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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

  • 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 Official MCP Servers - Official collection of Amazon Web Services Model Context Protocol servers for managing AWS resources including S3, Lambda, DynamoDB, ECS, and CloudWatch through AI assistants with comprehensive cloud operations support. (Read more) Aws Cloud 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
  • Azure DevOps MCP Server - Official Microsoft Azure DevOps MCP server bringing the power of Azure DevOps directly to AI agents. Enables secure access to work items, pull requests, builds, test plans, repositories, wikis, pipelines, and advanced security features. (Read more) Ci Cd Devops Project Management
  • Azure MCP Server - Official Microsoft Azure MCP server enabling AI-powered development tools to interact with Azure cloud services. Provides Entra ID authentication, Azure CLI integration, resource management across Cosmos DB, Storage, Log Analytics with support for Python, .NET, and VS Code. (Read more) Cloud Microsoft Azure
  • Cloudflare MCP Server - Official catalog of managed remote MCP servers running on Cloudflare's global edge network. Provides OAuth sign-in, token-efficient streaming, and near-zero cold starts for deploying and hosting MCP servers at the edge. (Read more) Edge Computing Serverless Infrastructure
  • 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
  • PagerDuty MCP Server - Official PagerDuty MCP server enabling AI assistants to interact with incidents, on-call schedules, services, teams, escalation policies, event orchestration, incident workflows, status pages, and more through natural language. (Read more) Incident Management On Call Alerting
  • 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
  • Terraform MCP Server - Official HashiCorp MCP server providing seamless integration with Terraform Registry APIs and HCP Terraform for Infrastructure as Code development, enabling AI assistants to manage and operate Terraform environments. (Read more) Infrastructure Terraform Devops
  • 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
  • Airflow MCP Server - An MCP Server that connects to Apache Airflow using the official Python client, enabling AI assistants to manage and interact with Airflow DAGs and workflows. (Read more) Data Pipelines Apache Airflow Workflow Orchestration
  • 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
  • Argo CD MCP Server - MCP server developed by Akuity that wraps the Argo CD API, enabling AI assistants to interact with Argo CD GitOps deployments using natural language for application management, sync operations, and deployment monitoring. (Read more) Gitops Kubernetes Continuous Deployment
  • 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 MCP Server - Perform operations on your AWS resources using an LLM, enabling natural language interaction with AWS services for infrastructure management. (Read more) Aws Cloud Infrastructure Resource Management
  • 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
  • DevOps-MCP - Dynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files. (Read more) Azure Devops Authentication Switching Multi Project
  • Docker Helm MCP Server - MCP server for Helm package manager enabling AI assistants to interact with Helm repositories, manage releases, and work with Kubernetes application deployments through natural language. (Read more) Helm Kubernetes Containers
  • 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
  • Helm Chart Analyzer MCP - AI-powered MCP server that enables intelligent analysis of Helm chart dependencies, helping teams understand complex Kubernetes application structures and identify potential issues. (Read more) Helm Kubernetes Analysis
  • 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
  • K8s MCP Server Toolkit - Comprehensive Kubernetes toolkit MCP server providing kubectl, helm, istioctl, and argocd tools in one unified interface with native support for AWS EKS, Google GKE, and Azure AKS clusters. (Read more) Kubernetes Helm Devops
  • 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

