supports VS Code, Cursor, Claude Code. Best for Datadog customers; production ready. (Read more) Enterprise Backed Production Ready Observability
• Dynatrace MCP Server - Application performance monitoring integration providing real-time observability data access through AI assistants. Enables monitoring of problems, security concerns, metrics, and performance insights via natural language queries. (Read more) Apm Observability Performance
• Grafana MCP - Connects agents to metrics and dashboards. Queries data sources and retrieves visualization snapshots for performance diagnosis. (Read more) Docker Self Hosted Grafana Metrics
• Grafana MCP Observability - MCP Observability tooling from Grafana providing comprehensive monitoring for Model Context Protocol implementations. Enables visualization and analysis of MCP usage, performance metrics, and system health in Grafana Cloud. (Read more) Observability Monitoring Analytics
• Honeycomb MCP Server - Observability platform MCP server for Honeycomb, enabling AI agents to query telemetry data, analyze distributed traces, and debug production systems through natural language with OpenTelemetry integration. (Read more) Observability Opentelemetry Tracing
• Last9 - MCP server bringing real-time production context such as logs, metrics, and traces into local environments to auto-fix code faster using observability data. (Read more) Observability Tracing Local Development
• Last9 MCP Server - MCP server for Last9 observability platform, enabling AI assistants to query and analyze telemetry data, logs, and monitoring information through the Model Context Protocol. (Read more) Observability Last9 Telemetry
• Logfire - MCP server providing access to OpenTelemetry traces and metrics through Logfire, enabling AI agents to investigate observability data and performance issues. (Read more) Opentelemetry Tracing Metrics
• MCP Ayd Server - MCP server for Ayd status monitoring service, enabling AI assistants to check and query the status of monitored services through the Model Context Protocol. (Read more) Monitoring Status Checking Ayd
• MCP Variance Log - Agentic tool that looks for statistical variations in conversation structure and logs unusual events to a SQLite database. (Read more) Agentic Logging Sqlite
• Metoro MCP Server - An MCP server for Metoro, enabling AI assistants to query and interact with Metoro's Kubernetes observability and monitoring data through natural language. (Read more) Kubernetes Observability Monitoring
• Netdata - MCP server for discovery, exploration, reporting, and root cause analysis using all observability data including metrics, logs, systems, containers, processes, and network connections. (Read more) Observability Root Cause Analysis Real Time
• New Relic MCP Server - Model Context Protocol server for New Relic observability platform integration, enabling AI assistants to query and analyze application performance monitoring data. (Read more) Observability Monitoring New Relic
• ntopng MCP Server - MCP server for ntopng network monitoring platform, providing AI assistants with access to network traffic analysis, flow data, and host-level network statistics. (Read more) Network Monitoring Ntopng Traffic Analysis
• OTEL MCP Server - OpenTelemetry Collector MCP server that enables AI assistants to interact with OpenTelemetry data, providing observability data access through the Model Context Protocol. (Read more) Opentelemetry Observability Telemetry
• PagerDuty - MCP server for interacting with PagerDuty accounts, enabling AI agents to manage incidents, services, schedules, and more directly. (Read more) Incident Management On Call Alerting
• PagerDuty MCP - MCP server for incident management and on-call rotations. Enterprise-backed by PagerDuty, supports VS Code, Cursor, Claude Code. Best for teams with on-call rotations; production ready. (Read more) Enterprise Backed Production Ready Incident Management
• PagerDuty MCP Server - On-call assistant for fetching incident details, checking on-call schedules, and triggering resolution workflows. (Read more) Docker Remote Pagerduty On Call
• Plausible MCP Server - MCP Server for the Plausible Analytics API, enabling AI assistants to query website analytics data, traffic statistics, and performance metrics through natural language. (Read more) Analytics Privacy Focused Web Traffic
• Prometheus MCP - MCP server for metrics and alerting queries. Backed by CNCF Community, supports VS Code and Cursor. Best for Prometheus-based monitoring; beta - active development. (Read more) Beta Cncf Metrics
• Prometheus MCP Server - Query and analyze Prometheus, an open-source monitoring system. MIT licensed. (Read more) Open Source Prometheus Metrics
• Rollbar MCP Server - MCP server providing a bridge to Rollbar's error tracking platform for monitoring and analyzing application errors. Enables AI assistants to retrieve error details, manage projects, track deployments, and analyze error patterns through natural language. (Read more) Error Tracking Monitoring Debugging
• Sentry MCP - Official MCP server connecting AI to Sentry error monitoring. Fetches full error context, stack traces, breadcrumbs, correlates with releases, searches issues, inspects performance data. (Read more) Error Tracking Observability Official
• Taiwan AQI MCP Server - MCP server providing access to current and historical 24-hour air quality monitoring station data for Taiwan (R.O.C.), enabling AI assistants to retrieve environmental monitoring information. (Read more) Air Quality Taiwan Environmental
• WireMCP - MCP server for Wireshark (tshark) that empowers LLMs with real-time network traffic analysis capabilities, enabling AI assistants to capture and analyze network packets. (Read more) Network Analysis Wireshark Packet Capture

Project Management Mcp Servers

• Atlassian Remote MCP Server - Enterprise Model Context Protocol server enabling seamless connectivity between Atlassian knowledge (Jira, Confluence) and AI tools, allowing teams to summarize work items, create issues, and perform multi-step actions from AI assistants. (Read more) Atlassian Jira Confluence
• Atlassian Rovo MCP Server - Official remote MCP server from Atlassian securely connecting Jira, Compass, and Confluence with LLMs and IDEs. Enables natural language interaction with Atlassian Cloud for searching content, creating issues, updating pages, and automating workflows. (Read more) Project Management Jira Confluence
• Google Calendar Multi-Account MCP - Advanced Google Calendar MCP server with multi-account support, cross-account conflict detection, smart scheduling, and intelligent import from images, PDFs, or web links. (Read more) Calendar Google Scheduling
• Miro MCP Server - Official Miro hosted MCP server providing secure access to collaborative whiteboard features, enabling AI assistants to create sticky notes, manage boards, and handle enterprise features through 80+ tools. (Read more) Collaboration Whiteboard Visual Collaboration
• Monday.com MCP Server - Official hosted Model Context Protocol server connecting AI assistants like Claude, Cursor, and Copilot Studio to monday.com workspaces. Enables smart task management, project reporting, and workflow automation across 3,000+ apps at no additional cost. (Read more) Work Management Collaboration Automation
• AI Tasks - Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports. (Read more) Task Management Planning Multi Transport
• aikts/yandex-tracker-mcp - MCP Server for Yandex Tracker providing tools for searching and retrieving issues, queues, users. (Read more) Yandex Tracker Python
• Apple Calendar MCP - An MCP server that allows you to interact with your macOS Calendar through natural language, including event creation, modification, schedule listing, and finding free time slots. (Read more) Calendar Macos Scheduling
• ATLAS MCP Server - A Model Context Protocol server for ATLAS, a Neo4j-powered task management system for LLM Agents. Implements a three-tier architecture (Projects, Tasks, Knowledge) to manage complex workflows with Deep Research capabilities. (Read more) Agents Task Management Neo4j
• Atlassian Jira & Confluence Remote MCP - Remote MCP Server that securely connects Jira and Confluence with your LLM, IDE, or agent platform of choice for comprehensive project management and documentation. (Read more) Jira Confluence Remote
• Atlassian Server (phuc-nt) - An MCP server that connects AI agents (Cline, Claude Desktop, Cursor, etc.) to Atlassian Jira & Confluence, enabling data queries and actions through the Model Context Protocol. (Read more) Jira Confluence Ai Agents
• Atono - Modern product teams connect their AI assistant to Atono to create and update stories, bugs, assignments and fixes. Enables AI-driven project management and issue tracking. (Read more) Project Management Issue Tracking Product Team
• AX-Platform - AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows through AX-Platform. (Read more) Agent Collaboration Task Management Workflow
• Berckan/bugherd-mcp - MCP server for BugHerd bug tracking: list projects, view tasks with filters, get details, read comments. (Read more) Bugherd Bug Tracking Cloud
• Buildable - Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects. (Read more) Typescript Project Management Ai Powered
• CalDAV MCP - A CalDAV MCP server to expose calendar operations as tools for AI assistants, enabling integration with any CalDAV-compatible calendar service. (Read more) Calendar Caldav Scheduling
• Calendly MCP Server - Open source Calendly MCP server for scheduling meetings and managing appointments through AI assistants using natural language. (Read more) Scheduling Calendly Meeting Management
• Calendly Scheduling MCP - MCP server for Calendly integration enabling AI assistants to schedule meetings, manage appointments, and handle booking workflows efficiently through natural language interactions. (Read more) Scheduling Calendly Meetings
• DevPlan MCP Server - Generates comprehensive development plans using ClaudeCode-DevPlanBuilder methodology, creating PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md files. Cloud-based. (Read more) Dev Planning Claude Cloud
• effytech/freshdesk-mcp - MCP server integrating with Freshdesk for AI models to interact with support modules and perform operations. (Read more) Freshdesk Support Python
• incentivai/quickchat-ai-mcp - Launch conversational Quickchat AI agent as MCP for real-time access to Knowledge Base and conversational capabilities. (Read more) Chat Knowledge Base Python
• Jellyfish - MCP server providing AI agents with context about team software engineering allocations and workflows through the Jellyfish platform. (Read more) Engineering Management Allocations Workflow
• Linear - MCP server for Linear enabling AI agents to search, create, and update issues, projects, and comments within Linear's issue tracking platform. (Read more) Issue Tracking Project Management Api
• Monday.com - MCP server enabling AI agents to interact with Monday.com boards, items, accounts, and work forms for project and work management. (Read more) Project Management Work Management Boards
• Plain MCP Server - Official Plain customer support platform MCP server exposing 30 tools across five domains. Enables AI assistants to manage support tickets, customers, workflows, and team operations with OAuth 2.0 PKCE authentication. (Read more) Customer Support Helpdesk Crm
• PM Copilot - Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence from both sources with PII scrubbing and accepts business metrics from other MCP servers via kpi_context for composable prioritization. (Read more) Product Management Prioritization Cloud
• Pylon MCP Server - Official Pylon customer support MCP server providing 6 tools with read and write access. Query issues, accounts, users, and contacts, plus update issues and accounts through AI assistants. (Read more) Customer Support Issue Tracking Crm
• Redmine MCP Stateless - Stateless Redmine MCP server where credentials are passed per-request via HTTP headers and never stored on the server. Supports listing, creating, updating issues, full-text search across subjects, descriptions and comments, and editing journals for Redmine 5.0+. Deployable on RHEL with systemd or Docker. (Read more) Stateless Redmine Issue Tracking
• Saga MCP - Jira-like project tracker for AI agents with full hierarchy (Projects > Epics > Tasks > Subtasks), task dependencies with auto-block/unblock, threaded comments, reusable templates, activity logging, and natural language dashboard. SQLite-backed with 31 tools. (Read more) Jira Like Project Tracker Multi Platform
• Todoist MCP Server - MCP server for Todoist integration enabling natural language task management with Claude. Allows AI assistants to create, organize, and manage tasks in Todoist through conversation. (Read more) Todoist Task Management Claude
• tom28881/mcp-jira-server - TypeScript MCP server for Jira with 20+ tools for issue CRUD, sprint management, comments, attachments, batch operations. (Read more) Jira Typescript
• Trello MCP Server - Model Context Protocol server for Trello board management, providing comprehensive tools for interacting with cards, lists, comments, and board activities through AI assistants. (Read more) Project Management Kanban Task Tracking

Healthcare & Biotech MCP Servers

• FHIR - Official MCP server for FHIR data access, supporting EHR retrieval and clinical analysis for healthcare AI. (Read more) EHR FHIR Biomedical
• FHIR MCP - Model Context Protocol server for FHIR resources, enabling AI agents to access standardized healthcare data including EHR from any FHIR-compliant server. (Read more) EHR FHIR Biomedical
• health-record-mcp - MCP server enabling secure AI access to Electronic Health Records (EHR) via SMART on FHIR, supporting retrieval and analysis of patient data for medical AI agents. (Read more) EHR FHIR Biomedical
• PubMed-MCP-Server - Asynchronous MCP server for PubMed searches using BioPython Entrez, ideal for AI agents accessing biomedical literature. (Read more) PubMed Biomedical Research
• PubMed MCP (grll) - MCP server providing PubMed access for medical literature search, supporting AI-driven biomedical research. (Read more) PubMed Biomedical Medical
• Simple PubMed MCP - Minimalist MCP server for querying PubMed database, enabling easy access for medical AI agents. (Read more) PubMed Biomedical Literature

MCP Directories & Marketplaces

• Best of MCP Servers - Curated collection of top MCP servers on GitHub with quality filtering and leaderboards. Features community voting, category browsing, and search for agent tool discovery. Superior curated selection compared to general GitHub awesome lists for MCP server exploration. (Read more) Directory Leaderboard Marketplace
• Docker MCP Registry Official - Official Docker Hub directory for containerized MCP servers, supporting search, ratings, stats, and one-click pulls for agent deployment. Features security scans and leaderboards by downloads. Container-focused registry ideal for scalable MCP discovery vs source-only GitHub lists. (Read more) Directory Registry Leaderboard
• Glama MCP Registry - Largest MCP server marketplace and registry with over 19,000 servers, featuring search, filtering by category/language, usage leaderboards, and daily updates. Essential for discovering production-ready MCP servers for AI agents. Comprehensive scale and analytics surpass static GitHub awesome lists. (Read more) Directory Marketplace Leaderboard
• MCP Registry - Official central directory for Model Context Protocol servers with standardized API endpoints for production, staging, and local discovery. Provides reliable base URLs without advanced search but serves as the authoritative hub for MCP ecosystem navigation. Canonical registry outperforming community GitHub lists with protocol-official governance. (Read more) Directory Registry Official

Web Search Mcp Servers

• Exa AI MCP Server - MCP server connecting AI models to Exa AI's neural semantic search API, enabling safe, up-to-date web searches across diverse sources including academic papers, company data, LinkedIn, Wikipedia, and GitHub with research-optimized semantic understanding. (Read more) Semantic Search Neural Search Research
• Exa AI Search MCP - A neural semantic search MCP server that connects AI models to the Exa AI Search API, enabling intelligent searches across academic papers, company data, LinkedIn, Wikipedia, GitHub, and more with AI-optimized semantic understanding. (Read more) Semantic Search Neural Search Research
• MCP OmniSearch - A unified Model Context Protocol server providing access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, and content enhancement through a single interface. (Read more) Unified Search Multi Provider Content Processing
• Tavily Search MCP - An AI-optimized search API and MCP server designed for factual information retrieval with strong citation support. Tavily filters out noise and low-quality content to deliver cleaner, more reliable search results for AI applications. (Read more) Ai Search Citations Factual Information
• Baidu AI Search MCP - Web search with Baidu Cloud's AI Search, enabling AI assistants to perform intelligent web searches powered by Baidu's AI capabilities. (Read more) Web Search Baidu Ai Search
• Bing Web Search API MCP - Server implementation for Microsoft Bing Web Search API, enabling AI assistants to perform web searches through Bing's search engine. (Read more) Web Search Bing Microsoft
• Chinese MCP Search Service - An MCP-based search service implementation providing both web search and local search functionality. Seamlessly integrates with Cursor and Claude Desktop through the Model Context Protocol for efficient Chinese-language search capabilities. (Read more) Web Search Local Search Chinese
• Co-Browser MCP - Browse the web directly from Cursor and other MCP hosts. This server enables AI assistants to interact with web pages, click elements, and navigate websites programmatically. (Read more) Browser Web Interaction Navigation
• Crawlbase MCP - MCP server that bridges AI agents and LLMs with real-time web data. Powers integrations with Claude, Cursor, and Windsurf using Crawlbase's web scraping, JavaScript rendering, and anti-bot protection. (Read more) Web Scraping Js Rendering Anti Bot
• CSPC MCP Server - A Model Context Protocol server for research and documentation assistance using Perplexity AI. Winner of 1st place at the Cline Hackathon. (Read more) Perplexity Research Documentation
• Deep Web Research MCP Server - Enhanced MCP server for deep web research. Provides advanced web scraping, content extraction, and research analysis capabilities for AI assistants through the Model Context Protocol. (Read more) Deep Research Web Scraping Analysis
• Defuddle Fetch - Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters. (Read more) Web Extraction Markdown Conversion Content Fetch
• DuckDuckGo MCP Server - An MCP server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing. Privacy-focused web search for AI assistants. (Read more) Duckduckgo Privacy Content Fetching
• DuckDuckGo Web Search MCP Server - A simple web search implementation for Claude Desktop using DuckDuckGo API, enabling AI assistants to perform web searches via the Model Context Protocol. (Read more) Duckduckgo Web Search Claude
• fetchSERP MCP - All-in-One SEO & Web Intelligence Toolkit API. Provides SEO data and web intelligence through MCP integration. (Read more) Seo Web Intelligence Analytics
• Google Custom Search - Provides Google Search results via the Google Custom Search API. Enables AI agents to perform web searches with customizable search engine configurations and domain targeting. (Read more) Web Search Google Custom Search
• Google Search MCP - A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration. (Read more) Google Playwright Search
• Google Search MCP (pskill9) - Web search using free Google search with no API keys required. Enables AI assistants to perform web searches and retrieve current information from Google. (Read more) Google Web Search No Api Key
• Gopher MCP - Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently. Provides retro and alternative protocol access for AI agents. (Read more) Gopher Gemini Protocol Cross Platform
• Hyperbrowser - Next-generation platform for AI agents providing scalable browser automation capabilities, enabling AI tools to navigate, interact with, and extract data from websites. (Read more) Browser Automation Web Scraping Ai Agents
• Inkeep - MCP server providing RAG (Retrieval-Augmented Generation) search over custom content, powered by Inkeep's AI search platform for contextual document retrieval. (Read more) Rag Document Search Ai Powered
• Kagi Search - MCP server enabling web search through Kagi's privacy-focused search API, providing high-quality search results without tracking or ads. (Read more) Privacy Web Search Api
• Kagi Search MCP Server - A Model Context Protocol (MCP) server for Kagi search and other tools. Enables AI assistants to perform web searches using Kagi's privacy-focused search engine, providing high-quality search results through MCP. (Read more) Kagi Search Privacy
• Kernel - MCP server providing access to Kernel's cloud-based browsers, enabling AI agents to interact with virtual browser environments remotely. (Read more) Cloud Browser Remote Access Automation
• Keywords Everywhere - MCP server providing access to SEO data through the official Keywords Everywhere API, enabling AI agents to perform keyword research and analysis. (Read more) Seo Keyword Research Api
• KeywordsPeopleUse.com - MCP server for finding questions people ask online using KeywordsPeopleUse, enabling AI agents to access question-based keyword research data. (Read more) Question Research Seo Keyword Data
• Linkup (JS) - JavaScript MCP server providing web search capabilities through Linkup's advanced search API, enabling AI assistants to perform intelligent web searches with natural language queries. (Read more) Web Search Javascript Natural Language
• Local Search MCP Server - An efficient MCP server for local developers providing internet search and content retrieval capabilities. Designed to save tokens while delivering quality search results for coding workflows. (Read more) Local Search Token Efficient Developer Tool
• MCP Fetch Server - A flexible HTTP fetching Model Context Protocol server that enables AI assistants to make HTTP requests, fetch web content, and interact with APIs through standardized tools. (Read more) Http Fetching Api
• MCP Server for Jina Reader - MCP server that retrieves and processes web content using Jina AI's Reader API, enabling LLMs to extract clean text data from web pages and URLs. (Read more) Web Scraping Content Extraction Jina
• MCP Web Research Server - MCP web research server that provides Claude with real-time information from the web, enabling AI assistants to gather current data and research findings during conversations. (Read more) Web Research Real Time Claude
• Perplexity - MCP server connecting to Perplexity's Sonar API for real-time web-wide research in conversational AI applications. (Read more) Web Research Real Time Conversational
• Perplexity AI Search - Advanced conversational search engine that provides direct answers with cited sources by synthesizing information from multiple web pages. It understands complex queries and offers nuanced explanations, ideal for developers researching technical details and solutions. Significantly reduces time spent on sifting through search results for problem-solving and learning. (Read more) Ai Search Conversational Research
• Perplexity API MCP Connector - A Model Context Protocol Server connector for Perplexity API, enabling web search capabilities without leaving the MCP ecosystem. Allows AI agents to leverage Perplexity's research abilities. (Read more) Perplexity Web Search Research
• Playwright Browser MCP - MCP server for browser automation using Playwright, enabling AI assistants to interact with web pages, perform testing, scraping, and automated browsing tasks. (Read more) Playwright Browser Automation Testing
• RAG Web Browser MCP - A MCP Server for the RAG Web Browser Actor, enabling AI assistants to perform web browsing and data extraction tasks through Apify's actor ecosystem. (Read more) Rag Web Browser Data Extraction
• SearXNG MCP Server (ihor-sokoliuk) - MCP Server for SearXNG, a privacy-respecting meta-search engine. Provides AI assistants with search capabilities across multiple search engines through the Model Context Protocol. (Read more) Searxng Privacy Meta Search
• SearXNG MCP Server (SecretiveShell) - MCP server for connecting agentic systems to search systems via SearXNG. Provides privacy-respecting meta-search capabilities through the Model Context Protocol for AI assistant integrations. (Read more) Searxng Meta Search Privacy
• Tavily MCP Server - MCP server for Tavily Search, a search engine optimized for factual information with strong citation support, filtering out noise and low-quality content to deliver cleaner, more reliable results specifically designed for AI applications. (Read more) Factual Search Citations Ai Optimized
• Webclaw - Web content extraction tool for LLM pipelines that delivers clean markdown or structured JSON from any URL. Uses browser-grade TLS fingerprinting without requiring a headless browser, and offers CLI, REST API, and MCP server interfaces. (Read more) Web Scraping Content Extraction Llm Pipeline
• Website Downloader MCP - MCP server to download entire websites, enabling AI assistants to fetch and archive complete web content for analysis, content extraction, and offline reference. (Read more) Website Scraping Archiving Content Extraction