  • AiMCP - A web directory of MCP clients and servers that helps developers discover, compare, and choose the right Model Context Protocol tools. (Read more) Directory Curated List Mcp
  • 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 Crypto MCP Servers - A curated GitHub awesome list of crypto-focused Model Context Protocol (MCP) servers, maintained by Luke Fan (badkk). (Read more)
  • Awesome MCP Servers (appcypher) - A curated awesome list of Model Context Protocol servers compiled by Stephen Akinyemi (appcypher). (Read more)
  • Awesome MCP Servers (punkpeye) - A curated list of MCP servers by Frank Fiegel (punkpeye), serving as a comprehensive directory of popular MCP server integrations. (Read more)
  • Awesome MCP Servers (wong2) - A well-known awesome list of MCP servers curated by wong2, cataloging top Model Context Protocol server implementations and integrations. (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
  • awesome-mcp-list - A curated GitHub repository that maintains a concise list of MCP (Model Context Protocol) servers. It serves as a directory of available MCP servers, aiming to help developers quickly discover and explore MCP-compatible server implementations, tools, and related resources. (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
  • 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 - A curated GitHub repository listing production-ready and experimental Model Context Protocol (MCP) servers. These servers enable AI models to interact securely with local and remote resources, such as file systems, databases, version control, and more, through standardized MCP implementations. Multiple repositories exist with similar content, including those by strickvl, fmerian, and haris-musa. (Read more) Curated List Directory Mcp Open Source
  • 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
  • Composio MCP Gateway - Universal MCP gateway providing instant connection to 500+ apps including Slack, GitHub, Notion, Google Workspace with built-in authentication, eliminating the need to install and maintain multiple individual MCP servers. (Read more) Integration Workflow Automation
  • 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
  • Strands Agents MCP Server - Model Context Protocol server providing documentation about Strands Agents SDK for building long-running AI agents. Enables GenAI tools to implement persistent state management and cross-session task execution with context messaging and async task management. (Read more) Ai Agents Long Running Tasks Aws
  • 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
  • Agentset - RAG for your knowledge base connected to Agentset. This MCP server enables AI agents to query and retrieve information from connected knowledge bases using retrieval-augmented generation. (Read more) Rag Knowledge Base Retrieval
  • 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
  • Oracle Autonomous AI Database MCP Server - A multi-tenant, built-in MCP server feature of Oracle Autonomous AI Database Serverless that exposes Model Context Protocol endpoints. Enables AI agents and clients to invoke tools defined with Select AI Agent while maintaining enterprise security and governance. (Read more) Enterprise Oracle Ai Database
  • 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
  • Supabase MCP Server - Official Supabase MCP server allowing AI assistants to manage Supabase projects, design database tables, generate migrations, run SQL queries, and handle backend operations through a unified protocol interface. (Read more) Backend As A Service Postgresql Database
  • 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 - Read and write access to Airtable databases with schema inspection capabilities, enabling AI assistants to manage Airtable bases through natural language. (Read more) Airtable Spreadsheet 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
  • Baserow - Query data from Baserow self-hosted or SaaS databases using MCP integration. Enables AI agents to access and manipulate spreadsheet-style databases. (Read more) Database Spreadsheet Self Hosted
  • 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
  • Centralmind Gateway - MCP-Server from your Database optimized for LLMs and AI-Agents. (Read more) Database Gateway Ai Agents Optimized
  • Chroma MCP Server - A Model Context Protocol server implementation that provides database capabilities for Chroma, enabling AI assistants to interact with Chroma vector databases for embeddings and semantic similarity. (Read more) Chromadb Vector Database Embeddings
  • Chroma MCP Server (privetin) - MCP server implementation providing vector database capabilities through Chroma, enabling LLMs to store, query, and manage vector embeddings for retrieval-augmented generation workflows. (Read more) Vector Database Chroma Embeddings
  • ClickHouse MCP Server - Connect ClickHouse to your AI assistants with this MCP server, enabling fast analytical queries and real-time data access from the ClickHouse column-oriented database. (Read more) Clickhouse Column Database Analytics
  • 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 MongoDB - Simple MCP Server for MongoDB databases. (Read more) Mongodb Nosql Database
  • 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 Server MySQL (benborla) - MCP server providing read-only access to MySQL databases, enabling LLMs to inspect database schemas and execute read-only queries safely. (Read more) Mysql Read Only Schema Inspection
  • 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 - MongoDB MCP Server providing comprehensive database interaction capabilities through Model Context Protocol. (Read more) Mongodb Nosql Database
  • 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 - An MCP server implementation that integrates with MySQL databases, providing secure database access capabilities for LLMs. (Read more) Mysql Database Secure Access
  • 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
  • Postgres MCP Server - FastMCP Based MCP Server to Control Postgres. (Read more) Postgresql Fastmcp Control
  • 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
  • Prisma MCP Server - Database ORM integration server that gives AI agents the ability to manage Prisma Postgres databases, spin up new database instances, and run schema migrations through natural language commands. Supports Node.js and TypeScript backends. (Read more) Database Orm Typescript
  • py-mcp-mssql - Python-based MCP server for Microsoft SQL Server database interactions through Model Context Protocol. (Read more) Python Mssql Sql Server
  • Qdrant MCP Local - Docker Compose setup for easily running Qdrant and MCP-server-qdrant in a local environment. (Read more) Qdrant Docker Local
  • Qdrant MCP Server - Official Qdrant Model Context Protocol server implementation, enabling AI assistants to interact with Qdrant vector databases for semantic search and embeddings. (Read more) Vector Database Qdrant Semantic Search
  • Qdrant MCP Server for Semantic Search - Model Context Protocol server providing semantic search capabilities using local Qdrant vector database with support for multiple embedding providers including Ollama, OpenAI, Cohere, and Voyage AI for intelligent information retrieval. (Read more) Vector Database Semantic Search Qdrant
  • 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
  • SchemaCrawler - MCP server that connects to any relational database to provide valid SQL output and semantic understanding of database schemas, enabling natural language queries about database structure such as column prefix meanings. (Read more) Database Schema Sql
  • SchemaFlow - Real-time PostgreSQL and Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. (Read more) Postgresql Supabase Schema
  • 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

Development Tools 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
  • Figma MCP Server - Official Figma MCP server bringing design directly into AI workflows. Enables design-to-code, live UI capture to editable frames, design system integration with Code Connect, and seamless collaboration between designers and developers through VS Code, Cursor, and Claude Code. (Read more) Design Ui Ux Collaboration
  • 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
  • Postman MCP Server - Official Postman remote MCP server connecting Postman to AI agents for secure API workflow automation, including testing APIs, generating code from definitions, and managing collections through natural language. (Read more) Api Testing Development Api Management
  • 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
  • A11yance MCP - Provides programmatic access to the ARIA (Accessible Rich Internet Applications) specification through MCP, enabling AI assistants to understand and reference accessibility standards. (Read more) Accessibility Aria Wcag
  • Android MCP Server - 21-tool Android device control via ADB including screenshots, UI tree inspection, touch automation, logcat, and compound actions. One-command install via npx android-mcp-server. (Read more) Android Adb Automation
  • Antigravity Link - MCP server and mobile companion for Google's Antigravity IDE. Allows mirroring of AI chat sessions on mobile, sending messages, uploading files, stopping generations, and automating workflows via 9 MCP tools or local OpenAPI HTTP API. (Read more) Open Source Mobile Ide Integration Antigravity
  • APIMatic MCP - APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic's API. The server processes OpenAPI files and returns validation summaries, helping ensure API specification quality. (Read more) Openapi Validation Api Specs
  • Applescript MCP - A macOS AppleScript MCP server enabling AI assistants to execute AppleScript commands on macOS for automation of native system tasks and GUI interaction. (Read more) Applescript Macos Automation
  • Appsmith MCP Server - Open-source low-code platform MCP server for Appsmith, enabling AI agents to build internal tools, admin panels, and CRUD apps with database integrations and custom business logic. (Read more) Low Code Open Source Internal Tools
  • Atla - Enable AI agents to interact with the Atla API for state-of-the-art LLM evaluation. Provides capabilities for assessing and benchmarking LLM performance and outputs. (Read more) Llm Evaluation Benchmarking
  • Backstage MCP Server - Developer portal and platform engineering MCP server for Backstage by Spotify, enabling AI agents to navigate software catalogs, manage services, and access platform documentation. (Read more) Developer Portal Platform Engineering Software Catalog
  • Bitbucket MCP Server - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs. Enables AI assistants to interact with Bitbucket repositories, pull requests, and CI/CD pipelines through standardized MCP interfaces. (Read more) Bitbucket Git Version Control
  • Bucket.co MCP Server - Flagging features from your IDE with Bucket.co. Integrates feature flagging capabilities directly into AI development workflows. (Read more) Feature Flags Ide Developer Experience
  • 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
  • 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
  • Chrome DevTools MCP - chrome-devtools-mcp lets your coding agent (such as Gemini, Claude, Cursor or Copilot) control and inspect a live Chrome browser. (Read more) Browser Devtools Official
  • 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
  • Google Calendar MCP Server - Google Calendar MCP provides context from calendars, schedules, and availability to LLMs. Best for dev tools. (Read more) Open Source Self Hosted Calendar
  • 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
  • JFrog - MCP server for the JFrog Platform API, enabling repository management, build tracking, release lifecycle management, and more through unified DevOps platform integration. (Read more) Artifact Management Devops Ci Cd
  • 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
  • LangChain MCP Server - LangChain includes support for building full-featured MCP servers that allow AI agents to dynamically query knowledge bases and structured data. It includes out-of-the-box integrations and adapters. Best for dev tools and infrastructure. (Read more) Open Source Self Hosted Agent Framework
  • 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 DevTools - A suite of Model Context Protocol servers enabling AI assistants to interact with developer tools and services for enhanced AI integration in development workflows. (Read more) Devtools Ai Integration Suite
  • MCP Discovery - Lightweight CLI tool built in Rust for discovering MCP server capabilities, enabling AI agents and developers to introspect available MCP tools and resources. (Read more) Cli Rust Discovery
  • 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 Discovery Desktop App - Desktop application for discovering and installing MCP servers. Provides a visual interface for browsing, evaluating, and deploying Model Context Protocol servers. (Read more) Desktop App Discovery Installation
  • 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
  • Neovim MCP - Control Neovim using Model Context Protocol (MCP) and the official neovim/node-client JavaScript library, enabling AI assistants to interact with the Neovim editor directly. (Read more) Neovim Editor Javascript
  • Next.js DevTools MCP - next-devtools-mcp is a MCP server that provides Next.js development tools and utilities for AI coding assistants like Claude and Cursor. (Read more) Nextjs Devtools Official
  • 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
  • SAP ABAP MCP Server - An MCP server for SAP ABAP wrapping the abap-adt-api, enabling AI assistants to interact with SAP ABAP development tools through the Model Context Protocol. (Read more) Sap Abap Enterprise
  • Screeny - Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots. Enables AI assistants to see and understand what is currently displayed on screen. (Read more) Macos Screenshots Visual Context
  • Shadcn Registry Manager - MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries. Provides tools for managing Shadcn UI components in development workflows. (Read more) Shadcn Ui Components Registry
  • 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
  • XcodeBuild MCP - A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects. (Read more) Xcode Ios Macos