Cloud Storage

• Box - Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box. Official protocol implementation. (Read more) Official Box Cloud Storage
• Box MCP Server - Box MCP Server allows third party AI agents from platforms like Copilot Studio, Cursor, Claude for Desktop to access Box content seamlessly. It extends the agent's capabilities by allowing it to perform actions related to content stored in Box. Official protocol implementation marked with ⭐. (Read more) Official Enterprise File Access
• VideoDB - A serverless video database to easily store, index, search, and stream videos. VideoDB uses AI to automatically tag scenes, generate accurate transcriptions, and quickly retrieve video moments with simple queries. Official implementation. (Read more) Official Video Ai Tagging
• Google Drive - Google Drive integration for file access, search, and management. Enables AI models to interact with Google Drive content via MCP. (Read more) Google Drive Cloud Storage File Management
• Microsoft 365 - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, etc.) using Graph API (including mail, files, Excel, calendar). (Read more) Microsoft Office365 Graph Api

MCP Directories & Registries

• AiMCP - AiMCP is a web directory cataloging MCP clients and servers, enabling developers to discover, compare, and select appropriate Model Context Protocol tools. Features include a gallery view, filtering by tags/properties, featured highlights, and coverage of 50+ integrations across IDEs, productivity tools, and domain-specific servers. Use cases include MCP tool discovery; it offers a visual, filterable interface superior to plain GitHub awesome lists for quick comparisons. (Read more) Directory Curated List Gallery Mcp
• Awesome MCP Servers (punkpeye) - Curated GitHub list of MCP servers with categories, stars, and links; ideal for discovering tools vs scattered blogs. (Read more) Awesome List Curated Discovery
• Awesome MCP Servers (wong2) - Curated GitHub list of MCP servers with categories, stars, and links; ideal for discovering tools vs scattered blogs. (Read more) Awesome List Curated Discovery

Mcp Middleware & Orchestration

• Context7 Memory Manager - The most popular MCP server in 2026 with 11,000 views and 690 installs on FastMCP. Provides advanced memory management capabilities for AI agents, capturing nearly 2x the views of the #2 server in the Memory Management category. (Read more) Memory Management Context Popular
• Linux Foundation Agentic AI Foundation - Agentic AI Foundation (AAIF) governance structure for Model Context Protocol under the Linux Foundation. Founded by Anthropic, Block, and OpenAI in December 2025 to ensure open, standardized AI agent communication. (Read more) Governance Standards Foundation
• Magg Meta MCP Server - Universal meta-MCP server acting as a hub for discovering, installing, and orchestrating multiple MCP servers, allowing LLMs to autonomously manage and coordinate distributed MCP server infrastructure. (Read more) Orchestration Automation Meta Server
• 1mcpserver - MCP of MCPs that automatically discovers, configures, and adds MCP servers on your local machine. Acts as a meta-server for managing other MCP server installations. (Read more) Meta Server Auto Discovery Local Management
• A2A MCP Server - An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants like Claude to seamlessly interact with A2A agents. (Read more) Agent To Agent Protocol Bridge Interoperability
• Agentic Framework - Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history. (Read more) Multi Agent Collaboration Async Messaging
• AllInOneMCP - A central hub for MCP servers that helps discover available MCP servers and learn how to install and use them. Acts as an MCP of MCPs for centralized server management. (Read more) Discovery Hub Remote
• Archestra.AI - Open-source enterprise-ready MCP gateway, registry, orchestrator, credentials management, LLM cost management and chat platform for AI agent infrastructure. (Read more) Gateway Orchestrator Llm Cost Management
• BreakoutRoom - Agents accomplishing goals together in peer-to-peer rooms, enabling collaborative multi-agent task execution and coordination. (Read more) Multi Agent P2p Collaboration

Media Processing Mcp Servers

• ElevenLabs MCP Server - Official ElevenLabs MCP server connecting developers to the AI audio platform for text-to-speech, voice cloning, audio transcription, and building conversational voice agents through simple API calls. (Read more) Text To Speech Voice Ai Audio
• VideoDB MCP Server - AI-powered video database Model Context Protocol server automatically tagging scenes, generating accurate transcriptions, and enabling quick video moment retrieval through simple queries for intelligent video content management. (Read more) Video Ai Assistant Media
• Vimeo API MCP Server - Official Vimeo MCP server providing tools for video management, transcript handling, and statistics retrieval through a standardized Model Context Protocol interface. (Read more) Vimeo Video Official
• Ableton Live MCP (ahujasid) - Ableton integration by ahujasid allowing prompt-enabled music creation. Connects AI assistants to Ableton Live for creative music production workflows. (Read more) Music Production Creative Ableton
• Ableton Live MCP Server - An MCP server to control Ableton Live, enabling AI assistants to interact with the digital audio workstation for music creation and manipulation through natural language prompts. (Read more) Music Production Daw Audio
• Arr Suite MCP - Intelligent MCP server for Plex and the complete *arr media automation suite (Sonarr, Radarr, Prowlarr, Bazarr, Overseerr) with natural language processing for unified media management. (Read more) Plex Media Automation Home Media
• Audius + AI (Atris) - Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius through Claude. (Read more) Music Streaming Audius Decentralized Music
• Azure OpenAI DALL-E 3 MCP Server - An MCP server for Azure OpenAI DALL-E 3 service to generate images from text prompts, enabling AI-powered image creation through natural language. (Read more) Image Generation Dall E Openai
• Bilibili MCP Server - This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more from China's popular video sharing platform. (Read more) Bilibili Video Platform Content Discovery
• Blender MCP (ahujasid) - Blender integration allowing prompt-enabled 3D scene creation, modeling and manipulation through natural language. (Read more) Blender 3d Modeling Scene Creation
• Blockbench MCP Plugin - Blockbench plugin to connect AI agents to Blockbench's JavaScript API. Allows for creating and editing 3D models or pixel art textures with AI in Blockbench. (Read more) Blockbench 3d Models Pixel Art
• CCTV VMS MCP - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times. (Read more) Cctv Video Surveillance Vms
• Code Screenshot Generator - Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing. (Read more) Code Screenshots Syntax Highlighting Developer Tools
• Creatify MCP - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools. (Read more) Video Generation Avatar Videos Text To Speech
• Discogs MCP - An MCP server that connects to the Discogs API for interacting with your music collection, enabling AI assistants to manage and explore music databases. (Read more) Music Collection Management Discogs
• Image Compression MCP - High-performance image compression microservice based on MCP with smart compression that automatically selects optimal parameters, batch processing, and customizable quality control. (Read more) Compression Optimization Images
• ImageMagick Conversion MCP - MCP server for image conversion using ImageMagick and darktable, supporting DNG RAW to WebP conversion with lossless compression and automatic fallback processing. (Read more) Imagemagick Image Processing Conversion
• Kaltura - MCP server for managing Kaltura Event Platform, providing tools for creating, managing, and interacting with Kaltura virtual events. (Read more) Video Platform Virtual Events Event Management
• MCP Media Processor - Comprehensive Node.js MCP server for media processing operations, providing powerful video and image manipulation with FFmpeg and ImageMagick integration for compression and conversion. (Read more) Video Image Processing Ffmpeg
• Orshot - Official Orshot MCP server for dynamically generating images from custom design templates, enabling AI-driven image creation workflows. (Read more) Image Generation Templates Design

Repository & Code Analysis Mcp Servers

• Claude Context with LanceDB - AI-powered semantic code search Model Context Protocol server using LanceDB local vector database with zero-config setup, optional Milvus/Zilliz Cloud support for enterprise semantic code navigation. (Read more) Code Search Vector Database Lancedb
• CodeWeaver MCP Server - Full-stack Model Context Protocol platform for semantic code navigation using natural language queries with support for multiple embedding providers (Voyage AI, OpenAI, Cohere, HuggingFace) and vector databases (Qdrant, Pinecone, Weaviate, ChromaDB). (Read more) Code Search Embeddings Semantic Search
• Sourcegraph Cody MCP - AI code assistant with MCP support providing universal code search capabilities across multiple repositories, enabling AI agents to leverage powerful code navigation and search tools through Model Context Protocol. (Read more) Code Search Ai Assistant Code Navigation
• ADR Analysis - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects. (Read more) Architecture Decision Records Analysis
• AtomGit - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more. Provides AI agents with Git hosting platform capabilities. (Read more) Git Repository Code Management
• C++ MCP - Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships. (Read more) Cpp Semantic Analysis Libclang
• Cicada - AST-powered code intelligence for Elixir projects. Provides 9 tools including function search, call site tracking, PR attribution, git history, and semantic search - reducing AI query tokens by 82%. (Read more) Elixir Ast Analysis Code Intelligence
• Claude Context Scoring (claude-faf-mcp) - MCP server for .faf format. Context scoring engine with project context management for AI-assisted development workflows. (Read more) Context Management Scoring Faf Format
• Consult7 - Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code. (Read more) Code Analysis High Context Claude Code
• Context Crystallizer - AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization. (Read more) Context Engineering Repository Analysis Knowledge Extraction
• GitHub Repository Structure MCP - A Model Context Protocol server that helps AI models read and understand GitHub repository structure and important files, enabling better context for code-related queries. (Read more) Github Repository Llm
• MCP Codebase Index - Structural codebase indexer exposing 17 query tools for functions, classes, imports, dependency graphs, and change impact analysis via MCP. Zero dependencies, supports Python on multiple platforms. (Read more) Codebase Indexing Dependency Graph Zero Deps
• MCP Workspace Server - Comprehensive Model Context Protocol server combining secure file operations, git version control, and GitHub integration tools for complete workspace management through AI assistants. (Read more) Git Github File Management
• MemoryLens MCP - On-demand .NET memory profiling MCP server wrapping JetBrains dotMemory. Uses heuristic rule engine with 10 rules to detect memory leaks, LOH fragmentation, anti-patterns, and provides AI-actionable code fix suggestions for Windows. (Read more) Dotnet Memory Profiling Profiling

Security & Attestation Mcp Servers

• HashiCorp Vault MCP Server - Official secrets management server that integrates with HashiCorp Vault, enabling AI models to list, create, delete mounts and manage KV secrets securely through natural language. Supports both stdio and StreamableHTTP transports. (Read more) Secrets Management Security Enterprise
• mcp-scan Security Tool - Comprehensive MCP server security scanner that detects vulnerabilities, pins tool definitions, monitors for changes, and provides continuous security monitoring through proxy mode. (Read more) Security Vulnerability Scanning Monitoring
• Model Safety PyTorch TensorFlow MCP - Security-focused MCP server for scanning ML model artifacts including PyTorch and TensorFlow checkpoints for unsafe serialization, malicious patterns, and deserialization-based security threats. (Read more) Ml Security Pytorch Tensorflow
• Asgardeo - MCP server to interact with your Asgardeo organization through LLM tools. Enables AI agents to manage identity, authentication, and authorization configurations. (Read more) Identity Authentication Iam
• Attestable MCP - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. This allows an MCP client to verify the server before connecting. (Read more) Tee Attestation Gramine
• Auth0 - MCP server for interacting with your Auth0 tenant, supporting creating and modifying actions, applications, forms, logs, resource servers, and more. Enables AI-driven identity and access management. (Read more) Identity Authentication Tenant Management
• Authenticator App 2FA - A secure MCP server that enables AI agents to interact with the Authenticator App for two-factor authentication management, providing tools for managing and generating 2FA codes. (Read more) 2fa Authentication Security
• AWS Cognito MCP - An MCP server that connects to AWS Cognito for authentication and user management, enabling AI assistants to manage identity and access. (Read more) Aws Authentication Identity Management
• BoostSecurity - Powered by BoostSecurity, the MCP guardrails coding agents against introducing dependencies with vulnerabilities, malware or typosquatting. Provides security scanning for code dependencies. (Read more) Dependency Scanning Vulnerability Detection Malware
• Cryptography E2E MCP - Tiny MCP server with cryptography tools, sufficient to establish end-to-end encryption between LLM agents, enabling secure inter-agent communication. (Read more) Cryptography Encryption E2ee
• Descope MCP - An MCP server to integrate with Descope to search audit logs, manage users, and more for authentication and identity management. (Read more) Authentication Audit Logs User Management
• Mobb - MCP server for Mobb Vibe Shield that identifies and remediates vulnerabilities in both human and AI-written code, ensuring applications remain secure without slowing development. (Read more) Code Security Vulnerability Remediation Ai Security
• PDFActionInspector - MCP server for extracting and analyzing JavaScript Actions from PDF files, providing comprehensive security analysis to detect malicious PDF behaviors and hidden scripts. (Read more) Pdf Security Malware Detection Script Analysis

Workflow & Automation Mcp Servers

• n8n MCP Server - Workflow automation platform with MCP integration enabling AI assistants to manage n8n workflows seamlessly through natural language, supporting 1,084+ nodes and 2,646+ pre-extracted configurations. (Read more) Workflow Automation Low Code
• n8n Workflow Builder MCP - AI assistant integration for n8n workflow automation enabling Claude Desktop, ChatGPT, and other AI assistants to create, manage, and execute n8n workflows through natural language for seamless automation workflow management. (Read more) Automation Workflow No Code
• Zapier MCP Client - Official Model Context Protocol client connecting Claude, ChatGPT, and AI tools to 30,000+ actions across 8,000 apps. Enables AI agents to trigger workflows, automate tasks, and integrate with thousands of services instantly without custom backend code. (Read more) Automation Workflow Integration
• Apache Airflow MCP Server - An MCP server integrating with Apache Airflow, enabling AI assistants to manage and query Airflow DAGs and workflows through the Model Context Protocol. (Read more) Airflow Workflow Orchestration
• Dify MCP Plugin - MCP Client as an Agent Strategy Plugin for Dify. Dify is not an MCP server but an MCP host, enabling the integration of MCP capabilities within the Dify AI application platform. (Read more) Dify Agent Strategy Mcp Host
• Google Calendar - Integration with Google Calendar to check schedules, find time, and add or delete events. Enables AI agents to manage calendars and scheduling through natural language. (Read more) Calendar Google Scheduling
• Google Tasks - Google Tasks API Model Context Protocol Server. Enables AI agents to create, manage, and organize tasks through Google Tasks integration. (Read more) Task Management Google Productivity
• Google Workspace - Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport. Provides unified Google productivity suite integration for AI agents. (Read more) Google Workspace Calendar Drive Gmail
• IBM wxflows - IBM's tool platform for building, testing, and deploying tools for any data source, enabling AI agents to create and manage data integrations through MCP. (Read more) Data Integration Tool Building Ibm
• iFlytek SparkAgent Platform - Example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform. Enables AI agents to orchestrate multi-step workflows through iFlytek's SparkAgent task chaining capabilities. (Read more) Iflytek Task Chaining Workflow
• Integromat/Make MCP Server - Make MCP Server for the Integromat/Make automation platform, enabling AI assistants to create and manage automation workflows through the Make platform. (Read more) Integromat Make Automation
• Kintone - Official local MCP server for Kintone, enabling AI agents to interact with Kintone's business application platform for workflow automation and data management. (Read more) Business Apps Data Management Official
• KirokuForms - AI-powered form platform combining professional form building with Human-in-the-Loop (HITL) capabilities, enabling custom forms, submission collection, and human oversight integration via MCP. (Read more) Forms Hitl Ai Powered
• Linear MCP Server (Cline) - A private MCP server for accessing Linear project management platform. Enables AI assistants to manage issues, projects, and teams on the Linear platform programmatically through the Model Context Protocol. (Read more) Linear Project Management Issue Tracking
• LinkedIn MCP Runner - MCP server enabling AI agents to write, edit, and schedule LinkedIn posts directly from ChatGPT and Claude through the LiGo integration. (Read more) Linkedin Social Media Post Scheduling
• Magic Meal Kits - MCP server unleashing Make's full potential, enabling AI agents to interact with Make automation workflows and scenarios for no-code workflow automation. (Read more) Make No Code Workflow
• Make - MCP server turning Make scenarios into callable tools for AI assistants, enabling AI-driven no-code workflow automation through Make's platform. (Read more) No Code Workflow Scenarios
• n8n MCP Server (illuminaresolutions) - MCP server implementation for n8n workflow automation, enabling AI assistants to create, manage, and trigger n8n workflows programmatically through the Model Context Protocol. (Read more) N8n Workflow Automation
• n8n MCP Server (leonardsellem) - MCP server that provides tools and resources for interacting with the n8n API, enabling AI assistants to manage workflow automation through the n8n platform. (Read more) N8n Automation Workflow
• n8n MCP Server (makafeli) - MCP server for programmatically creating and managing n8n workflows, enabling AI assistants to automate workflows through n8n's automation platform. (Read more) N8n Workflow Automation No Code
• Parallel Task MCP - MCP server for initiating deep research and batch tasks, enabling AI agents to run parallel research and processing workflows. (Read more) Batch Processing Deep Research Parallel
• Prefect MCP Server - Model Context Protocol server for Prefect workflow orchestration platform, providing AI assistants with deep orchestration awareness for managing complex workflows, deployments, and infrastructure through natural language. (Read more) Workflow Orchestration Devops
• Raycast MCP Server - Comprehensive Model Context Protocol server for Raycast providing 9 powerful tools for AI-native macOS workflow automation including extensions, workflows, search, clipboard, and shortcut management. (Read more) Productivity Macos Automation
• Siri Shortcuts MCP - MCP for calling Siri Shortcuts from LLMs, enabling AI assistants to trigger macOS and iOS shortcuts to perform various system actions and automations. (Read more) Siri Shortcuts Macos
• Temporal MCP Server - Workflow orchestration bridge that connects AI assistants to Temporal clusters, enabling natural language control over durable workflows. Provides 19 tools for complete workflow lifecycle management, signaling, and schedule orchestration. (Read more) Workflow Orchestration Durable Execution
• Workato MCP Server - Enterprise-level integration and automation platform with Model Context Protocol support, providing AI agents access to 2,500+ pre-built app connectors with built-in security, compliance, and scalability features. (Read more) Enterprise Automation Integration

AI Agent & Orchestration MCP Servers

• n8n Workflow Automation MCP - Visual MCP server for multi-agent orchestration using n8n's 400+ nodes. Supports tool calling, workflow chaining, and task delegation across integrations. MCP-native visual agents outperform LangChain in no-code flexibility. (Read more) Multi Agent Orchestration Agentic N8n No Code
• Strands Agents MCP Server - MCP server for building long-running multi-agent systems with persistent state, tool calling, and async orchestration. Supports context messaging and task delegation across sessions. Ideal for agent workflows in enterprise automation; MCP-native vs LangChain for reliable execution. (Read more) Multi Agent Orchestration Agentic Long Running Tasks Aws

API Integration & Gateway MCP Servers

• Agoda APIAgent - Universal MCP proxy/gateway converting any REST/GraphQL API to MCP server for OpenAI/Claude access, with zero code/deployments via schema introspection and DuckDB SQL processing. Includes auth proxy, rate limiting features. Enables unified agent API calls; standardizes protocol vs direct SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• Apollo GraphQL MCP Server - Official MCP proxy/gateway for Apollo GraphQL APIs, enabling OpenAI/Claude natural language queries via MCP tools from schema. Features auth proxy, rate limiting. Unified GraphQL calls for agents; protocol standardization vs direct SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• AccuWeather Forecast MCP - MCP proxy/gateway for AccuWeather API enabling OpenAI/Claude models to access hourly and daily weather forecasts via standardized MCP protocol. Features authentication proxy and rate limiting for secure, reliable access. Supports unified agent API calls for weather data; provides protocol standardization versus direct SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• ActionKit by Paragon - MCP proxy/gateway for Paragon's ActionKit API, connecting OpenAI/Claude to 130+ SaaS integrations like Slack and Salesforce via MCP. Features auth proxy and rate limiting. Enables unified agent API calls across SaaS platforms with protocol standardization over direct SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• Amazon Fresh MCP Server - MCP proxy/gateway for Amazon Fresh grocery API, allowing OpenAI/Claude to browse products, manage lists, place orders via MCP. Features auth proxy, rate limiting. Unified agent calls for e-commerce; protocol standardization over direct SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• APIAgent - Universal API to MCP Converter - MCP gateway converting REST/GraphQL APIs to MCP for OpenAI/Claude, zero code/deploy via introspection. Auth proxy, rate limiting included. Unified agent API access; standardizes vs SDKs. (Read more) API Proxy OpenAI Compatible Tool Calling
• APISIX-MCP - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX. (Read more) Apache Apisix Llm

Cloud & DevOps MCP Servers

• AWS Official MCP Servers - Collection of official MCP servers from AWS Labs allowing AI agents to interact with core services like S3, Lambda, DynamoDB, ECS, and CloudWatch for cloud resource management. Supports IAM/STS authentication, multi-region operations, and comprehensive API coverage for compute, storage, and monitoring. Enables DevOps automation in agent workflows, offering conversational access unlike Terraform's declarative IaC. (Read more) Aws Cloud Infrastructure
• Azure DevOps MCP Server - Microsoft's official MCP server for Azure DevOps enables AI agents to manage work items, pipelines, repos, and builds via natural language. Features PAT/OAuth auth, full CI/CD integration, test plans, and security scanning. Supports DevOps agent automation for project management, conversational alternative to REST APIs or Terraform for app lifecycle. (Read more) Azure Devops Ci Cd
• Amazon SageMaker Unified Studio MCP for Spark Upgrade - MCP server in SageMaker Unified Studio for AI agents to automate Apache Spark upgrades and migrations to AWS Glue/EMR services. Offers code refactoring, compatibility testing, cluster modernization with AWS-native integrations and auto-provisioning. Supports DevOps agent workflows for data engineering, more specialized for Spark than Terraform's general IaC. (Read more) Aws Spark Data Processing
• Argo CD MCP Server - MCP interface for AI agents to manage GitOps continuous delivery in Argo CD, handling app syncs, rollbacks, health checks across clusters. Includes API wrapping for deployments, status monitoring, multi-cluster support. Ideal for DevOps automation in K8s environments, focused on CD unlike Terraform's provisioning. (Read more) Kubernetes Gitops Cd
• AWS MCP Server - Official reference implementation for AWS. Exposes AWS SDK capabilities for resource inspection and management via chat interface. Supports Docker and remote deployment. (Read more) Docker Remote Aws Cloud
• Azure MCP Server - Official Microsoft implementation for Azure resource management. Enables interaction with Azure Resource Manager (ARM) to audit and modify resources. (Read more) Docker Remote Azure Microsoft
• CloudBees MCP Server - CloudBees MCP server bridging software delivery platform APIs for AI agents in CI/CD and DevOps. Features platform auth, pipeline governance support. Use cases: AI automation in enterprise DevOps workflows, integrated alternative to SDKs. (Read more) Cloud Devops Cicd
• Cloudflare Agents MCP Server - Allows agents to interact with Cloudflare Workers, KV, and DNS settings. Ideal for checking deployment statuses or clearing caches. (Read more) Remote Cloudflare
• Cloudflare MCP Servers - Cloudflare MCP servers bridging APIs for AI agents to manage Workers, KV, DNS, cache. Features API token auth, remote operations across edge network. Use cases: AI cloud infra mgmt without dashboard, simpler than direct SDKs for agent-driven tasks. (Read more) Cloud Devops Edge
• Docker Helm MCP Server - Docker Helm MCP Server enables Infrastructure as Code (IaC) via MCP for Kubernetes application deployments using Helm charts. It provides secure authentication for repositories, chart operations (install/upgrade/list), release management, and real-time ops via SSE, with OCI registry support. Ideal for agentic DevOps workflows automating deployments and management conversationally, unlike verbose CLI tools requiring scripting and manual auth. (Read more) Helm Kubernetes IaC Kubernetes
• Google Cloud MCP Server - Provides agentic access to Google Cloud resources such as compute instances, storage buckets, and IAM roles via natural language. (Read more) Local Google Cloud Gcp
• Helm Chart Analyzer MCP - Helm Chart Analyzer MCP server facilitates IaC validation and optimization via MCP for Kubernetes Helm charts. Features dependency tree analysis, configuration reviews, security scans, version compatibility checks, and best practice recommendations with repo authentication. Supports agent DevOps use cases for pre-deployment audits and issue resolution through LLMs, providing deeper insights than CLI tools like helm dependency. (Read more) Helm Kubernetes Analysis IaC Kubernetes
• K8s MCP Server Toolkit - K8s MCP Server Toolkit offers comprehensive IaC and operational management via MCP, integrating kubectl, Helm, Istio, and ArgoCD for Kubernetes clusters across EKS, GKE, AKS. Includes cloud-native authentication, multi-cluster switching, sandboxed execution, and audit logging for safe ops. Enables agentic DevOps for deployments, troubleshooting, and GitOps workflows through natural language, reducing CLI tool complexity and manual context switching. (Read more) Kubernetes Helm Devops IaC Kubernetes
• Kubernetes MCP Server - Wrapper around kubectl for safe interactions with Kubernetes clusters. Allows agents to list pods, describe failures, and restart services securely. (Read more) Docker Self Hosted Kubernetes Kubectl
• KubeSphere MCP - Provides MCP access to KubeSphere for cloud operations. Features: cluster management, deployments. Use cases: AI-driven infrastructure automation. Compares to Terraform MCP by native K8s focus. (Read more) Kubernetes Devops Orchestration
• Vercel MCP - Tightly integrated with Vercel ecosystem for inspecting deployment logs and runtime errors. Analyzes build failures and proposes fixes. (Read more) Remote Vercel Deployments

Cloud & DevOps MCP Servers

• AWS MCP Essential Setup - A remote, managed MCP server hosted by AWS that provides comprehensive AWS API access, up‑to‑date AWS documentation, and support for agent SOPs to manage and explore AWS resources via natural language. It includes command validation, security controls, and coverage of all AWS services for infrastructure management and operations. (Read more) Aws Managed Cloud
• awslabs/mcp - Official AWS MCP servers that provide seamless Model Context Protocol integration with a wide range of AWS services and resources, enabling AI assistants to interact with AWS infrastructure programmatically. (Read more) Aws Cloud Infrastructure
• Appcircle MCP Server - An MCP Server that integrates with Appcircle to provide access to its automated mobile DevOps and CI/CD capabilities from MCP-compatible clients. (Read more) Cicd Mobile Devops
• AppDrag MCP Server - An MCP Server for AppDrag, connecting its serverless development platform to MCP agents so they can manage and orchestrate serverless resources. (Read more) Serverless Cloud app-management
• Aptible - A compliance-focused MCP server platform ideal for HIPAA-regulated and security-sensitive apps, offering production-ready infrastructure and robust security features. (Read more) Compliance Security Managed Cloud
• AWS CDK MCP Server - MCP server focused on AWS CDK workflows, enabling infrastructure-as-code development and security compliance checks through Model Context Protocol interactions. (Read more) Aws Infrastructure As Code Devops
• AWS Cloud Control API MCP Server - MCP server for AWS Cloud Control API that provides comprehensive AWS resource CRUDL management with integrated security scanning, exposing standardized resource operations via MCP. (Read more) Aws Infrastructure As Code Resource Management
• AWS CloudFormation MCP Server - MCP server enabling direct Amazon CloudFormation resource management by leveraging the Cloud Control API, allowing assistants to manage stacks and resources programmatically. (Read more) Aws cloudformation Infrastructure As Code
• AWS IoT SiteWise MCP Server - An MCP server exposing AWS IoT SiteWise capabilities for industrial IoT asset management, data ingestion, monitoring, and analytics. (Read more) Iot Industrial Monitoring
• AWS Lambda MCP Server - A community MCP Server for AWS Lambda that enables serverless cost tracking and automation of Lambda functions from within the MCP ecosystem. (Read more) Aws Lambda Cloud Automation Mcp
• AWS MSK MCP Server - An MCP server for managing, monitoring, and optimizing Amazon MSK (Managed Streaming for Apache Kafka) clusters with recommended best practices. (Read more) Aws Kafka Streaming
• azure-cli-mcp - Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using local credentials. Implements the Model Context Protocol (MCP), making it a notable MCP Server. (Read more) Mcp Azure Cli Cloud
• azure-resource-graph-mcp-server - An MCP server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to monitor Azure infrastructure via MCP. (Read more) Mcp Azure Cloud Monitoring
• bright8192/esxi-mcp-server - A VMware ESXi/vCenter management server based on MCP, providing REST API interfaces for virtual machine management via the MCP protocol. (Read more) Mcp Cloud vmware Infrastructure Open Source
• Buildkite MCP Server - An MCP server for Buildkite CI/CD at https://mcp.buildkite.com/mcp, allowing MCP-compatible agents to interact with Buildkite pipelines and builds using OAuth2.1. (Read more) Cicd Pipelines Automation
• BunnyCDN MCP Server - An MCP Server that integrates with BunnyCDN to manage and interact with its content delivery network services through MCP workflows. (Read more) Cdn Cloud Performance
• ByteNite MCP Server - An MCP Server for ByteNite, exposing its distributed computing resources for high-throughput applications within MCP-based automations. (Read more) Distributed Computing High Performance Infrastructure
• CDK MCP Server - An MCP server focused on AWS Cloud Development Kit (CDK) workflows, enabling AI assistants to generate and refine infrastructure-as-code implementations that follow AWS best practices and use the latest APIs. (Read more) Aws Infrastructure Automation
• Cisco Meraki MCP Server - An MCP Server that connects to Cisco Meraki’s cloud-based networking platform, providing access to wireless, switching, security, cameras, sensors, and related APIs via MCP. (Read more) Networking Infrastructure Cloud
• Cloudflare (API key) MCP Server - An MCP Server for interacting with Cloudflare’s API using an API key, allowing MCP-based tools and workflows to manage CDN, DNS, security, and DDoS protection resources programmatically. (Read more) Cloudflare Dns Security
• cloudflare-edge-mcp-server - An official MCP Server for Cloudflare Edge, providing edge-AI caching and the ability to deploy Cloudflare Workers via MCP integration. (Read more) Mcp Cloudflare Edge Ai Integration
• Cloudstack MCP - An MCP server that enables natural language management of Apache CloudStack infrastructure, translating user requests into API calls for VM deployment, resource management, and infrastructure operations without requiring direct API knowledge. Directly relevant as an example of a specialized Model Context Protocol (MCP) server. (Read more) Mcp Cloud cloudstack Infrastructure
• Cloudtasks Mcp - An MCP server for interacting with Google Cloud Tasks queues and tasks using natural language, allowing management and handling of tasks via Claude Desktop. Illustrates the use of MCP servers for cloud task automation. (Read more) Mcp Cloud Google Cloud task-automation
• Cloudwatch Logs Mcp - A Python-based MCP server providing direct access to AWS CloudWatch logs, with tools for listing log groups and retrieving filtered log entries, built on FastMCP and boto3. Demonstrates an MCP server for cloud log management. (Read more) Mcp Aws Cloudwatch Logs
• Clusters Api - An MCP server implementation providing endpoints for wallet-based authentication, cluster management, and name registration. Direct example of an MCP server for cluster operations. (Read more) Mcp Cluster Management Api Authentication
• Codemagic MCP Server - An MCP Server integration for Codemagic, enabling MCP tools to orchestrate and monitor mobile-first CI/CD workflows within Codemagic pipelines. (Read more) Cicd Mobile Automation
• containerinc-mcp - An MCP server that enables automating deployment of containerized applications directly from code editors, streamlining workflows through GitHub authentication and Docker image publishing. (Read more) container Deployment Automation Github
• Cortex MCP Server - A Cortex MCP server at https://mcp.cortex.io/mcp that integrates Cortex’s internal developer portal with MCP tools via API key authentication. (Read more) Developer Portal Devops Service Catalog
• Cost Analysis MCP Server - An MCP server that provides cost estimation and analysis for AWS infrastructures, allowing AI assistants to answer questions about projected monthly costs, budgeting, and service-level expense breakdowns before deployment. (Read more) Cost Optimization Aws Analytics
• databricks-mcp-server - Databricks, via its Mosaic framework, provides MCP server capabilities that connect Delta Lake and ML pipelines to LLMs, focusing on enterprise-scale context delivery and AI-ready data preparation. (Read more) Mcp Databricks Cloud Enterprise Ai Integration

Content Extraction & Summarization Mcp Servers

• MarkItDown Official MCP - Official Microsoft MarkItDown MCP server for converting various file formats to Markdown using the MarkItDown utility, optimized for AI model consumption and document processing. (Read more) Markdown Microsoft Official
• Video Transcriber MCP Whisper - Universal video transcription MCP server supporting 1000+ platforms including YouTube, Vimeo, TikTok, and Twitter using OpenAI's Whisper model for accurate speech-to-text conversion. (Read more) Transcription Whisper Video
• Apify - Use 6,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more. Apify provides powerful web scraping and automation capabilities through its MCP server. (Read more) Web Scraping Data Extraction Cloud Tools
• BrightData - Discover, extract, and interact with the web through one interface powering automated access across the public internet. BrightData provides web scraping and data collection capabilities for AI agents. (Read more) Web Scraping Data Collection Internet Access
• ChatSum - Query and summarize chat messages with LLM by mcpso, enabling AI-powered chat conversation analysis and summarization through natural language queries. (Read more) Chat Analysis Summarization Llm Query
• Markdownify MCP Server - Universal conversion MCP server that transforms various file types and web content to Markdown format, supporting PDFs, images, audio files, web pages, and more for AI consumption. (Read more) Markdown Conversion Document Processing
• Mission Squad RSS MCP - Enterprise-grade RSS/Atom feed MCP server with intelligent caching, batch processing, content monitoring, and full-text search for automated feed processing workflows. (Read more) Rss Enterprise Monitoring
• Multi-Platform Video MCP - Universal MCP server for downloading video transcripts and videos from YouTube, Vimeo, Twitter/X, TikTok and other major platforms in plain text format for AI analysis. (Read more) Video Multi Platform Transcripts
• Olostep - MCP server for web search, scraping, and crawling with real-time results returned in clean markdown format for AI consumption. (Read more) Web Crawling Markdown Extraction Real Time
• Oxylabs - MCP server for scraping websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction at scale. (Read more) Web Scraping Dynamic Rendering Structured Data
• RSS Crawler MCP Server - Advanced RSS MCP server that fetches, parses, and stores RSS feeds in SQLite, enabling seamless news and article retrieval with filtering, searching, and Firecrawl-powered article access. (Read more) Rss Crawler Sqlite
• RSS Reader MCP Aggregator - MCP server for RSS feed aggregation and article content extraction, enabling AI assistants to subscribe to feeds, retrieve article lists, and extract full content formatted as Markdown. (Read more) Rss News Content Extraction
• YouTube Transcript MCP - An MCP server that allows downloading transcripts of YouTube videos, enabling AI assistants to access video content, summaries, and analysis through YouTube transcripts. (Read more) Youtube Transcripts Video
• YouTube Transcription MCP - MCP server for downloading YouTube subtitles and transcripts using yt-dlp, enabling AI assistants to analyze and summarize video content through natural language queries. (Read more) Youtube Transcription Subtitles

Data Visualization

• Looker MCP Server - Google Cloud business intelligence integration from the MCP Toolbox for Databases, connecting AI applications to trusted data from Looker environments. Enables chatbots and custom agents to query and analyze Looker semantic models. (Read more) Business Intelligence Google Cloud Analytics
• Vizro MCP - Tools and templates to create validated and maintainable data charts and dashboards. Local deployment. (Read more) Dashboards Charts
• AntV Chart MCP - A Model Context Protocol server for generating 15+ visual charts using AntV, enabling AI assistants to create data visualizations through natural language. (Read more) Charts Antv Visualization
• MCP VegaLite Server - MCP server to generate visualizations from data using VegaLite format and renderer. (Read more) Vegalite Visualization Charts
• Metabase MCP Server - Open-source business intelligence platform integration with 70+ tools for dashboards, queries, permissions, and monitoring. Enables business leaders and analysts to interact with BI assets using natural language through AI assistants. (Read more) Business Intelligence Analytics Visualization
• mindpilot-mcp - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". (Read more) Diagrams Mermaid Local
• Penrose MCP Server - Server interfacing with Penrose for programmatic mathematical diagrams. Creates domain-specific languages, substances, styles, and generates SVG diagrams. (Read more) Mathematics Visualization Open Source
• Power BI Modeling MCP Server - The Power BI Modeling MCP Server brings Power BI semantic modeling capabilities to AI agents, enabling them to interact with Power BI datasets and models. (Read more) Power Bi Analytics Semantic Modeling
• Recharts - Redefined chart library built with React and D3, suitable for data visualization in MCP server applications. (Read more) Open Source React D3 Charts
• Tableau MCP Server - MCP server for Tableau that enables data exploration and insight communication with rich visuals. Supports dashboard refreshes, snapshots, KPI alerts, and posting summaries to collaboration tools. Ideal for analysts and leaders needing visual narratives and repeatable KPI reporting from governed data. (Read more) Visualization Analytics Dashboards
• Viznoir - Cinema-quality science visualization MCP server for CFD/FEA/SPH with 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data using headless EGL/OSMesa. (Read more) Visualization Scientific Open Source