Api Integration Mcp Servers

  • Agoda APIAgent - Open-source universal MCP proxy from Agoda that converts any REST or GraphQL API into an MCP server with zero code and zero deployments, using automatic schema introspection and DuckDB for SQL post-processing. (Read more) Api Conversion Proxy Zero Code
  • Apollo GraphQL MCP Server - Official Apollo MCP server bridging AI applications with GraphQL APIs. Translates GraphQL operations into MCP tools that AI models can discover and use, enabling natural language GraphQL queries and schema exploration. (Read more) Graphql Api Apollo
  • 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
  • AccuWeather Forecast MCP - MCP server providing hourly and daily weather forecasts using the AccuWeather API, enabling AI assistants to access accurate weather data and forecasts through natural language queries. (Read more) Weather Accuweather Forecast
  • APIAgent - Universal API to MCP Converter - Open-source tool from Agoda that converts any REST or GraphQL API into a Model Context Protocol server with zero code and zero deployments. Simplifies AI agent integration with existing APIs through automatic conversion. (Read more) Api Conversion Rest 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

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
  • 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
  • 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
  • Salesforce MCP Server - Official Salesforce Hosted MCP server enabling AI agents to securely access CRM data. Provides read/write access to Accounts, Contacts, Cases, and other Salesforce objects through natural language with Agentforce integration and zero custom code required. (Read more) Crm Sales Customer Management
  • 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 Dev MCP Server - Official Shopify Dev Model Context Protocol server enabling AI assistants to search Shopify docs, explore API schemas, build Shopify Functions, and get up-to-date answers about Shopify APIs for e-commerce development. (Read more) Ecommerce Shopify Api Development
  • 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
  • Adobe Commerce MCP - MCP server to interact with Adobe Commerce GraphQL API, including orders, products, customers, and more. Enables AI assistants to manage e-commerce data and operations. (Read more) E Commerce Graphql Adobe Commerce
  • 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
  • DoorDash MCP Server - Unofficial MCP server for DoorDash Delivery services. Allows AI agents to interact with DoorDash APIs for delivery-related tasks. (Read more) Delivery E Commerce Unofficial
  • 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