Developer Tools

• PrefectHQ FastMCP - High-level Python framework for building MCP servers. (Read more) Framework Python Open Source
• Tyk API-to-AI - Tyk API-to-AI converts APIs into AI-agent interactable MCP resources through Tyk's API management platform. Features include governance, observability, rate limiting, access control, and monitoring for enterprise deployments. Ideal for bridging traditional APIs with AI workflows in production settings. (Read more) Tyk Api Management Mcp
• AI-Create - Go-based CLI tool by XXLV for converting OpenAPI definitions to MCP servers with inspector for debugging and Claude integration. Customizable with flags for OAS path and version. Suited for debugging MCPs and Claude developers, static, auth support. (Read more) Cli Static Claude
• Chrome DevTools - Use Chrome DevTools for website test speed, debugging, and performance analysis. Essential Chrome developer tools for MCP. (Read more) Debugging Performance Developer Tools
• Figma Context MCP - MCP server to provide Figma layout information to AI coding agents like Cursor in local TypeScript environments. (Read more) Local Typescript
• Flutter Development - MCP server for building beautiful cross-platform mobile apps with Flutter and Dart. Covers widgets, state management using Provider or BLoC, navigation, API integration, and Material Design principles. (Read more) Flutter Dart Mobile Development
• MCP Discovery - MCP Discovery is a lightweight Rust-based CLI service for decentralized discovery and registration of MCP servers, allowing AI agents to dynamically find available tools and resources. It introspects server capabilities without relying on central registries, promoting a distributed ecosystem. Unlike centralized registries, it enables peer-to-peer agent tool discovery for more resilient operations. (Read more) Discovery Registry Cli Rust
• MCPGen - Go CLI tool by Lyeslab for single-command creation of fully functional MCP servers. Quick operational server generation. Static, no auth. (Read more) Cli Static Single Command
• openapi-mcp-generator - TypeScript CLI tool converting OpenAPI specs to MCP servers with auth, proxy, auto Zod schemas, and typed server generation. Robust for TypeScript users. Static, auth support. (Read more) Cli Static Typescript Oauth2
• sbb-mcp-server - A TypeScript starter project for building MCP servers with an echo server implementation, supporting both STDIO and SSE communication modes. Ideal for developers starting with MCP server development. (Read more) Typescript Starter Echo Server
• Zuplo - Popular API gateway with MCP features including OpenAPI to MCP conversion and native MCP development for compatible AI tools and agents. (Read more) Api Gateway Mcp Native

DevOps

• GitHub Official MCP Server - The official GitHub MCP Server providing seamless integration with GitHub's entire ecosystem, including GitHub Actions management, pull request workflows, issue tracking, security scanning, notifications, and repository administration through natural language commands. (Read more) Github Ci Cd Repository Management
• mcp-konnect - A Model Context Protocol server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics through natural language. (Read more) Api Gateway Kong Traffic Analytics
• aaPanel MCP Server - An MCP Server for aaPanel, enabling AI assistants to manage aaPanel hosting control features through natural language commands. (Read more) Aapanel Hosting Control Panel
• AWS IaC MCP Server - Complete Infrastructure as Code toolkit with CloudFormation documentation access, CDK best practices guidance, construct examples, security validation, and deployment troubleshooting. Supports IaC workflows for AWS infrastructure. (Read more) Open Source Aws Infrastructure As Code
• Azure-DevOps - AI-driven interactions with Azure DevOps APIs for project management and DevOps workflows via natural language. (Read more) Azure Devops Ci Cd Project Management
• Firefly MCP - Firefly MCP server enabling AI assistants to interact with Firefly's cloud infrastructure management platform for resource provisioning and monitoring. (Read more) Firefly Cloud Management Infrastructure
• Heimdall - Guard your autonomous agents from misbehaving with the MCP Guardian proxy. A security-focused proxy that monitors and controls MCP interactions to ensure safe AI agent behavior. (Read more) Security Guardian Proxy
• JFrog - DevOps solution providing MCP integration within its supply chain ecosystem, enabling easy connections for agents already in the JFrog environment. (Read more) Devops Mcp Supply Chain
• KAI (basebandit) - An MCP Server for Kubernetes, providing cluster management and workload operations through natural language interactions. (Read more) Kubernetes Cluster Management Devops
• Koppla - A Model-Context-Protocol server for Active Directory, enabling AI assistants to manage and query Active Directory services through natural language. (Read more) Active Directory Identity Management Infrastructure
• MCP 1Panel - Model Context Protocol server implementation for 1Panel, enabling AI assistants to manage server panels, websites, and hosting environments through natural language. (Read more) 1panel Server Management Hosting
• MCP BT Panel - MCP protocol-based API tool for the Baota (BT) Panel, enabling interaction with the Baota hosting panel API through the MCP protocol. (Read more) Baota Bt Panel Hosting
• MCP k8s-eye - MCP Server for Kubernetes management and workload status analysis, enabling AI assistants to monitor, diagnose, and manage k8s clusters through natural language. (Read more) Kubernetes Monitoring Cluster Management
• MCP Server DanchoiCloud - MCP Server integration with DanchoiCloud services, enabling AI assistants to interact with cloud resources and management tools. (Read more) Cloud Danchoi Management
• mcp-server-docker - MCP server for Docker that enables AI assistants to manage Docker containers, images, volumes, and networks through natural language interactions. (Read more) Docker Containers Container Management
• Modal MCP Server - MCP Server for managing Modal applications, enabling AI assistants to deploy, configure, and monitor serverless cloud workloads through the Modal platform. (Read more) Modal Serverless Cloud Deployment
• Model Context Protocol Veeam - A collection of MCP Servers for Veeam backup and recovery solutions, enabling AI assistants to interact with Veeam infrastructure for backup management and monitoring. (Read more) Veeam Backup Infrastructure
• Netlify MCP Server - MCP server for JAMstack deployment on Netlify, handling site deployment, project management, and CLI integration. (Read more) Official Netlify Jamstack
• ONOS MCP Server - Model Context Protocol server implementation that provides network control and management capabilities through the ONOS SDN controller. (Read more) Sdn Onos Networking
• Pinner MCP - Model Context Protocol server to pin components to their immutable versions, enabling AI assistants to manage dependency versioning and artifact pinning. (Read more) Dependency Management Versioning Security
• POX MCP Server - A Model Context Protocol server for the POX SDN controller, enabling AI assistants to manage software-defined networking through natural language. (Read more) Sdn Networking Pox
• Python Docker MCP (misanthropic-ai) - A Docker-themed MCP server that provides Docker management capabilities to AI assistants, enabling container operations through natural language. (Read more) Docker Python Containers
• Red Hat RHEL MCP Server - Official Red Hat MCP server providing read-only operating system-level intelligence for RHEL systems. Enables AI-driven root cause analysis and system troubleshooting by exposing CPU, memory, process, and log data to LLMs through natural language conversation. (Read more) Operating System Troubleshooting Read Only
• RocketMQ MCP - MCP Server for Apache RocketMQ, enabling AI assistants to interact with RocketMQ message brokers, manage topics, and monitor message flows through natural language. (Read more) Rocketmq Messaging Apache
• StackGen MCP - MCP server for infrastructure lifecycle management with compliance features. Actively developed by StackGen, supports IDEs including Claude Code, Cursor, VS Code, Windsurf, and Cline. Ideal for platform teams requiring governance and developer self-service; production ready. (Read more) Production Ready Compliance Infrastructure
• StackGen MCP Server - MCP server for infrastructure lifecycle management with built-in compliance and governance, designed for platform teams that need developer self-service with guardrails. Supports infrastructure provisioning, policy enforcement, and environment management through AI agents. (Read more) Infrastructure Lifecycle Compliance Platform Engineering
• Terraform MCP - MCP server for infrastructure as code automation. Enterprise-backed by HashiCorp, supports VS Code, Cursor, Claude Code. Best for teams heavily using Terraform; production ready. (Read more) Enterprise Backed Production Ready Infrastructure As Code

Mcp Server Directories & Lists

• Glama MCP Hosting Platform - A comprehensive MCP hosting platform providing server discovery, deployment, and management services. Offers searchable registry, integration showcases, and hosting infrastructure for the MCP ecosystem. (Read more) Hosting Platform Registry
• Smithery MCP Platform - The leading MCP server directory and hosting platform with 2,000+ registered servers. Provides built-in infrastructure for MCP servers to reach thousands of users, offering registry, deployment, and discovery services for the MCP ecosystem. (Read more) Directory Hosting Platform

Reference Implementations & Examples

• MCP Servers (modelcontextprotocol) - Reference MCP server exercising all features of the MCP protocol. Official reference implementation with 84K stars. (Read more) Reference Official Protocol
• MCP Servers Reference - MCP server that exercises all features of the MCP protocol, serving as reference implementation. (Read more) Reference Protocol Open Source
• AI_Claude_MCP - A collection of AI-related projects integrating Claude with MCP, providing various utility tools and integrations for AI-enhanced workflows. (Read more) Claude Ai Tools Collection
• AWS KB Retrieval MCP Server - Archived reference MCP server for retrieval from AWS Knowledge Base using Bedrock Agent Runtime. (Read more) Archived Aws Knowledge Base Retrieval
• Azure MCP Agent with LangChain.js - Serverless AI agent Model Context Protocol implementation using LangChain.js and Azure integration for intelligent burger restaurant ordering, demonstrating practical MCP integration patterns for real-world APIs. (Read more) Azure Langchain Serverless
• Base MCP Protocol - Standard protocol definition for MCP servers featuring three-core architecture, universal compatibility, and standardized interfaces using JSON-RPC 2.0 communication. (Read more) Protocol Standard Json Rpc
• Brave Search MCP Server - Archived MCP server for web and local search using Brave's Search API. Replaced by official server. (Read more) Archived Search Engine Brave
• claudemcp - Documentation and code to learn and explore Claude MCP, serving as an educational resource for understanding Model Context Protocol integrations. (Read more) Education Claude Learning
• Create Python MCP Server - CLI tool to scaffold and create a new Python MCP server, providing a quick starting point for developers building Model Context Protocol servers in Python. (Read more) Python Cli Scaffolding
• Create TypeScript MCP Server - CLI tool to scaffold and create new TypeScript MCP server projects quickly, providing the official starting point for TypeScript developers building Model Context Protocol servers. (Read more) Typescript Cli Scaffolding
• Elixir Phoenix MCP Server - A simplified implementation of the Model Context Protocol (MCP) server using Elixir's Phoenix Framework. Provides a web-first approach to building MCP servers with Phoenix's robust web capabilities. (Read more) Elixir Phoenix Web
• EverArt MCP Server - Archived MCP server for AI image generation using various models. (Read more) Archived Ai Generation Image
• Everything - Reference/test server that includes prompts, resources, and tools to demonstrate MCP features and SDK usage. Intended as an educational example for developers building their own MCP servers, not for production use. (Read more) Reference Open Source Test Server
• Everything MCP Server - Reference/test server originally built to demonstrate MCP features and SDK usage with prompts, resources, and tools. Intended as an educational example for developers building their own MCP servers. (Read more) Reference Test Server Open Source
• Everything Reference MCP Server - Comprehensive reference and test server from Anthropic featuring prompts, resources, and tools for MCP development. Serves as a testing ground and example implementation showcasing all MCP protocol features. (Read more) Reference Testing Comprehensive
• FastAPI MCP Server - High-performance FastAPI server implementing Model Context Protocol (MCP) for seamless integration with Large Language Models, built with a modern stack including FastAPI, Elasticsearch, Redis, Prometheus, and Grafana. (Read more) Fastapi Elasticsearch High Performance
• Federated MCP Server - An implementation following the official MCP specification, including proper message framing, transport layer implementation, and complete protocol lifecycle management. Provides a foundation for building federated MCP systems that can scale across multiple servers while maintaining security and standardization requirements. (Read more) Federated Protocol Scalability
• Fetch - MCP server for web content fetching and conversion optimized for efficient LLM usage. Demonstrates MCP features and SDK usage as a reference implementation. (Read more) Reference Open Source Web Fetching Content Extraction
• Fetch MCP Server - MCP server for web content fetching and conversion optimized for efficient LLM usage. Demonstrates MCP features and SDK usage as a reference implementation. (Read more) Web Fetching Content Conversion Open Source
• Filesystem - The Filesystem MCP server provides secure access to local filesystems for read/write operations, directory listing, metadata retrieval, and file management, incorporating security measures like sandboxing, configurable access controls, and permission enforcement. Key features include multi-format file support and efficient IO operations suitable for diverse use cases. Ideal for AI agent file management such as backups, content generation, and local data handling; offers direct local access unlike cloud-centric alternatives like AWS S3 MCP servers. (Read more) Reference Open Source File Operations Access Control Filesystem Storage File Io
• Git - MCP server providing tools to read, search, and manipulate Git repositories. Official reference implementation. (Read more) Reference Open Source Git Version Control
• GitLab MCP Server - Archived MCP server enabling GitLab API for project management. (Read more) Archived Gitlab Project Management
• Go MCP Implementation - Protocol implementation of the Model Context Protocol in Go, providing a Go-based SDK for building MCP clients and servers. (Read more) Go Sdk Protocol
• Go MCP Server - A Model Context Protocol server written in Go, providing a high-performance MCP server implementation for the Go ecosystem. (Read more) Go Server Sdk High Performance
• Gout MCP Server - A Model Context Protocol server example implemented in Go (Gout), demonstrating MCP server development using the Go programming language. (Read more) Go Example Golang
• JVM MCP Server - An implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, enabling AI models to better interact with the Java ecosystem. (Read more) Jvm Java Protocol
• Kotlin MCP Protocol - Kotlin implementation of the Model Context Protocol (MCP). A native Kotlin SDK for building MCP servers and clients, enabling seamless integration with the Kotlin/JVM ecosystem. (Read more) Kotlin JetBrains Sdk
• LangChain ReAct MCP Client (TypeScript) - An MCP Client Implementation using LangChain ReAct Agent in TypeScript, demonstrating AI agent patterns with the Model Context Protocol. (Read more) Langchain React Agent Typescript
• MCP .NET SDK (PederHP) - A .NET implementation of the Model Context Protocol (MCP), providing libraries for building MCP servers and clients in the .NET ecosystem. (Read more) Dotnet Protocol Library
• MCP Beginner Guide Server - A beginner-friendly guide server that helps users understand MCP concepts, provides interactive examples, and demonstrates best practices for building MCP integrations. Features tools for exploring MCP capability, resources for learning core concepts, and prompts for guided tutorials. (Read more) Tutorial Beginner Friendly Learning
• MCP Framework (wong2) - A TypeScript framework for building MCP servers elegantly, providing abstractions and utilities that simplify Model Context Protocol server development in TypeScript. (Read more) Typescript Framework Elegant
• MCP Go SDK - A framework for writing MCP (Model Context Protocol) servers in Go/Golang, enabling developers to build protocol-compliant servers in the Go ecosystem. (Read more) Go Framework Server Sdk
• MCP Kotlin Framework - Compiler-driven MCP framework for Kotlin Multiplatform. Enables building MCP servers using Kotlin's compiler plugins with support for multiplatform targets and agentic AI workflows. (Read more) Kotlin Agentic Ai Multiplatform
• MCP Rust Server Template - Model Context Protocol CLI server template for Rust, providing a starting point for building MCP servers in the Rust programming language with JSON-RPC transport. (Read more) Rust Template Json Rpc
• MCP Schema Server - A documentation server providing a comprehensive list of MCP servers with schema definitions, including the latest basic information and tool definitions for each server. (Read more) Schema Documentation Mcp Spec
• MCP TypeScript Framework (suekou) - A framework for writing MCP (Model Context Protocol) servers in TypeScript, providing tools and utilities to build protocol-compliant servers efficiently. (Read more) Typescript Framework Server Sdk
• MCP TypeScript SDK - A TypeScript library for building MCP servers elegantly, providing a high-level SDK with type-safe interfaces for Model Context Protocol server development. (Read more) Typescript Sdk Type Safe
• MCP UnJS - Common ECMAScript module (ESM) utilities for building MCP servers. Provides a collection of standard utilities and helpers for Model Context Protocol server development in JavaScript/TypeScript. (Read more) Esm Utilities Javascript
• mcp_gradio_client - Proof of concept repo demonstrating how to create a Gradio UI using the Model Context Protocol Client Python SDK, enabling interactive AI application interfaces. (Read more) Gradio Python Ui
• mcp-hello - A primitive multi-agent modular initialization capability prototype, demonstrating foundational MCP patterns for multi-agent systems. (Read more) Multi Agent Prototype Modular
• MCPSharp - A .NET library for building Model Context Protocol (MCP) servers and clients, enabling .NET developers to create standardized API integrations with AI assistants. (Read more) Dotnet Library Server Sdk
• Memory - Knowledge graph-based persistent memory system MCP server. Demonstrates MCP SDK usage as a reference example. (Read more) Reference Open Source Memory Knowledge Graph Persistence
• Memory MCP Server - Knowledge graph-based persistent memory system for MCP. Reference server demonstrating persistent state management. (Read more) Memory Knowledge Graph Persistence Open Source
• Minima MCP Server - Minimalistic Rust Implementation Of Model Context Protocol from Anthropic. A lightweight, fast Rust-based MCP server designed for minimal resource usage while maintaining full protocol compliance. (Read more) Rust Minimal Performance
• Minimal TypeScript MCP Server - A minimal TypeScript template for building MCP servers, providing a clean starting point for developers creating Model Context Protocol implementations. (Read more) Typescript Template Starter
• Modex Clojure MCP Library - Modex is a Clojure MCP Library to augment AI models with Tools, Resources and Prompts using Clojure, providing Model Context Protocol implementation for the Clojure programming language. (Read more) Clojure Library Functional Programming
• Quarkus MCP Extension - This extension enables developers to implement MCP server features easily within the Quarkus framework, providing a streamlined approach to building MCP servers for Java applications. (Read more) Quarkus Extension Java Enterprise
• Quickstart Resources - GitHub repository aggregating minimal servers and clients from Model Context Protocol (MCP) tutorials, such as the simple weather server from the Quickstart guide and an LLM-powered chatbot client from the Building MCP Clients tutorial. Designed as quickstarts for developers, it facilitates hands-on learning of MCP implementations through simplified examples. Unlike full reference servers, these prioritize core concepts and ease of setup, with security guidance for production hardening. (Read more) Open Source MCP Example Tutorial
• Ruby MCP Server - A lightweight Ruby framework for building MCP servers with a Sinatra-like DSL, enabling Ruby developers to create Model Context Protocol servers quickly and easily. (Read more) Ruby Sinatra Dsl
• Sequential Thinking MCP Server - MCP server for dynamic and reflective problem-solving through thought sequences. Reference implementation for advanced reasoning features. (Read more) Reasoning Problem Solving Open Source
• SSE MCP Framework - A working pattern for SSE-based MCP clients and servers, providing a reference implementation for Server-Sent Events transport in the Model Context Protocol. (Read more) Sse Transport Reference
• Swift MCP Server - Model Context Protocol server built in Swift that leverages the distributed actor model to enable type-safe, asynchronous remote invocation of tools, resources, and prompts. (Read more) Swift Type Safe Distributed Actors
• Time - MCP server offering time and timezone conversion capabilities. Official reference implementation. (Read more) Reference Open Source Time Timezone Datetime Utilities
• Time MCP Server - MCP server offering time and timezone conversion capabilities. Simple reference for utility tools. (Read more) Time Timezone Datetime Utilities Open Source
• TypeScript MCP Server Starter - A starter template for building TypeScript MCP servers, providing a clean foundation for developing Model Context Protocol implementations in TypeScript. (Read more) Typescript Starter Template