  • 21st Magic MCP - An MCP server like v0 but integrated directly in Cursor, WindSurf, or Cline, enabling AI coding assistants to work with frontend UI generation like magic. (Read more) Frontend Ui Generation Cursor Integration
  • Google MCP Servers - Collection of Google's official MCP servers. (Read more) Google Official
  • 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
  • MCP Registry - The official central index for discovering MCP servers, launched in September 2025. It contains nearly 2,000 server entries and serves as the canonical directory for finding MCP-compatible tools and integrations. (Read more) Registry Server Discovery Ecosystem
  • 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
  • 1mcppapp Agent - A unified MCP server implementation that aggregates multiple MCP servers into one, providing a single interface for accessing tools from various servers. (Read more) Aggregator Unified Multi Server
  • ActionKit MCP Starter - Starter code for building MCP servers powered by ActionKit, providing a template for integrating ActionKit with the Model Context Protocol. (Read more) Starter Actionkit Template
  • ALAPI MCP Server - An MCP server implementation based on ALAPI, enabling direct ALAPI service invocation through the MCP protocol for Chinese data services. (Read more) Alapi Chinese Services Api Integration
  • 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
  • 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 - A TypeScript framework for building Model Context Protocol servers with minimal boilerplate, providing an expressive API for defining tools, resources, and prompts. (Read more) Typescript Framework Minimal Boilerplate
  • 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
  • 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
  • ghidra-mcp - MCP Server for Ghidra that exposes tools to be used by AI-powered reverse engineers, enabling automated binary analysis and reverse engineering tasks. (Read more) Ghidra Reverse Engineering Security
  • 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
  • LiteMCP - A minimal, lightweight client designed to simplify SDK adoption into MCP ecosystems, making it easier for developers to integrate the Model Context Protocol into their applications. (Read more) Minimal Client Client Sdk
  • 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 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 Server Tree-sitter - MCP Server that leverages Tree-sitter for code parsing and analysis, providing AI assistants with structured code understanding and navigation capabilities. (Read more) Tree Sitter Code Analysis Parsing
  • 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-agentai - Python SDK designed to simplify interactions with Model Context Protocol (MCP) servers, providing an easy-to-use interface for connecting to servers, reading resources, and calling tools. (Read more) Python Sdk Client Library
  • 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-framework - A framework for writing Model Context Protocol (MCP) servers in TypeScript, providing structured abstractions and tooling to simplify building MCP servers. (Read more) Typescript Framework Server Development
  • 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
  • MCPHub - A cross-platform GUI application to discover, install, and manage Model Context Protocol (MCP) servers, serving as a package manager (apt/pip equivalent) for the MCP ecosystem. (Read more) Gui Package Manager Cross Platform
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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
  • 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

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 MCP Server - MCP server bridging AI assistants to Google BigQuery cloud data warehouse. Enables natural language queries, data analysis, and warehouse management while maintaining security controls and cost governance. (Read more) Data Warehouse Analytics Sql
  • 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
  • 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
  • Dicom MCP - An MCP server to query and retrieve medical images and for parsing and reading DICOM-encapsulated documents (PDF, etc.), enabling AI-powered medical imaging workflows. (Read more) Dicom Medical Imaging Healthcare
  • 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
  • Mixpanel MCP Server - Product analytics platform MCP server for Mixpanel, enabling AI agents to analyze user behavior, track events, and query product metrics through natural language for data-driven decisions. (Read more) Product Analytics Analytics User Tracking
  • 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