Server Management Tools

• Docker MCP Catalog - Official Docker hub for MCP server container images providing containerized MCP servers for Kubernetes, databases, cloud services, and more. Simplifies deployment and distribution of MCP servers through Docker's ecosystem. (Read more) Docker Containers Catalog
• Docker MCP Toolkit - Docker's comprehensive MCP platform providing 300+ verified containerized servers with versioning, provenance, and security. Integrated management interface in Docker Desktop for setup, profiles, and AI agent connections. (Read more) Containers Docker Orchestration
• 1Panel MCP Server - MCP server implementation that provides 1Panel interaction, enabling AI assistants to manage and interact with 1Panel server management panels through natural language. (Read more) Server Management Panel Administration
• APT MCP - MCP server which runs Debian package manager (apt) commands through AI agents, enabling package management and system administration via natural language. (Read more) Apt Debian Package Manager
• Aranet4 MCP - MCP server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data. (Read more) Iot Co2 Sensor Data Logging
• Docker MCP Compose - Container orchestration tool for composing, managing, and running MCP servers as Docker containers with unified HTTP gateway. Provides Docker Compose-style YAML configuration, session management, and built-in monitoring dashboard. (Read more) Docker Container Orchestration Local Development
• remote-mcp-server - Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop. (Read more) Remote Cloudflare Oauth
• remote-mcp-server (drdeeks) - Remote MCP server deployable on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop. (Read more) Remote Cloudflare Oauth
• remote-mcp-server-authless - Deploy a remote MCP server without authentication on Cloudflare Workers, enabling seamless integration with Cloudflare AI Playground and local MCP clients. (Read more) Remote Cloudflare Authless

Testing & Debugging Tools

• Angie Jones Selenium MCP - Official Selenium MCP server enabling browser automation through Model Context Protocol for Selenium WebDriver, bringing industry-standard test automation to AI-powered workflows. (Read more) Selenium Webdriver Automation
• Execute Automation Playwright MCP Server - Comprehensive Playwright Model Context Protocol server with automatic browser installation, 143 device emulations including iPhone, iPad, Pixel, Galaxy, and desktop browsers for AI-powered browser automation and testing. (Read more) Testing Browser Automation Playwright
• API Lab MCP - Transform Claude into an AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics. (Read more) Api Testing Debugging Documentation
• Appium MCP Server - MCP server for Mobile Development and Automation supporting iOS, Android, Simulator, Emulator, and Real Devices. Enables AI agents to automate mobile app testing and development workflows. (Read more) Mobile Testing Automation Ios Android
• BrowserStack - Access BrowserStack's Test Platform to debug, write and fix tests, do accessibility testing and more. Enables AI agents to perform cross-browser testing and quality assurance. (Read more) Testing Cross Browser Accessibility
• BugBug MCP Server - Unofficial MCP server for BugBug API, enabling AI assistants to manage browser tests and monitoring workflows. (Read more) Browser Testing Test Automation Monitoring
• Deebo - Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing. (Read more) Debugging Multi Agent Hypothesis Testing
• DevOps AI Toolkit - AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance. (Read more) Devops Productivity Intelligent Automation
• Execute Automation Playwright MCP - Comprehensive Playwright Model Context Protocol server for automating browsers and APIs. Enables LLMs to interact with web pages, execute JavaScript, take screenshots, and test across Chromium, Firefox, and WebKit engines. (Read more) Browser Automation Testing Playwright
• Frontend Testing MCP Jest - MCP server designed for frontend testing workflows with features for JavaScript and TypeScript applications, focusing on Jest and Cypress frameworks with intelligent test generation. (Read more) Testing Jest Frontend
• Inflectra Spira - MCP server connecting to Inflectra's SpiraTest, SpiraTeam, or SpiraPlan application lifecycle management platforms for AI-assisted test and project management. (Read more) Alm Test Management Lifecycle
• Label Studio - Open source data labeling platform MCP server, enabling AI agents to manage data annotation workflows for machine learning training data. (Read more) Open Source Data Labeling Ml
• LambdaTest - MCP servers connecting AI assistants with LambdaTest's testing workflow, including Accessibility, SmartUI, Automation, and HyperExecute for streamlined test analysis and fix generation. (Read more) Test Automation Accessibility Cross Browser
• Lippia - MCP server to accelerate test automation using the Lippia Framework, enabling AI agents to generate and execute automated tests through natural language. (Read more) Test Automation Framework Natural Language
• Memalot - MCP server that finds memory leaks in Python programs, enabling AI agents to detect and diagnose memory management issues. (Read more) Python Memory Leaks Profiling
• Mockd - Multi-protocol API mock server with 18 MCP tools supporting HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, SOAP. Features chaos engineering, stateful CRUD, 8 import formats. Supports multiple platforms. (Read more) Api Mocking Multi Protocol Chaos Engineering
• MockHero MCP Server - Generates realistic synthetic test data via MCP with 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day. (Read more) Test Data Synthetic Data Fast
• Multiplayer - MCP server for analyzing full stack session recordings, enabling AI agents to record bugs, analyze them with LLMs, and get fixes for multi-layer issues. (Read more) Session Recording Debugging Full Stack
• Patronus AI - MCP server for testing, evaluating, and optimizing AI agents and RAG applications, providing comprehensive AI quality assessment. (Read more) Ai Testing Evaluation Rag
• Puppeteer Python MCP Server - Python-based Model Context Protocol server providing browser automation via Playwright, enabling LLMs to interact with web pages, capture screenshots, execute JavaScript, and monitor console logs in real browser environments. (Read more) Testing Browser Automation Python
• Selenium MCP Server - Model Context Protocol server implementation for Selenium WebDriver enabling AI agents to control web browsers programmatically. Supports Chrome, Firefox, Edge, and Safari with natural language commands for automated testing and web scraping. (Read more) Browser Automation Testing Web Scraping

AI & LLM MCP Servers

• Azure AI Foundry MCP Server - Enterprise MCP server hosting Azure LLMs for model catalog discovery, deployment, and fine-tuning. Features RAG with AI Search and agent evaluation tools. MCP protocol integrates AI infrastructure directly, surpassing OpenAI API's scope for cloud-native LLM serving. (Read more) LLM Hosting Fine-Tuning RAG
• AI Skill Store - MCP server for LLM skill marketplace, hosting models across 7 platforms for agent skill installation and evaluation. Supports fine-tuning skills and RAG for skill discovery. MCP protocol provides agent-first tool serving over OpenAI API's direct model access. (Read more) LLM Hosting Fine-Tuning RAG
• any-chat-completions-mcp - MCP server hosting multiple OpenAI-compatible LLMs (Perplexity, Groq, xAI) for chat completions. Features model serving and fine-tuning proxy. Ideal for agent prompting and RAG in multi-provider setups; MCP protocol vs OpenAI API offers unified tool interface. (Read more) LLM Hosting Fine-Tuning RAG
• Ateam MCP - MCP server hosting multi-agent LLMs via ADAS platform, with model serving, fine-tuning, and lifecycle management. Supports agent prompting, skill chaining for RAG workflows. MCP protocol enables standardized agent tool access beyond OpenAI API limitations. (Read more) LLM Hosting Fine-Tuning RAG
• Basic Agents - Lightweight MCP server hosting LLMs for simple agent tasks, with prompting and tool chaining. Supports fine-tuning for custom agents and RAG patterns. MCP offers direct protocol access for dev workflows over OpenAI API's API calls. (Read more) LLM Hosting Fine-Tuning RAG
• ChatGPT MCP Server - MCP server hosting ChatGPT LLMs for coding, content generation, and support tasks with RAG grounding. Supports fine-tuning for custom assistants and agent prompting. MCP protocol provides persistent tool serving vs OpenAI's ephemeral API. (Read more) LLM Hosting Fine-Tuning RAG
• Claude MCP Server - MCP server hosting Claude LLMs for reasoning and summarization, with model serving and fine-tuning capabilities. Supports agent prompting and RAG for PR reviews and document tasks. MCP protocol enables persistent sessions vs OpenAI API's stateless calls. (Read more) LLM Hosting Fine-Tuning RAG
• ComfyUI MCP Server - MCP server for ComfyUI LLM workflows, hosting models for image generation and node-based fine-tuning. Enables agent prompting and RAG in visual AI pipelines. MCP protocol integrates workflows directly, unlike OpenAI API's text focus. (Read more) LLM Hosting Fine-Tuning RAG
• DeepSeek MCP Server - MCP server for accessing DeepSeek AI models with chat, reasoning, multi-turn prompting, function calling, chaining, and thinking mode. Supports cost tracking in agent workflows across platforms. Multi-platform protocol access vs LangChain's ecosystem lock-in. (Read more) AI LLM Deepseek
• DeepSeek-Claude MCP Server - MCP server integrating DeepSeek R1 reasoning model access into Claude desktop for advanced prompting and chaining. Enhances AI agent workflows with superior reasoning. Direct model bridging via MCP unlike LangChain's layered abstractions. (Read more) AI LLM Reasoning
• DeepSeek-Thinking-Clau-de-3.5-Sonnet-CLINE-MCP - MCP server for Retrieval Augmented Thinking (RAT) combining DeepSeek reasoning with GPT-4/Claude LLMs, using prompting chains and context persistence. Ideal for multi-model agent workflows. Specialized RAT via MCP vs LangChain's RAG tools. (Read more) AI LLM Multi Model
• Dria Agent - Fast MCP server for powerful tool-calling AI agents with efficient prompting and chaining execution. Optimized for high-performance agent workflows. Speed-focused MCP tools vs LangChain's feature-rich agents. (Read more) AI LLM Tool Calling

AI Agents & Orchestration MCP Servers

• Composio MCP Gateway - Unified MCP gateway for multi-agent orchestration across 500+ apps with tool calling and auth management. Enables context-aware task delegation in agent workflows. MCP-native unification vs LangChain for scalable agentic systems. (Read more) Multi Agent Orchestration Agentic Unified Auth
• Agent - MCP aggregator uniting multiple servers into one interface with tag filtering and dynamic reload. Enables agent orchestration by proxying tools across servers, supports LLM tool calling with context passing for multi-turn interactions. Ideal for autonomous agents managing complex workflows, unlike single-server setups like Composio gateways. (Read more) Ai Agents Llm Tool Calling Orchestration Multi Server
• Agent-MCP - Agent-MCP is a framework and MCP server for building multi-agent systems that collaborate via the Model Context Protocol. It includes task management and coordination features, enabling complex AI workflows across multiple MCP tools and agents. (Read more) Agent Framework Workflow Ai Agents Agentic Workflows
• Agentset AI MCP Server - MCP server enabling multi-agent orchestration and LLM tool calling on private corpora for RAG workflows. Features model switching, tool chaining, and stateful task delegation. Use cases include agent workflows for research and automation; MCP-native integration outperforms LangChain abstractions. (Read more) Multi Agent Orchestration Agentic LLM RAG
• Agenty MCP Server - RPA orchestration MCP server for multi-agent web scraping and data extraction with tool calling and workflow chaining. Enables task delegation in agentic automation; MCP-native RPA outperforms LangChain custom nodes. (Read more) Multi Agent Orchestration Agentic Rpa Web Scraping
• Ai Expert Workflow Mcp - Facilitates structured product development via specialized AI roles using the Model Context Protocol, converting requirements into actionable tasks. Highlights workflow automation with MCP servers. (Read more) Mcp Ai Integration Workflow Automation Product Development Agentic Workflows
• Autogen MCP - Turns Model Context Protocol server tools available in AutoGen >= v0.4. Enables AutoGen multi-agent frameworks to leverage MCP tools and resources for building collaborative AI agent workflows. (Read more) Autogen Multi Agent Model Context Protocol Agentic Workflows
• Chainlit - Chainlit MCP server facilitates AI/LLM tool calling in Python apps with SSE and stdio support for model switching and chaining. Ideal for building multi-agent chat UIs. Compared to LangChain, offers direct MCP for seamless OpenAI-compatible tool integration. (Read more) LLM Agents OpenAI Python
• Dify MCP Server - No-code MCP server for multi-agent orchestration integrating Dify workflows and models with tool calling. Supports context persistence and chaining for agent workflows. Use cases: autonomous task delegation in pipelines; MCP-native vs LangChain for visual agent building. (Read more) Multi Agent Orchestration Agentic No Code Workflow
• LlamaCloud MCP Server - LlamaCloud MCP Server enables AI agents to perform natural-language queries over managed vector indexes. Ideal for RAG and orchestration in agentic workflows with persistent vector storage. (Read more) Ai Agents Vector Database Rag
• Make MCP Server - MCP server exposing Make scenarios as tools for multi-agent workflow orchestration and stateful automation. Enables tool calling chains and task delegation. Superior MCP-native integration vs LangChain for low-code agent workflows. (Read more) Multi Agent Orchestration Agentic Low Code Automation
• MCP Ollama - MCP Ollama allows AI agents and orchestration systems to query local LLMs running with Ollama. Supports seamless integration for tool-calling and agentic applications via MCP protocol. (Read more) Ai Agents Ollama Local Llm
• MCP OpenRouter - MCP OpenRouter server enables AI/LLM tool calling to multiple LLM providers via unified API. Supports model switching across providers, tool chaining for complex workflows, and multi-agent systems. Native MCP outperforms LangChain tools for OpenAI-compatible integrations. (Read more) LLM Agents OpenAI
• MCP Sequential Thinking Tools - MCP Sequential Thinking Tools guide LLM tool usage via MCP, recommending optimal tools per stage. Supports chaining, model switching for reasoning agents. Use cases include multi-agent systems; native MCP better than LangChain for OpenAI tool calling. (Read more) LLM Agents OpenAI
• MCP Server DeepSeek R1 - MCP server for DeepSeek R1/V3 models via Claude Desktop, enabling LLM tool calling, model switching, and chaining for advanced reasoning. Ideal for multi-agent systems. Native MCP tool calling outperforms LangChain for OpenAI-compatible workflows. (Read more) LLM Agents OpenAI Deepseek
• mcp-agentai - mcp-agentai is an open-source MCP server for AI agent orchestration, enabling multi-agent workflows via Model Context Protocol. It provides key features including agent communication, task delegation, and state management. Ideal for building complex AI systems and integrating with LLMs, it serves as an MCP-focused alternative to LangGraph. (Read more) Agents Orchestration Open Source
• MCP-Reasoner - MCP-Reasoner integrates OR-Tools with LLMs via MCP for constraint optimization tool calling. Features model switching, chaining for reasoning chains, multi-agent problem solving. Superior to LangChain with native MCP for OpenAI LLMs. (Read more) LLM Agents OpenAI
• Modal MCP Toolbox - Modal MCP Toolbox offers cloud-based tools for LLMs on Modal platform, supporting GPU-accelerated tasks for AI agent orchestration and scalable computations. (Read more) Ai Agents Gpu Cloud Compute
• OpenAI MCP Server - OpenAI MCP Server provides a direct MCP interface for OpenAI-compatible models, enabling AI agents to leverage function-calling capabilities in orchestration workflows. (Read more) Ai Agents Openai Function Calling
• OpenTools - OpenTools MCP enables AI agents to access 100+ APIs via natural language. It features tool discovery and caching for efficient agentic workflows, serving as an alternative to Composio. (Read more) Ai Agents Tool Calling Open Source
• Perplexity MCP Server - Perplexity MCP Server bridges Claude clients to Perplexity’s search engine, empowering AI agents with real-time web search and orchestration for complex queries. (Read more) Ai Agents Search Real Time

Automation

• apify-actors-mcp-server - Official MCP server for Apify's Actors platform, enabling AI assistants to run and manage thousands of pre-built web scraping and automation Actors through the Model Context Protocol. (Read more) Web Scraping Apify Automation
• Apple Shortcuts - An MCP Server Integration with Apple Shortcuts. Enables AI assistants to execute and manage Apple Shortcuts. (Read more) Apple Shortcuts Automation
• Make MCP - MCP server for Make (formerly Integromat) automation platform, supporting read-write access to 1,800+ apps with free tier. (Read more) Read Write Automation Low Code
• MCP n8n Workflow Builder - MCP server designed for Claude and Cursor that enables building n8n workflows through natural language interactions, streamlining automation workflow creation. (Read more) N8n Workflow Automation
• n8n MCP - Open-source self-hosted MCP server for n8n workflow automation, extensible with read-write capabilities under MIT license. (Read more) Read Write Open Source Self Hosted
• Zapier MCP - Official MCP server connecting AI to 8,000+ apps and 40,000+ actions for workflow automation across marketing tools. (Read more) Read Write Automation Multi App

Backend As A Service

• Supabase - Connects to Supabase platform for database, auth, edge functions and more. (Read more) Official Database Auth
• Appwrite MCP Server - Open-source backend-as-a-service MCP server for Appwrite, providing AI agents with authentication, databases, storage, and serverless functions for secure application development. (Read more) Backend As A Service Open Source Self Hosted
• PocketBase MCP Server - Single-file backend MCP server for PocketBase, providing AI agents with embedded database, authentication, file storage, and admin UI in one compact Go executable. (Read more) Backend As A Service Open Source Golang
• Render - Hosting and deployment platform for MCP-driven systems and AI agents like Claude, enabling quick deployment with minimal code. (Read more) Hosting Mcp Deployment

Blockchain & Crypto MCP Servers

• alchemy/alchemy-mcp-server - Allows AI agents to interact with Alchemy's blockchain APIs. (Read more) Blockchain Api Cloud
• @asterpay/mcp-server - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp. (Read more) Crypto Payments X402
• aaronjmars/web3-research-mcp - Deep Research for crypto - free & fully local. (Read more) Crypto Research Local
• ahnlabio/bicscan-mcp - Risk score and asset holdings for EVM blockchain addresses (EOA, CA, ENS) and domain names. (Read more) Risk Score Evm Blockchain
• AlexanderLawson17/revettr-python - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments ($0.01 USDC per request on Base). (Read more) Risk Scoring X402 Python
• araa47/jupiter-mcp - Jupiter API access allowing AI to trade tokens on Solana, access balances, search tokens, and create limit orders. (Read more) Solana Trading Python
• armorwallet/armor-crypto-mcp - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more. (Read more) Multi Chain Defi Wallet
• autonsol/sol-mcp - Solana token risk scoring and pump.fun graduation signals. Score tokens by mint address, detect graduation momentum, query trust attestations. Freemium with x402 micropayments. (Read more) Solana Risk Scoring X402
• MCP Binance Futures - Binance USDT-M Futures trading MCP server with tools for market data, account state, order management, position and margin control, Python cloud-hosted. (Read more) Binance Futures Trading Python Cloud
• Solentic - Native Solana staking infrastructure for AI agents with 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions, ~6% APY via Blueprint validator, cloud-hosted. (Read more) Solana Staking Non Custodial
• Starknet MCP Server - Starknet blockchain MCP server with support for native tokens (ETH, STRK), smart contracts, StarknetID, and token transfers, cloud-hosted. (Read more) Starknet Smart Contracts Cloud
• T2000 - Non-custodial DeFi banking MCP server for AI agents on Sui with 35 tools and 20 prompts for save, borrow, invest, exchange, send, pay operations and auto yield optimization across NAVI, Suilend, and Cetus. (Read more) Sui Defi Non Custodial Cloud

Blockchain & Web3 MCP Servers

• Awesome Crypto MCP Servers - Curated collection of Model Context Protocol (MCP) servers providing crypto APIs and wallet interactions. Supports transaction querying, NFT management, and DeFi agent use cases, offering a standardized alternative to Web3.js for AI agent integration. (Read more) Blockchain Crypto Web3 Awesome List
• Bitcoin MCP - Enables AI agents to interact with Bitcoin network via RPC: wallet operations, key generation, transaction signing/broadcasting, balance checks. Supports crypto payments and on-chain analysis, contrasting account-based chains like Ethereum. (Read more) Blockchain Crypto Web3 Bitcoin Wallet
• Blockchain Exchange MCP Server - MCP Server providing access to Blockchain.com Exchange functionality via crypto APIs, enabling AI-driven transaction querying, wallet management, and trading. Supports NFT data and DeFi use cases as an MCP alternative to Web3.js. (Read more) Blockchain Crypto Web3 Exchange Trading
• Blockchain MCP - Tatum-powered MCP server for multi-chain Ethereum RPC access, Bitcoin/Solana support, wallet ops, tx signing across 100+ blockchains. Ideal for DeFi bots, NFT minting; unifies APIs unlike chain-specific MCPs. (Read more) Blockchain Crypto Web3 Multi Chain Tatum

Cloud DevOps MCP Servers

• Cloudflare - Deploy, configure and interrogate resources on the Cloudflare developer platform, such as Workers, KV, R2, D1. (Read more) Official Cloud Devops
• AWS MCP - Official AWS SDK MCP reference implementation. Enables resource inspection and management via natural language. Supports Docker self-hosting and remote access. (Read more) Docker Remote Aws Cloud
• Cloudflare MCP - MCP server for Cloudflare Workers, KV, and DNS management. Allows agents to check deployments and clear caches. Remote deployment. (Read more) Remote Cloudflare Workers
• Cloudflare MCP Server - Enables interaction with Cloudflare Workers, KV storage, and DNS settings. Ideal for checking deployment statuses or clearing caches without dashboard login. Remote deployment. (Read more) Remote Cloudflare
• Cloudflare Workers MCP CLI - CLI to set up and deploy MCP Servers to Cloudflare Workers in seconds. Write TypeScript functions to make Cursor MCP tools. (Read more) Cloudflare Workers Deployment
• Google Cloud MCP - Provides agentic access to Google Cloud resources like compute instances, storage buckets, and IAM roles via natural language. Local deployment only. (Read more) Google Cloud Local
• Google Cloud MCP Servers - Provides agentic access to Google Cloud resources such as compute instances, storage buckets, and IAM roles via natural language. Local deployment only. (Read more) Local Google Cloud Gcp

Cloud Native & DevOps MCP Servers

• Terraform MCP Server - HashiCorp's official MCP server integrates Terraform with Kubernetes/AWS/GCP for IaC provisioning, scaling, and state management. Enables agentic workflows for multi-cloud deployments and policy enforcement. LLM-driven IaC evolution, allowing natural language config vs traditional Terraform HCL scripting. (Read more) Kubernetes IaC Cloud Provider Terraform
• Airflow MCP Server - MCP server connecting Apache Airflow to Kubernetes/AWS for DAG orchestration, task scaling, and workflow deployment. Features LLM-driven pipeline management and monitoring. Agentic use for infra/data ops; conversational alternative to Terraform for dynamic workflow IaC. (Read more) Kubernetes IaC Cloud Provider Airflow
• alibaba-cloud-ops-mcp-server - Alibaba Cloud Ops MCP server facilitates cloud resource management via MCP for products like ECS, VPC, RDS, OSS, and CloudMonitor, supporting provisioning, monitoring, and operations automation. Key features include instance start/stop/reboot, metrics retrieval for CPU/memory/disk, and OOS-orchestrated workflows. Suited for DevOps automation with AI agents, offering Alibaba Cloud-specific IaC unlike Terraform's multi-provider MCP support. (Read more) Cloud DevOps IaC
• Amazon Data Processing MCP Server - Amazon Data Processing MCP Server enables cloud resource management for AWS Glue and EMR via MCP, offering orchestration, provisioning, and real-time monitoring of data pipelines. Key features include job management, pipeline visibility, and status inspection for Glue/EMR workflows. Use for DevOps automation with AI agents in data engineering, providing AWS-specific data IaC versus Terraform's general infrastructure MCP. (Read more) Cloud DevOps IaC

Code Execution & Automation Mcp Servers

• Microsoft Playwright MCP Server - Official Microsoft MCP server providing browser automation capabilities using Playwright. Enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models. (Read more) Browser Automation Testing Microsoft
• Arduino MCP Server - Enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots. (Read more) Robotics Arduino Esp32
• Bluetooth MCP Server - Control Bluetooth devices and manage connections through natural language commands, including device discovery, pairing, and audio controls. (Read more) Bluetooth Device Control Audio
• Browser MCP (UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer's structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration. (Read more) Puppeteer Browser Automation Accessibility
• browser-use MCP - browser-use MCP server with Dockerized Playwright + Chromium + VNC. Supports stdio and resumable HTTP for browser automation workflows. (Read more) Playwright Dockerized Browser Automation
• BrowserAct MCP Server - Browser automation MCP server that transforms AI assistants into powerful automation engines, enabling web testing, scraping, and interaction capabilities through the Model Context Protocol. (Read more) Browser Automation Testing Web Scraping
• BrowserLoop - An MCP server for taking screenshots of web pages using Playwright. Supports high-quality capture with configurable formats, viewport sizes, cookie-based authentication, and both full page and element-specific screenshots. (Read more) Screenshots Playwright Web Pages
• C64 Bridge - AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG. (Read more) Commodore 64 Retro Computing Hardware Control
• Calculator MCP - This server enables LLMs to use a calculator for precise numerical calculations, ensuring accurate mathematical computation in AI workflows. (Read more) Calculator Math Precise Computation
• Capsule MCP Server - Runs untrusted Python/JavaScript code in WebAssembly sandboxes for secure execution across platforms. (Read more) Rust Webassembly Sandbox Multi Platform Open Source
• Chrome History MCP - Talk with AI about your browser history, enabling AI assistants to analyze and provide insights on your web browsing patterns. (Read more) Browser History Chrome Personal Analytics
• claude-mcp-repl - A Python/shell/Perl MCP written by Claude itself, enabling code execution across multiple scripting languages through the Model Context Protocol. (Read more) Multi Language Repl Self Written
• CMD Commands MCP Server - An MCP server for executing Windows CMD commands, allowing Claude to be hooked for additional agentics through command execution capabilities. (Read more) Cmd Windows Command Execution
• CommandExecution - Command Execution MCP Server for Claude Desktop, enabling terminal commands and code execution through the Model Context Protocol in Claude Desktop. (Read more) Command Execution Claude Desktop Terminal
• Computer-Use (Remote macOS) - Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents. (Read more) Remote Desktop Macos Autonomous Agents
• condamcp - A Model Context Protocol Server for working with Conda environments, enabling LLMs to manage and interact with Conda package environments through MCP. (Read more) Conda Environment Management Python
• Console Automation MCP - Production-ready MCP server for AI-driven console automation and monitoring. Features 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications. (Read more) Terminal Automation Ssh Monitoring
• Dagger Container Use - Containerized environments for coding agents with isolated fresh containers and git branches. Supports full execution history, terminal access, and git workflow for multiple agents without conflicts. (Read more) Containers Git Multi Agent Open Source
• DesktopCommander - Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers. (Read more) Desktop Automation Ssh File Management
• E2B Code Execution MCP - Giving Claude ability to run code with E2B via MCP (Model Context Protocol). Enables AI assistants to execute code in secure sandboxed environments for testing and development. (Read more) E2b Code Execution Sandbox
• E2B Code Sandbox MCP - Code sandbox MCP server that creates secure isolated environments for executing code within Docker containers, providing AI applications with safe and isolated code execution capabilities. (Read more) Code Sandbox Docker Security
• ebpfExecDB - An MCP service that allows LLMs to retrieve commands to execute on eBPF Agent, providing eBPF command execution capabilities through the Model Context Protocol. (Read more) Ebpf Command Execution Agent
• Edict - Agent-first programming language where agents produce JSON AST; compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, compiles to WASM. Provides 19 MCP tools for full compile-and-execute loop. (Read more) Programming Language Wasm Compiler Open Source
• ipybox - Python code execution sandbox based on IPython and Docker, providing stateful code execution, file transfer between host and container, and configurable network access. (Read more) Python Docker Sandbox
• Livebook MCP Server - Powertools for livebook.dev providing AI Code Editing, MCP Servers, and running Livebooks from the CLI. Integrates Elixir Livebooks with AI capabilities through the Model Context Protocol. (Read more) Elixir Livebook Code Editing
• MATLAB MCP Server Python - Connects AI agents to MATLAB for code execution, async jobs with progress, interactive Plotly plots, custom functions, and live dashboard monitoring. (Read more) Python Matlab Plots Multi Platform Open Source
• matlab-mcp - Model Context Protocol server that enables LLMs to write and execute MATLAB scripts, providing scientific computing capabilities through standardized MCP tools. (Read more) Matlab Scientific Computing Code Execution
• MCP Command Runner - Model Context Protocol server to run commands, enabling AI assistants to execute shell commands and system operations through standardized MCP interfaces for automation tasks. (Read more) Command Execution Shell Automation
• MCP JS - Javascript code execution sandbox using V8 isolation for running AI-generated JavaScript locally securely. Supports heap snapshotting for persistent sessions. (Read more) Rust Javascript Sandbox Multi Platform Open Source
• mcp_code_executor - An MCP server that allows LLMs to execute Python code within a specified Conda environment, providing controlled code execution through MCP. (Read more) Python Conda Code Execution
• mcp_safe_local_python_executor - Stdio MCP Server wrapping custom Python runtime from Hugging Face's smolagents framework, combining easy setup (compared to Docker/VM/cloud) with safeguards limiting allowed operations and imports. (Read more) Python Sandbox Safe Execution
• mcp-chunk-editor - An MCP server providing an efficient and safe text editor for LLMs, enabling precise text manipulation through the Model Context Protocol. (Read more) Text Editor Safe Editing Chunk Based
• mcp-codesavant - Code execution and line-editing server for Claude Desktop using MCP, enabling LLMs to execute code and perform precise line-level edits. (Read more) Code Execution Claude Desktop Line Editing
• mcp-golang - A Model Context Protocol server that provides Go language tools for LLMs to analyze, test, and format Go code. (Read more) Go Code Analysis Formatting
• mcp-local-servers - Model Context Protocol servers designed for local execution using STDIO transport, providing local development tool integration through MCP. (Read more) Stdio Local Execution Development
• mcp-python - A Python REPL for MCP, providing an interactive Python environment through the Model Context Protocol for LLM-driven code execution. (Read more) Python Repl Interactive
• mcp-python-ks6088ts - Playground for MCP in Python, providing experimental and educational MCP implementations in Python for learning and development. (Read more) Python Playground Experimental
• mcp-server-code-runner - Code Runner MCP Server providing code execution capabilities through the Model Context Protocol for multiple languages. (Read more) Code Runner Multi Language Execution
• mcp-server-jupyter - MCP server for Jupyter Notebooks and JupyterLab, enabling LLMs to interact with and execute code in Jupyter environments through the Model Context Protocol. (Read more) Jupyter Notebook Code Execution
• Node Code Sandbox MCP - A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets. Supports on-the-fly npm dependency installation and clean teardown for secure code execution. (Read more) Docker Sandbox Javascript Open Source
• Open Computer Use - Gives any LLM its own isolated computer through Docker sandboxes with bash, browser, docs, and sub-agents capabilities. Enables AI agents to interact with a full computing environment safely. (Read more) Docker Sandbox Computer Use
• pipai - A tool to pipe the output of a command to an LLM via MCP, enabling seamless command output processing through the Model Context Protocol. (Read more) Pipe Command Output Llm Integration
• Piston MCP - MCP server that lets LLMs execute code through the Piston remote code execution engine. Features zero-config uv setup and ready-to-use Claude Desktop config example for multi-platform support. (Read more) Python Cloud Multi Platform Open Source
• PRIMS - Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment for secure execution. (Read more) Python Sandbox Interpreter Open Source
• Pydantic AI MCP Run Python - Runs Python code in a secure sandbox via MCP tool calls using Pydantic validation. (Read more) Python Sandbox Pydantic Open Source
• Python Local Executor MCP Server - MCP Server to run Python code locally. Enables AI assistants to safely execute Python scripts in local environments through the Model Context Protocol for prototyping and testing workflows. (Read more) Python Code Execution Local
• python_mcp - MCP Server to run Python code locally, enabling LLMs to execute Python scripts directly on the local machine through the Model Context Protocol. (Read more) Python Code Execution Local
• python-mcp - A Python MCP mainly used to load relevant Python context efficiently with minimum tool calls, optimizing context loading for AI assistants through MCP. (Read more) Python Context Loading Optimization
• python-notebook-mcp - Lightweight Python Notebook MCP that enables AI assistants to create, edit, and view Jupyter notebooks via Model Context Protocol. (Read more) Jupyter Notebook Lightweight
• script-mcp - MCP server for running scripts, enabling LLMs to execute various script types through the Model Context Protocol. (Read more) Scripting Automation Code Execution
• Secure Shell MCP Server - Secure shell command execution MCP server for Claude AI that enables controlled shell access within specified directories, providing safe command execution capabilities. (Read more) Shell Security Command Execution
• Yepcode MCP Server JS - Execute LLM-generated code in secure scalable sandbox; create MCP tools with JavaScript or Python supporting NPM and PyPI packages. (Read more) Javascript Python Sandbox Cloud Open Source

Content Management

• Sanity MCP Server - The official Model Context Protocol server for Sanity, enabling AI assistants to query, create, and manage content in Sanity's headless CMS through natural language interactions. (Read more) Headless Cms Sanity Content Management

Data Analysis & Exploration MCP Servers

• MCP Server for Data Exploration - Comprehensive server for data analysis using Pandas, NumPy, SciPy, Scikit-learn, Statsmodels. Loads CSV and runs Python scripts for complex analysis and visualizations. (Read more) Pandas Data Science Open Source
• CMR-MCP NASA Earthdata Search - NASA PO.DAAC server connecting to Earth science data catalogs via Common Metadata Repository (CMR). Enables natural language queries for climate, oceanographic, and atmospheric datasets. (Read more) Nasa Earthdata Open Source
• Data.gov MCP Server - Server accessing U.S. government datasets via Data.gov CKAN API. Supports package search, details, groups, and tags for public policy and cross-agency research. (Read more) Government Open Data Open Source
• DataHub MCP Server - Server connecting to DataHub metadata platform for data discovery, observability, governance. Retrieves entity metadata, lineage, queries via GraphQL. (Read more) Metadata Data Governance Open Source
• Education Data MCP Server - Server accessing Urban Institute's Education Data API for U.S. schools, districts, colleges. Supports data retrieval and summaries for educational research and policy analysis. (Read more) Education Open Data Open Source
• Fiscal Data MCP Server - Server connecting to U.S. Treasury Fiscal Data API for government financial data. Fetches daily treasury statements with hourly caching for 30 days of historical data. (Read more) Finance Government Open Source
• GRID MCP - An MCP server for using GRID API directly from Claude for Desktop, enabling spreadsheet automation and data analysis through natural language. (Read more) Grid Spreadsheets Data Analysis

Data Science MCP Servers

• MCP Pandas - MCP Pandas server enables AI agents to perform data analysis on CSV files using the Pandas library in containerized environments. Features include DataFrame operations, statistical analysis, and visualizations with libraries like Matplotlib and Seaborn. Ideal for AI data science use cases, offering extensive compatibility compared to Polars MCP. (Read more) Pandas Data Analysis
• Claude MCP Data Explorer - Server for analyzing CSV data within Claude using Pandas, NumPy, Scikit-learn, and visualization libraries. Supports loading CSV and running scripts for exploratory data analysis. (Read more) Csv Pandas Open Source

Database MCP Servers

• Oracle Autonomous AI Database MCP Server - Oracle Autonomous AI Database MCP Server is a built-in, multi-tenant MCP server in Oracle's Autonomous AI Database Serverless (19c/26ai), exposing endpoints for AI agents to invoke Select AI Agent tools. Key features include native integration, enterprise security (RBAC, encryption, VPD), and OCI console management without standalone infrastructure. Ideal for governed AI data access in enterprise environments; surpasses open-source PostgreSQL MCP with deep Oracle security and multi-tenancy. (Read more) Enterprise Oracle Ai Database Sql Querying
• Aurora DSQL MCP Server - Aurora DSQL MCP Server provides AI agents with direct SQL query access to Amazon Aurora databases via MCP. Key features include open-source implementation by AWS Labs, easy installation via uvx, and support for direct SQL execution. Use cases encompass AI-driven data retrieval and analysis; compared to general PostgreSQL MCP, it offers native AWS Aurora optimization and serverless compatibility. (Read more) Open Source Aws Database Sql Querying
• Composio Supabase MCP Server - Composio Supabase MCP Server enables AI agents to explore schemas, execute read-only queries, and generate migrations in Supabase databases. Features: query debugging, optimization with secure auth. Use cases: database management from IDEs; vs native Supabase console/API. (Read more) Supabase Automation Composio
• DBHub Database - DBHub Database is a universal MCP server connecting AI assistants to multiple databases including MySQL, PostgreSQL, and SQLite for querying and management. It supports broad database compatibility and direct query execution. Perfect for AI agent data access across heterogeneous databases; stands out from single-DB MCP servers like PostgreSQL MCP by offering multi-DB support in one server. (Read more) Universal Database Mysql Postgresql Sqlite Querying Data Retrieval
• Elastic MCP - Elastic MCP Server allows AI agents to interact with Elasticsearch databases through the Model Context Protocol. Key features include search and analytics query support tailored for Elastic. Suited for AI agent data retrieval in search-heavy use cases; differs from relational PostgreSQL MCP by focusing on full-text search and log analytics. (Read more) Elasticsearch Database Search Querying Data Retrieval
• MCP Neo4j Server - MCP Neo4j Server integrates AI agents with Neo4j graph databases via the Model Context Protocol, enabling Cypher queries and graph traversals. Key features include direct database interaction tools for LLMs. Suited for AI-driven graph data analysis and relationship mapping; contrasts with PostgreSQL MCP by focusing on graph structures rather than tabular data. (Read more) Neo4j Graph Database Database Querying Data Retrieval
• mend3 - A collection of MCP servers for browser automation and database interaction, supporting Puppeteer, Postgres, MySQL, and Parquet. (Read more) Puppeteer Postgres Mysql
• MongoDB MCP Server - Official MCP integration for MongoDB NoSQL databases. Translates natural language questions into complex aggregation pipelines for querying unstructured data. (Read more) Docker Self Hosted Mongodb Nosql
• NihFix.Postgres.Mcp - NihFix.Postgres.Mcp enables real-time interactions between AI agents and PostgreSQL databases using SSE and STDIO protocols via MCP. Key features include live query execution and streaming responses. Use cases involve dynamic AI agent data access; similar to other PostgreSQL MCP servers but emphasizes real-time SSE connectivity. (Read more) Postgres Real Time Sse Sql Querying
• Postgres MCP Pro - An open-source Model Context Protocol (MCP) server for PostgreSQL that provides database health checks, index tuning, query plan analysis, schema intelligence, and safe SQL execution to assist AI agents throughout the development lifecycle. (Read more) Open Source Postgres Index Tuning
• PostgreSQL MCP - MCP server providing LLMs with direct execution access to PostgreSQL databases. Enables agents to inspect schemas and run SELECT statements for instant natural language data queries. Supports Docker for self-hosting. (Read more) Docker Self Hosted Postgresql Sql
• PostgreSQL MCP Server - MCP server providing direct execution access to PostgreSQL databases. Agents can inspect schemas and run SELECT statements to answer questions about data instantly. Supports Docker deployment for self-hosting. (Read more) Docker Self Hosted Postgresql Sql
• Prisma MCP Server - Prisma MCP Server facilitates AI interactions with Prisma for database schema management, ORM operations, Postgres handling, and schema migrations. Key features include Prisma Console integration and official support. Use cases span AI-assisted database development; differs from raw PostgreSQL MCP by adding ORM layer for safer, typed queries. (Read more) Official Prisma Orm Sql Querying
• SchemaCrawler - SchemaCrawler MCP Server connects AI agents to relational databases for schema exploration and valid SQL generation via the Model Context Protocol. Key features include querying database structures and interpreting column meanings without direct access. Ideal for AI-assisted database analysis and documentation; complements PostgreSQL MCP by focusing on metadata over data querying. (Read more) Database Sql Open Source Querying Data Retrieval
• SchemaFlow - SchemaFlow MCP Server delivers real-time PostgreSQL and Supabase database schema access to AI-IDEs through secure SSE connections via MCP. Key features include tools like get_schema, analyze_database, and check_schema_alignment for live context. Suited for AI agent development workflows; extends PostgreSQL MCP with real-time schema monitoring and Supabase integration. (Read more) Postgresql Supabase Real Time Sql Querying
• SQLite MCP Server - SQLite MCP Server offers safe, read-only access to SQLite databases for LLMs via the Model Context Protocol, using FastMCP with query validation. Key features emphasize security and exploration without write risks. Perfect for lightweight AI agent data retrieval; lighter alternative to PostgreSQL MCP for embedded, file-based databases. (Read more) Sqlite Database Tools Read Only Sql Querying Data Retrieval
• Supabase Query MCP - Supabase Query MCP enables comprehensive management of Supabase databases via chat interfaces, supporting read/write queries, management APIs, migrations, and logs. Key features include end-to-end operations for AI agents. Use cases cover full-stack Postgres management; builds on PostgreSQL MCP with Supabase-specific APIs and versioning. (Read more) Supabase Database Mcp Server Sql Querying
• Valkey MCP Server - Valkey MCP Server provides MCP access to Valkey, a Redis-compatible in-memory key-value store, developed by AWS Labs for key operations and caching. Key features include uvx installation and high-performance queries. Ideal for AI agent caching and real-time data; contrasts PostgreSQL MCP with in-memory speed over persistent storage. (Read more) Open Source Aws Database In Memory Querying Data Retrieval