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
  • 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 focused on cloud cost monitoring and optimization across AWS accounts. Enterprise-backed by AWS, integrates with VS Code, Claude Code, and Cursor. Suited for multi-account AWS environments in production. (Read more) Production Ready Enterprise 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 including metrics, logs, and traces. Enterprise-backed by Datadog, supports VS Code, Cursor, Claude Code. Production-ready for Datadog customers. (Read more) Production Ready Enterprise 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 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
  • 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, alerting, and on-call scheduling. Enterprise-backed by PagerDuty, integrates with VS Code, Cursor, Claude Code. Production-ready for teams managing on-call rotations. (Read more) Production Ready Enterprise Incident Management
  • 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 collection, querying, and alerting. Supported by CNCF community, compatible with VS Code and Cursor IDEs. Targeted at Prometheus-based monitoring setups in beta active development. (Read more) Beta Cncf Metrics
  • Prometheus MCP Server - Go-based Model Context Protocol server for Prometheus and Mimir providing AI assistants with authenticated, multi-tenant access to metrics infrastructure through 18 read-only tools wrapping the Prometheus HTTP API. (Read more) Prometheus Monitoring 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 Server - Archived MCP server for retrieving and analyzing issues from Sentry.io. (Read more) Sentry Error Tracking Issue Analysis Archived
  • 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 MCP Server - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata. (Read more) Jira Confluence Atlassian
  • 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
  • GitLab MCP Server - Archived MCP server enabling GitLab API access for project management. (Read more) Gitlab Project Management Archived Reference
  • 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
  • nguyenvanduocit/jira-mcp - Go-based MCP connector for Jira enabling AI assistants to perform issue management, sprint planning, workflow transitions. (Read more) Jira Atlassian Go
  • 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
  • sooperset/mcp-atlassian - MCP server for Atlassian products (Confluence, Jira Cloud/Server). Tools for searching, reading, creating, managing content. (Read more) Atlassian Confluence Jira Python
  • 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

Security & Attestation Mcp Servers

  • Auth0 MCP Server - Official Auth0 MCP server enabling AI tools to securely configure Auth0 tenants using natural language, with OAuth 2.0 Device Authorization Flow and secure credential storage in system keychain. (Read more) Authentication Security Identity
  • 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
  • OWASP ZAP Security MCP - MCP server integrating with OWASP ZAP for comprehensive web application security testing, providing active vulnerability scanning, passive analysis, and configurable scan policies through AI interfaces. (Read more) Security Owasp Vulnerability Scanning
  • 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

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
  • Perplexity MCP Server - Official Perplexity AI MCP server providing real-time web search, reasoning, and deep research capabilities through Sonar models, enabling AI assistants to access powerful search-augmented intelligence. (Read more) Search Ai Search Research
  • 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
  • Exa - Search Engine made for AIs by Exa. (Read more) Search Engine Ai Optimized Official
  • Fetch - A server that flexibly fetches HTML, JSON, Markdown, or plaintext from web resources. Provides versatile content retrieval with multiple output format options for AI agent workflows. (Read more) Web Fetch Content Extraction Multi Format
  • 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 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
  • Perplexity MCP - MCP server for real-time web searches, providing AI with up-to-date news and facts beyond training data. Ideal for research without specific structured data needs. Ensures responses based on latest information. (Read more) Real Time Research Search
  • 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
  • ScrapeGraphAI - AI-powered web scraping library that creates scraping pipelines using natural language. Enables developers to build complex scraping workflows without writing intricate parsing code. (Read more) Web Scraping Ai Automation
  • Search1API - Combined search and crawl API service that provides unified access to web search and crawling capabilities through a single endpoint. (Read more) Search Crawl Api
  • SearXNG - A Model Context Protocol Server for SearXNG, the privacy-respecting metasearch engine. Provides federated web search capabilities through MCP for AI agents. (Read more) Search Privacy Metasearch
  • 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

Mcp Server Directories & Lists

  • Docker MCP Registry Official - Official Docker MCP Registry serving as a curated catalog of MCP servers for easy discovery and deployment, with servers appearing in Docker Hub's mcp namespace for standardized distribution. (Read more) Docker Registry Catalog
  • 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
  • Glama MCP Registry - Comprehensive MCP server registry and marketplace with 19,831+ servers as of March 2026. Daily updates, usage-based sorting, and visual previews make it the central hub for discovering MCP servers, clients, tools, and integrations. (Read more) Registry Marketplace Discovery
  • 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
  • Azure MCP Hub - A curated list of all MCP servers and related resources for Azure developers by Arun Sekhar, serving as a comprehensive directory for Azure MCP integrations. (Read more) Azure Resource Directory Curated List