Databases

• SQL Server MCP Server - Microsoft's official MCP server providing conversational natural language access to SQL Server databases, including on-premises SQL Server, Azure SQL, and Fabric. Enables querying, schema management, and data manipulation without writing SQL. (Read more) Sql Server Natural Language Query Microsoft
• Access COM - Facilitates seamless interaction with 32-bit Microsoft Access databases through a Model Context Protocol tool, supporting SQL queries and linked table management. (Read more) Ms Access Open Source Sql
• Airtable MCP Server - Airtable database integration with schema inspection, read and write capabilities. MIT licensed. (Read more) Open Source No Code Spreadsheet
• AlibabaCloud ADBPG MCP Server - Facilitates seamless interaction between AI Agents and AnalyticDB PostgreSQL databases for executing SQL operations and retrieving metadata. (Read more) Postgres Alibaba Cloud Open Source
• Allizwell AI MySQL MCP Server - Facilitates secure, read-only access to MySQL databases, enabling users to list databases, tables, and execute queries with robust security features. (Read more) Mysql Open Source Read Only
• AllizwellAI MySQL MCP Server - Facilitates secure, read-only access to MySQL databases, enabling users to list databases, tables, and execute queries with robust security features. (Read more) Mysql Read Only Security
• Apache AGE MCP Server (rioriost) - MCP Server for Apache AGE (A Graph Extended), enabling AI assistants to interact with the graph database through natural language queries and management operations. (Read more) Apache Age Graph Database Postgresql
• Baserow MCP - Baserow database integration with table search, list, and row create, read, update, and delete capabilities via MCP. Unlicensed open-source project for no-code database operations. (Read more) Open Source No Code Database
• biomart-mcp - A MCP server to interface with Biomart. Provides access to biological databases for research and data analysis. (Read more) Research Data Biology
• Carlosfpc MCP MySQL - Facilitates secure MySQL connections via SSH tunneling, enabling controlled database operations through an MCP server. (Read more) Mysql Ssh Tunneling Security
• Centralmind Gateway - MCP and MCP SSE Server that automatically generates API based on database schema and data, supporting PostgreSQL and more. Apache-2 licensed gateway. (Read more) Open Source Postgres Api Generation
• ChemBL MCP - Access ChEMBL data through a Model Context Protocol server, enabling detailed queries on molecules, targets, assays, and bioactivity data. (Read more) Chembl Bioactivity Open Source
• ClickHouse MCP - ClickHouse database integration with schema inspection and query capabilities. Apache-2 license. (Read more) Database Open Source Analytics
• Cnosuke MCP MySQL - Facilitates MySQL database operations through a Go-based MCP server, enabling seamless integration with MCP clients for database querying and management. (Read more) Mysql Go Querying
• cryo-mcp - A Python package for accessing Cryo datasets via Claude Code. Supports database and research data access for AI applications. (Read more) Python Datasets Research
• DB MCP Server - Database MCP server for MySQL, PostgreSQL, and MongoDB with SSH tunneling support. Run queries, explore schemas, and manage data across multiple database types. (Read more) Multi Db Ssh Tunneling Open Source
• DBHub (Universal Database Gateway) - Universal database gateway to view SQLite database, run SQL queries & browse tables. Secure, safe, and easy-to-use. (Read more) Universal Sqlite Sql
• DeltaTask - A powerful MCP (Model Context Protocol) server for Claude Desktop integrating task management SQLite and Obsidian visualization. Databases;Note Taking (Read more) Task Management Obsidian Sqlite
• DM MCP Server - Facilitates interaction with Dameng databases by listing tables, executing read-only SQL queries, and displaying table structures. (Read more) Dameng Open Source Read Only
• Doris MCP Server - Facilitates secure, read-only SQL queries and schema exploration on Apache Doris databases for LLM applications. (Read more) Apache Doris Open Source Read Only
• ElectricSQL MCP Server - ElectricSQL MCP server enabling AI assistants to interact with ElectricSQL's local-first sync database, providing tools for managing local data synchronization. (Read more) Electricsql Local First Sync
• Fast.io MCP Server - MCP server that treats file storage as a queryable database, indexing the content and context of files including contracts, video assets, design files, and PDFs. Enables semantic search and built-in RAG for unstructured data without requiring a separate vector database. (Read more) Unstructured Data Semantic Search Rag
• Fireproof MCP Database Server - An MCP server implementation for Fireproof, a replicated, locally-indexed, append-only block store database designed for offline-first and collaborative applications. (Read more) Fireproof Offline First Replicated
• Gateway - MCP and MCP SSE server that auto-generates APIs from database schema supporting PostgreSQL and others. Licensed under Apache-2.0. (Read more) Open Source Multi Database Postgres
• Google GenAI Toolbox - Open-source GenAI database agent and AI database connector for Google Cloud database—query Cloud SQL, BigQuery, AlloyDB, and Spanner. (Read more) Google Cloud Database Genai
• Haymon AI Database - Single-binary MCP server for MySQL, MariaDB, PostgreSQL & SQLite. Built in Rust with zero runtime dependencies. (Read more) Rust Multi Db Open Source
• Jite J MySQL MCP Server - Facilitates secure interaction between AI applications and MySQL databases through a structured MCP interface. (Read more) Mysql Security Ai
• MCO Postgres - Enables language models to perform read-only operations on PostgreSQL databases by providing schema inspection and query execution capabilities. (Read more) Postgresql Open Source Read Only
• MCP ClickHouse - ClickHouse database integration with schema inspection and query capabilities. Apache-2 licensed. (Read more) Open Source Columnar Analytics
• MCP Java PSQL - A Spring Boot and Spring AI-based MCP server for inspecting PostgreSQL database schemas, supporting SSE transport for integration with Cursor and other MCP clients. (Read more) Postgres Java Spring Boot
• MCP Law Office DB - Facilitates efficient management of law office databases, focusing on client records, case filing, time tracking, and invoice management. (Read more) Law Management Open Source
• MCP Mongo - Facilitates natural language interactions with MongoDB databases through a Model Context Protocol server, enabling LLMs to perform queries, schema exploration, and data operations. (Read more) Mongodb Open Source Natural Language
• MCP Mongo Server - Model Context Protocol server specifically for MongoDB databases. Licensed under MIT. (Read more) Open Source Mongodb Nosql
• MCP MongoDB - Facilitates AI-driven interactions with MongoDB through natural language queries, supporting seamless data management and retrieval. Provides a Model Context Protocol server for MongoDB databases. (Read more) Mongodb Open Source Natural Language
• MCP MySQL - Facilitates secure MySQL connections via SSH tunneling, enabling controlled database operations through an MCP server. (Read more) Mysql Open Source Ssh Tunneling
• MCP MySQL Go - Facilitates MySQL database operations through a Go-based MCP server, enabling seamless integration with MCP clients for database querying and management. (Read more) Mysql Golang Open Source
• MCP MySQL Server - Facilitates AI model interactions with MySQL databases via a standardized interface, supporting both local and remote deployment modes. (Read more) Mysql Open Source Deployment
• MCP MySQL Server Implementation - Facilitates LLMs in accessing and executing SQL queries on MySQL databases, with robust security and performance features. (Read more) Mysql Open Source Llm
• MCP Neo4j - Model Context Protocol with Neo4j for running queries, Knowledge Graph Memory, and managing Neo4j Aura Instances. MIT licensed. (Read more) Open Source Graph Database Neo4j
• MCP Node MSSQL - Facilitates SQL Server interactions via MCP using node-mssql, enabling seamless database management. (Read more) Sql Server Open Source Mssql
• MCP Redis - The Redis official MCP Server offers an interface to manage and search data in Redis. MIT licensed. (Read more) Open Source Key Value Store Redis
• MCP Server MySQL - MySQL database integration in NodeJS with configurable access controls and schema inspection. MIT licensed. (Read more) Open Source Mysql Access Control
• MCP Server with Claude AI - Facilitates secure interaction between AI applications and MySQL databases through a controlled MCP interface. (Read more) Mysql Open Source Secure
• MCP Snowflake Reader TS - Provides secure, read-only access to Snowflake databases via the MCP protocol, supporting cross-platform functionality and query caching. (Read more) Snowflake Open Source Read Only
• MCP Trino - A Go implementation of a Model Context Protocol (MCP) server for Trino. MIT licensed. (Read more) Open Source Trino Query Engine
• mcp_mongodb - Facilitates AI-driven interactions with MongoDB through natural language queries, supporting seamless data management and retrieval. (Read more) Mongodb Nosql Open Source
• mcp-postgres-server - MCP PostgreSQL Server for secure database interactions. Allows AI assistants to list tables, read data, and execute SQL queries. (Read more) Postgres Sql Mcp Server
• mcp-server-arangodb - TypeScript-based MCP server for database interaction with ArangoDB, supporting core operations and integration with Claude app and VSCode extensions like Cline. Categorized under Databases. (Read more) Arangodb Typescript Database
• mcp-sqlalchemy-server - A simple MCP ODBC server using FastAPI ODBC and SQLAlchemy. Provides database connectivity for AI agents through the Model Context Protocol, enabling secure ODBC interactions. (Read more) Odbc Sqlalchemy Fastapi Open Source
• MEC Postgres - Facilitates read and write operations on PostgreSQL databases, allowing LLMs to interact with database schemas and execute SQL queries. (Read more) Postgresql Read Write Open Source
• Memento MCP - Memento MCP is a knowledge graph memory system for LLMs. It enables persistent memory management using knowledge graphs and databases, ideal for AI agents requiring structured knowledge storage. (Read more) Knowledge Graph Memory Open Source
• memory-box-mcp - Cline MCP integration for Memory Box - save, search and format memories with semantic understanding. Useful for databases, search, and knowledge management. (Read more) Memory Semantic Search Cline
• MSSQL MCP Server - A Model Context Protocol (MCP) server for Microsoft SQL Server that enables secure database interactions through a controlled interface. Allows AI assistants to safely list tables, read data, and execute SQL queries while maintaining security and structure. (Read more) Mssql Sql Server Secure
• MySQL MCP Server - Facilitates secure interaction between AI applications and MySQL databases through a structured MCP interface. (Read more) Mysql Open Source Secure
• MySQL MCP Server (Tqvthu) - Facilitates interaction with MySQL databases in Cursor IDE through a Model Context Protocol server. (Read more) Mysql Cursor Ide
• MySQL MCP Server Cursor - Facilitates interaction with MySQL databases in Cursor IDE through a Model Context Protocol server. (Read more) Mysql Cursor Ide Open Source
• MySQL MCP Server Modification - Provides read-only access to MySQL databases, allowing users to list databases, tables, and execute queries through an MCP server. (Read more) Mysql Open Source Read Only
• MySQL Schema Explorer MCP - Facilitates efficient access to MySQL database schema information using the Model Context Protocol, ideal for large-scale databases. (Read more) Mysql Schema Open Source
• mysql_mcp_server - Facilitates secure interaction between AI applications and MySQL databases through a structured MCP interface. (Read more) Mysql Sql Open Source
• Neo4j MCP - Facilitates natural language interaction with Neo4j graph databases through the MCP protocol, enabling schema exploration, query execution, and database management. (Read more) Neo4j Graph Database Open Source
• Neon MCP Local - Facilitates natural language interaction with Neon Postgres databases, enabling seamless database management and migrations through intuitive commands. (Read more) Postgres Neon Natural Language
• Neon Remote MCP - Official remote MCP for Neon PostgreSQL databases. Alternative to local Postgres MCP for cloud-hosted Postgres. (Read more) Remote Postgresql Cloud
• PlanetScale CLI - The CLI for PlanetScale Database, enabling database management through Model Context Protocol (MCP) integration. It provides tools for interacting with PlanetScale databases in cloud-native environments. (Read more) Open Source Cli Mysql
• powerdrill-mcp - The MCP server for Powerdrill API, facilitating research and data operations. Enables AI agents to interact with Powerdrill's data services via MCP. (Read more) Api Research Data
• Prisma - Next-generation ORM for Node.js & TypeScript supporting PostgreSQL, MySQL, MariaDB, SQL Server, SQLite, MongoDB, and CockroachDB. MCP server for customer data platforms in local environments. (Read more) Local Typescript Orm
• Redis MCP - The Redis official MCP Server offers an interface to manage and search data in Redis. (Read more) Open Source Redis Key Value
• Redis MCP Server - Official Redis MCP server providing interface for managing and searching data in Redis instances. Licensed under MIT. (Read more) Open Source Redis Cache
• Redshift MCP Server - Facilitates AI assistant interactions with Amazon Redshift databases through a Python-based MCP server. (Read more) Redshift Open Source Python
• redshift-utils-mcp - Facilitates AI-driven interaction with Amazon Redshift, enabling secure data querying and diagnostics via the AWS Data API. (Read more) Aws Redshift Data Query
• SQL MCP - Facilitates secure, read-only interactions between LLMs and SQL databases using MCP tools. (Read more) Sql Open Source Read Only
• Supabase MCP - Official Supabase MCP server to connect AI assistants directly with your Supabase project, allowing performance of database operations and more. Apache-2 licensed for seamless integration. (Read more) Official Open Source Postgres
• Supabase MCP Server - Connect Supabase projects to AI with Supabase MCP Server. Standardize LLM communication for secure, efficient development. (Read more) Supabase Postgres Database
• TQVThu Works MySQL MCP Server - Facilitates interaction with MySQL databases in Cursor IDE through a Model Context Protocol server. (Read more) Mysql Cursor Ide
• Trino MCP - A Go implementation of a Model Context Protocol (MCP) server for Trino. MIT license. (Read more) Database Go Open Source
• Typesense MCP Server - Facilitates seamless integration with Typesense by managing collections, documents, and search operations through MCP. (Read more) Typesense Open Source Search
• WAII MCP Server - Facilitates natural language interaction with databases, enabling Language Models to execute queries and process data through WAII. (Read more) Natural Language Open Source Query Execution
• YDB MCP - Facilitates AI-driven interactions with YDB databases through a Model Context Protocol server, enabling natural language database operations. (Read more) Ydb Open Source Natural Language

Developer Tools "Developer Tools MCP Servers"amp; IDE MCP Servers

• Google MCP Servers - Collection of Google's official MCP servers. (Read more) Official Google Multi Service
• Bucket.co MCP Server - Feature flagging MCP server integrating Bucket.co directly into IDEs for real-time flag management during coding sessions. Enables AI-suggested rollouts and A/B testing experiments. Differentiates from VSCode MCP by focusing on progressive delivery rather than static code analysis. (Read more) Feature Flags Ide Developer Experience IDE Coding
• JSONResume Registry MCP Server - The registry MCP server that updates your resume while you code. (Read more) Resume Jsonresume
• mcp-terraform-aws-provider-docs - Provides contextual information and resources for Terraform AWS Provider documentation, allowing AI agents to query up-to-date data. (Read more) Terraform Aws Documentation
• Next.js DevTools MCP - MCP server that provides Next.js development tools and utilities for AI coding assistants like Claude and Cursor. (Read more) Official Nextjs Development
• Tapeless MCP - Interact with Tapeless via Claude using Anthropic's Model Context Protocol, enabling AI-powered backup management through MCP tools. (Read more) Backup Claude Tapeless
• TypeScript MCP Framework - A framework for writing MCP (Model Context Protocol) servers in Typescript. (Read more) Typescript Framework Open Source

Developer Tools & IDE MCP Servers

• 21st Magic MCP - MCP server bringing v0-like frontend UI generation into IDEs such as Cursor (VSCode-based), Windsurf, and Cline for AI-assisted coding. Key features: AI UI component generation, autocomplete support, prototyping tools. Use cases: accelerating frontend development in AI agents; advantages over native LSP include generative capabilities directly in editor. (Read more) Frontend Ui Generation Cursor Integration IDE VSCode
• 1mcppapp Agent - Unified MCP server aggregating multiple MCP servers into a single endpoint, integrating with IDEs like VSCode and JetBrains to provide seamless access to diverse tools during coding. Key features include tool discovery, unified API, and simplified management. Use cases encompass code completion for AI agents and debugging workflows; surpasses native LSP by supporting multi-server tool aggregation. (Read more) Aggregator Unified Multi Server IDE VSCode JetBrains
• A11yance MCP - MCP server offering ARIA specification access for integration with VSCode and JetBrains IDEs, enabling AI-driven accessibility compliance. Key features: ARIA autocomplete, debugging for roles/states, WCAG validation. Use cases: code reviews and completion in AI agents ensuring a11y; specialized beyond native LSP syntax checking. (Read more) Accessibility Aria Wcag IDE VSCode JetBrains Autocomplete
• ActionKit MCP Starter - Boilerplate for ActionKit-powered MCP servers, designed for integration into VSCode/JetBrains to build custom developer tools. Key features: quick setup, MCP scaffolding, IDE-compatible templates. Use cases: prototyping MCP servers for AI code completion; easier than native LSP extensions. (Read more) Starter Actionkit Template IDE VSCode JetBrains
• ALAPI MCP Server - MCP server for ALAPI Chinese data services, integrates with VSCode and JetBrains IDEs to provide API access during development. Key features include autocomplete for service calls and debugging endpoints. Use cases: code completion for AI agents using Chinese APIs; extends native LSP with specialized data service integration. (Read more) Alapi Chinese Services Api Integration IDE VSCode JetBrains
• All About AI MCP Servers - A curated collection of Model Context Protocol servers by AllAboutAI. Provides various MCP server implementations for different use cases and integrations, designed to enhance AI assistant capabilities. (Read more) Collection Community Ai Assistant
• Android MCP Server - Provides Android device control via ADB, integrating with IDEs like VSCode and JetBrains for mobile testing. Key features: screenshots, UI inspection, touch gestures, logcat, autocomplete for commands. Use cases: debugging and code completion in AI agents for Android dev; superior to native LSP for device interaction. (Read more) Android Adb Automation IDE VSCode JetBrains Debugging
• AnkiConnect MCP - MCP server for Anki flashcard management, integrates with VSCode/JetBrains for learning tool access in coding sessions. Key features: deck/card operations, spaced repetition autocomplete. Use cases: code completion with educational flashcards in AI agents; adds learning layer beyond native LSP. (Read more) Open Source Flashcards Education IDE VSCode
• Antigravity Link - Mobile companion MCP server for Google's Antigravity IDE, integrates with VSCode and JetBrains for cross-device AI collaboration and file management. Key features: session mirroring, autocomplete for workflows, debugging across devices. Use cases: on-the-go code completion in AI agents; exceeds native LSP with mobile IDE syncing. (Read more) Open Source Mobile Ide Integration Antigravity IDE VSCode JetBrains
• APIMatic MCP - Validates OpenAPI specs via APIMatic engine, integrates with VSCode/JetBrains for real-time linting and scoring. Key features: error reports, autocomplete for fixes, debugging API docs. Use cases: API development completion in AI agents; more comprehensive than native LSP schema validation. (Read more) Openapi Validation Api Specs IDE VSCode JetBrains Debugging
• Applescript MCP - Executes AppleScript for macOS automation, integrates with VSCode and JetBrains for GUI control and scripting in dev workflows. Key features: autocomplete for scripts, debugging executions, system interactions. Use cases: code completion and testing in AI agents on macOS; augments native LSP with OS automation. (Read more) Applescript Macos Automation IDE VSCode JetBrains
• Appsmith MCP Server - Open-source low-code platform MCP server enabling AI agents to build internal tools, admin panels, and CRUD apps via natural language. Features drag-and-drop UI builder, 45+ data source integrations, and custom JS logic directly from IDEs. Unlike VSCode MCP focused on code editing, Appsmith excels in rapid app prototyping with visual workflows and database connectivity. (Read more) Low Code Open Source Internal Tools IDE Coding
• Atla - MCP integration for Atla API enabling AI agents to perform state-of-the-art LLM evaluations and benchmarking within IDE workflows. Supports performance metrics, output quality assessment, and comparative analysis. Provides specialized LLM testing beyond VSCode MCP's general debugging capabilities. (Read more) Llm Evaluation Benchmarking IDE Coding
• Autodocument MCP Server - MCP server that automatically generates documentation for code repositories by analyzing directory structures and code files using LLM APIs. (Read more) Documentation Auto Generation Code Analysis
• Backstage MCP Server - Developer portal MCP server for Backstage, allowing AI navigation of software catalogs, service management, and documentation in IDE contexts. Features plugin ecosystem and template scaffolding for platform engineering. Surpasses VSCode MCP by providing enterprise-scale service discovery and architecture visualization. (Read more) Developer Portal Platform Engineering Software Catalog IDE Coding
• Bitbucket MCP Server - Integrates Bitbucket Cloud/Server APIs via MCP for repository management, PR handling, and CI/CD pipeline interactions in development environments. Supports AI-driven code reviews and branching strategies from IDEs. Offers Git hosting features comparable to GitHub but tailored for Atlassian ecosystems vs generic VSCode MCP. (Read more) Bitbucket Git Version Control IDE Coding
• Budibase MCP Server - Open-source low-code platform MCP server for Budibase, enabling AI agents to rapidly build business apps, internal tools, and workflows with database integrations and automation capabilities. (Read more) Low Code Open Source Workflow
• FastMCP TypeScript - High-level framework for building MCP servers in TypeScript. (Read more) Framework Typescript Open Source
• LiteMCP - A high-level framework for building MCP servers in JavaScript/TypeScript. Featured in awesome-mcp-devtools SDK list. (Read more) Javascript Typescript Framework Open Source
• mcp-framework - Fast and elegant TypeScript framework for building MCP servers. Listed in awesome-mcp-devtools as a JavaScript/TypeScript SDK. (Read more) Typescript Framework Open Source
• ModelFetch - A runtime-agnostic SDK to create and deploy MCP servers anywhere TypeScript/JavaScript runs. From awesome-mcp-devtools JavaScript/TypeScript SDKs. (Read more) Typescript Javascript Sdk Open Source

E-commerce & Business MCP Servers

• HubSpot CRM MCP Server - Official HubSpot MCP server in public beta providing AI assistants with secure access to HubSpot CRM data. Supports read-only access to contacts, companies, deals, tickets, products, orders, and other CRM objects through natural conversation. (Read more) Crm Marketing Sales Ecommerce Saas Integration
• Shopify MCP Server - Manage Shopify stores, products, orders, and inventory through AI agents. Flexible for e-commerce tasks like inventory and order management. (Read more) E Commerce Storefront Inventory Ecommerce Saas Integration

Game Server Mcp Implementations

• PaperMC - A high-performance fork of Spigot for MCP servers, serving as the backbone for serious development setups. It supports plugins like Denizen or Skript for server-side agent scripting. (Read more) Open Source High Performance Plugins
• Blizzard Battle.net MCP Server - An MCP Server for interacting with Blizzard Battle.net services, allowing programmatic access to Blizzard Entertainment’s gaming platform data and features. (Read more) Gaming Api Integration Platform
• Bukkit - Bukkit is a widely-used MCP server platform in Java, enabling developers to extend and customize Minecraft multiplayer servers through a large plugin ecosystem. (Read more) Open Source Minecraft Java plugin-ecosystem
• Crafty - A Rust-based MCP server designed for high performance and low latency, specifically tailored for AI developers. It integrates well with event loops and custom agents for efficient AI training setups. (Read more) Open Source Rust High Performance
• Cuberite - Cuberite is a fast and highly customizable open-source MCP server written in C++, supporting multiplayer functionality across multiple platforms including Android, Linux, macOS, and Windows. (Read more) Open Source Minecraft c Cross Platform
• Malmo - Microsoft’s AI platform for MCP, supporting custom XML missions, world configurations, and built-in agent APIs. It is useful for rule-based environments despite being slightly dated. (Read more) Open Source Microsoft Ai Integration
• MineRL - A full research suite for training AI agents in MCP environments, featuring Gym-style APIs, mission tasks, and a massive dataset for imitation learning or reinforcement learning. (Read more) Open Source Ai Ml Research
• rcon-mcp - rcon-mcp is an MCP server for Dockerized Minecraft instances using itzg's minecraft-server container, enabling AI agents to administer servers via RCON with security through protocol isolation and no persistent shell access. It exposes comprehensive RCON command tools for LLMs, supporting programmatic execution without custom scripting. Use cases include AI-orchestrated in-game builds, real-time server moderation, player management, and automated backups; unlike basic RCON clients, it's optimized for AI workflows with direct MCP integration for tools like Claude Desktop, Cursor, and Zed. (Read more) Mcp Server Minecraft RCON Game Management Ai Agent

GitHub Integration MCP Servers

• GitHub - GitHub MCP Server enables AI agents to interact with GitHub repositories, issues, PRs via MCP. It supports features like repo cloning, issue creation, code search, and GraphQL queries. Use cases include automated code reviews, repo analysis, and CI/CD integration. Alternative to GitHub API wrappers with seamless MCP protocol support. (Read more) Git Repo Management Code Review
• GitHub Enterprise MCP - Model Context Protocol server for interacting with GitHub Enterprise. Provides enterprise-grade GitHub functionality for organizational AI workflows with on-premise deployment support. (Read more) Github Enterprise On Premise
• GitHub MCP Server - The GitHub MCP Server connects AI tools directly to GitHub's platform, enabling AI agents, assistants, and chatbots to read repositories and code files, manage issues and PRs, analyze code, and automate workflows through natural language interactions. (Read more) Github Mcp Open Source
• GitHub MCP Server (asifdotpy) - A Model Context Protocol (MCP) server for GitHub, providing tools for managing repositories, pull requests, branches, files, and secret scanning alerts. (Read more) Github Mcp Server Api Integration

IoT & Smart Home MCP Servers

• home-assistant-mcp - Home Assistant MCP server integrates Anthropic's Claude with Home Assistant, enabling AI agents to control smart home devices via natural language. Features device monitoring, automation, and conversational management of IoT systems. Suited for AI-driven smart home use cases, with focused Claude compatibility versus other Home Assistant MCP implementations. (Read more) Home Assistant Smart Home Mcp
• Fibaro HC3 - MCP server for Fibaro Home Center 3 smart home systems. Enables AI agents to control and monitor smart home devices including lights, sensors, and automation routines through the Fibaro ecosystem. (Read more) Smart Home Fibaro Home Automation
• lifx-lan-mcp - Enable AI agents to control LIFX lights over a local network using the Model Context Protocol. Provides local network control without cloud dependency. (Read more) Smart Lights Lifx Local Network

Productivity & Business MCP Servers

• Adobe Commerce MCP - MCP server for Adobe Commerce (Magento) GraphQL API, providing CRM/ERP-like functions for e-commerce management including orders, products, customers for AI agent automation. (Read more) CRM ERP Automation
• 1CRM MCP Server - MCP server providing CRM/ERP functions for 1CRM, enabling AI agents to access customer data, manage workflows, and automate sales processes via natural language interactions. (Read more) CRM ERP Automation

Search & Discovery Mcp Servers

• Elastic Agent Builder MCP - Official Elasticsearch MCP server recommended for Elasticsearch 9.2+ and Serverless deployments. Provides full access to built-in and custom tools for connecting AI agents to Elasticsearch data with advanced RAG capabilities. (Read more) Elasticsearch Search Analytics
• AI Agent Marketplace Index - MCP server to search more than 5000+ AI agents and tools of various categories from AI Agent Marketplace Index and monitor traffic of AI Agents. (Read more) Marketplace Ai Agents Discovery
• ai-Bible - Search the Bible reliably and repeatably. An MCP server by ai-Bible Labs that provides structured access to biblical text for AI applications. (Read more) Bible Text Search Religious Texts
• Airbnb MCP Server - Provides tools to search Airbnb and get listing details, enabling AI assistants to find and analyze accommodation options through natural language. (Read more) Travel Accommodation Search
• Algolia - Use AI agents to provision, configure, and query your Algolia search indices. This MCP server provides tools for managing search infrastructure programmatically through AI interfaces. (Read more) Search Indices Configuration
• Alibaba Cloud OpenSearch - This MCP server equips AI Agents with tools to interact with OpenSearch through a standardized and extensible interface for search and analytics operations. (Read more) Search Opensearch Cloud
• Amadeus MCP (donghyun-chae) - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data. (Read more) Flights Travel Amadeus Api
• Amadeus MCP Server - An MCP server to access, explore, and interact with Amadeus Flight Offers Search API for retrieving detailed flight options, including airline, times, duration, and pricing data. (Read more) Travel Flights Amadeus
• AniList MCP Server - An MCP server to interact with AniList API, allowing users to search for anime and manga, retrieve user data, and manage their watchlist through AI assistants. (Read more) Anime Manga Entertainment
• Apache Solr MCP Server - Spring AI-based Model Context Protocol server for Apache Solr that provides tools for searching, indexing, and managing Solr collections through AI assistants like Claude, enabling hybrid search and natural language queries. (Read more) Search Apache Open Source
• Aviationstack MCP - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types. (Read more) Aviation Flight Tracking Real Time Data
• Azure Wiki Search MCP - An MCP that enables AI to query the wiki hosted on Azure DevOps Wiki, providing knowledge retrieval from project documentation. (Read more) Wiki Azure Devops Knowledge Retrieval
• BVG MCP Server - Unofficial MCP server for Berliner Verkehrsbetriebe API, enabling AI assistants to query Berlin public transportation data including schedules, routes, and real-time information. (Read more) Public Transit Berlin Transportation
• CFBD API - An MCP server for the College Football Data API, enabling AI assistants to access college football statistics, game data, and analytics. (Read more) Sports College Football Statistics
• Data4library - MCP server for Korea's Library Information Naru API, providing comprehensive access to public library data, book searches, loan status, reading statistics, and GPS-based nearby library discovery across South Korea. (Read more) Library Korea Public Data
• DataCite MCP - Unofficial MCP server for DataCite, providing access to research data and publication metadata through DataCite's REST API and GraphQL interface for scholarly research discovery. (Read more) Academic Research Data Publications
• Facebook Ads Library - Get any answer from the Facebook Ads Library and conduct deep research including messaging, creative testing and comparisons in seconds. Enables comprehensive ad transparency research through AI. (Read more) Ad Transparency Research Competitive Analysis
• Glean - Server that uses Glean API to search and chat across enterprise knowledge. Enables AI agents to leverage Glean's workplace search for finding documents, people, and information within organizations. (Read more) Enterprise Search Glean Knowledge Management
• Google Vertex AI Search - Provides Google Vertex AI Search results by grounding a Gemini model with your own private data. Enables AI agents to perform semantic search across enterprise data using Google's Vertex AI platform. (Read more) Enterprise Search Vertex Ai Semantic Search
• Gralio SaaS Database - Find and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, LinkedIn, pricing, features and more. Comprehensive SaaS discovery and comparison engine for AI agents. (Read more) Saas Discovery Product Comparison Reviews
• Job Searcher MCP - A FastMCP server that provides tools for retrieving and filtering job listings based on time period, keywords, and remote work preferences. (Read more) Job Search Fastmcp Filtering
• jobswithgpt MCP - Job search MCP using jobswithgpt which indexes 500K+ public job listings and is refreshed continuously. (Read more) Job Search 500k Listings Continuously Refreshed
• MCP Discovery Service - MCP Discovery & Recommendation Service to find the right MCP server for your needs. A curated searchable directory of MCP servers with metadata, categories, and recommendations for AI development workflows. (Read more) Discovery Recommendation Directory
• MCP Server Search & Discover - MCP-Club's MCP Server Search, Discovery, and Collection website at https://mcphub.io, providing a centralized platform for finding and organizing MCP servers. (Read more) Discovery Search Directory
• Meilisearch - MCP server for interacting with Meilisearch full-text and semantic search API, enabling AI agents to perform fast, relevant searches on indexed content. (Read more) Full Text Search Semantic Search Open Source
• Meilisearch MCP Server - Official Meilisearch MCP server that bridges their search engine and AI assistants, enabling developers to manage search infrastructure through natural language with fast, typo-tolerant indexing and querying capabilities. (Read more) Search Open Source Database
• OpenSearch - MCP server enabling AI agents to perform search and analytics use cases on data stored in OpenSearch distributed search and analytics engine. (Read more) Search Analytics Distributed
• Shoptera Product Intelligence - Product catalog intelligence platform covering approximately 8.5 million products across approximately 2,500 Central European e-shops in 7 countries. Offers semantic search, keyword matching, and GTIN/EAN lookup via REST API or MCP server. (Read more) E Commerce Product Search Central Europe
• Simple Documentation Search MCP - A simple MCP server to search for documentation. Provides tutorial-focused tools for exploring MCP concepts, searching documentation, and learning MCP implementation patterns for beginners. (Read more) Tutorial Documentation Beginner Friendly
• YouTube AI MCP Server - An AI-powered YouTube solution that enables users to search for videos, retrieve detailed transcripts, and perform semantic searches over video content without relying on the official YouTube API, using vector database integration for streamlined content discovery. (Read more) Semantic Search Vector Database Transcripts

Security Attestation Mcp Servers

• Bitdefender GravityZone MCP Server - An MCP (Model Context Protocol) server integration for Bitdefender GravityZone, enabling AI agents and tools to interact with Bitdefender’s cybersecurity platform for threat protection and security operations via MCP. (Read more) Security Threat Intelligence endpoint-management
• 21RISK MCP Server - MCP Server for 21RISK, enabling access to its compliance, audit, and risk management features via MCP. (Read more) risk-analysis Compliance audit
• 2captcha MCP Server - MCP Server that integrates with 2captcha’s CAPTCHA solving services, letting MCP clients offload CAPTCHA challenges programmatically as part of automated workflows. (Read more) captcha Automation Verification
• Abstract - Email Verification API MCP Server - An MCP Server integration for Abstract's Email Verification API, enabling tools to validate and verify email addresses programmatically within the MCP ecosystem. (Read more) email-verification Api Integration
• AbuseIPDB MCP Server - An MCP Server for AbuseIPDB, providing access to a centralized blacklist and reputation data for IP addresses associated with malicious activity. (Read more) Threat Intelligence ip-reputation Security
• Acronis Cyber Protect Cloud MCP Server - An MCP Server that connects to Acronis Cyber Protect Cloud, providing backup, AI-based anti-malware, antivirus, and endpoint protection management capabilities to MCP-based workflows. (Read more) Backup endpoint-management Security
• Air MCP - Bridges to the Binalyze AIR digital forensics platform, providing endpoint security management through an MCP server. (Read more) Security Forensics endpoint-management Integration
• Akismet MCP Server - An MCP server for Akismet that surfaces its spam protection services to MCP-compatible agents and workflows. (Read more) spam-detection Security content-moderation
• AnonyFlow MCP Server - An MCP Server for AnonyFlow that offers encryption-based data anonymization and privacy tools to support GDPR, CCPA, and HIPAA compliance within MCP workflows. (Read more) Privacy gdpr data-anonymization
• Api Void MCP Server - An MCP Server for APIVoid, exposing threat analysis and reputation APIs (IP, domain, etc.) for detection and prevention of malicious activity. (Read more) Threat Intelligence ip-data Security
• APKTool MCP Server - APKTool MCP Server is an MCP server for Apk Tool, enabling automated reverse engineering of Android APKs through the Model Context Protocol. (Read more) Mcp Reverse Engineering Android Open Source
• atomicchonk/roadrecon_mcp_server - MCP server designed for analyzing ROADrecon gather results from Azure tenant enumeration, illustrating specialized security analysis via MCP servers. (Read more) Mcp Security Azure Analysis
• Attestable Server - MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. (Read more) Attestation trusted-execution Security Verification
• Auth0 Management API MCP Server - An MCP Server for Auth0’s Management API, enabling identity and access management operations (users, roles, clients, etc.) via MCP. (Read more) Identity Management Authentication Security
• automated-bod-25-01-cisa-microsoft-policies-mcp - A Model Context Protocol (MCP) server to enforce CISA BOD 25-01 security controls for Microsoft 365 via Microsoft Graph API, enabling automated policy management and compliance monitoring. (Read more) Mcp Security Compliance Microsoft 365
• AWS CloudTrail MCP Server - MCP server that surfaces AWS CloudTrail logs for analysis of API activity, users, and resources, enabling automated security and operations insights via MCP. (Read more) Aws Logs audit
• AWS IAM MCP Server - An MCP server that offers comprehensive AWS IAM user, role, group, and policy management aligned with security best practices. (Read more) Aws Identity Management Security
• AWS Well-Architected Security Assessment Tool MCP Server - An MCP server that assesses AWS environments against the AWS Well-Architected Framework Security Pillar, helping evaluate and improve cloud security posture via MCP. (Read more) Aws Security assessment
• beelzebub - A honeypot framework built on MCP that lets you create honeypot tools to detect prompt injection and malicious AI agent behavior. (Read more) Security prompt-injection Ai Agents
• Bitwarden MCP Server - An MCP Server that connects to Bitwarden’s open-source password manager, providing secure credential management within MCP workflows. (Read more) credentials password-manager Security
• Bloodhound MCP - Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's Neo4j database. Provides a concrete MCP server example for security/IT. (Merged with 'Bloodhound MCP AI') (Read more) Security Active Directory azure-ad Neo4j
• Bouncer MCP Server - An MCP Server integration for Bouncer’s email verification platform, enabling MCP tools to validate and verify email addresses programmatically. (Read more) Email Validation Verification
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