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
  • GitHub - GitHub's official MCP Server. (Read more) Github Version Control Official
  • 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
  • Bitbucket MCP Server - A Model Context Protocol server for integrating with Bitbucket Cloud and Server APIs, enabling AI assistants to manage repositories, pull requests, and code reviews through Bitbucket. (Read more) Bitbucket Git Code Review
  • 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
  • DeepWiki by Devin - Remote, no-auth MCP server providing AI-powered codebase context and answers. (Read more) Code Analysis Remote Official
  • Git MCP Server - MCP server offering tools to read, search, and manipulate Git repositories. Demonstrates MCP extensibility for version control operations. (Read more) Git Version Control Code Analysis Reference
  • GitHub MCP Server (Archived) - Archived reference MCP server for repository management, file operations, and GitHub API integration. (Read more) Github Repository Management Archived Reference
  • 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
  • Scaffold - A Retrieval-Augmented Generation (RAG) system designed for structural understanding of large codebases. Transforms source code into a living knowledge graph, enabling precise, context-aware interactions that go beyond simple file retrieval. (Read more) Rag Code Analysis Knowledge Graph

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 Automation MCP - Visual workflow automation MCP server for n8n enabling AI assistants to build, manage, and execute automated workflows across 400+ integrations with visual flow design and custom logic. (Read more) N8n Workflow Automation
  • 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
  • Inbox Zero - AI personal assistant for email that helps users achieve inbox zero by managing, organizing, and responding to emails through MCP integration. (Read more) Email Ai Assistant Productivity
  • 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
  • Make MCP Server - Make MCP Server integration for the Integromat/Make automation platform. Enables LLMs to interact with Make scenarios and automation workflows through the Model Context Protocol. (Read more) Make Integromat Automation
  • 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
  • Pipedream MCP Server - Examples of using Pipedream's MCP server in your app or AI agent. Provides integration with Pipedream's workflow automation platform and API connectors. (Read more) Pipedream Workflows Api
  • 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
  • Skyvern - MCP Server enabling AI agents like Claude to autonomously control web browsers, automate web interactions, and perform browser-based tasks programmatically. (Read more) Browser Automation Ai Web Interaction
  • 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
  • Zapier MCP Server - Zapier’s MCP server enables LLMs to interact with thousands of apps, ranging from Google Sheets to simple CRMs. It exposes Zapier workflows, triggers, and automations to GenAI systems. Ideal for dev tools and integrations via cloud-hosted service. (Read more) Cloud Automation Integrations

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
  • Tableau MCP Server - Official Tableau MCP server helping AI agents see and understand data, enabling natural language queries of Tableau environments and data sources for AI-powered analytics. (Read more) Data Visualization Analytics Bi
  • 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
  • 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
  • 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
  • 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

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 - MCP server to create professional 3D scenes on Blender using natural language commands, enabling AI-powered 3D content creation and scene management. (Read more) Blender 3d Scenes Natural Language
  • 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
  • MiniMax MCP - Interact with MiniMax's powerful Text-to-Speech, image, and video generation APIs. (Read more) Text To Speech Image Generation Official
  • 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

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
  • 1panel Mcp - Automates website deployment to 1Panel servers, offering static site creation, build file uploads, and deployment statistics via a Node.js Express interface, exemplifying deployment automation with MCP servers. (Read more) Mcp Deployment Automation Nodejs
  • Alibaba Cloud MCP Server - An MCP Server integration for Alibaba Cloud services, allowing MCP clients to interact with Alibaba’s cloud computing resources. (Read more) Alibaba Cloud Cloud Infrastructure
  • alibaba-cloud-ops-mcp-server - An MCP server for operating resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS, and other common Alibaba Cloud products via the MCP protocol. (Read more) Mcp Cloud Alibaba Cloud Automation
  • Amazon Data Processing MCP Server - An MCP server providing comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2, allowing MCP-based agents to orchestrate and monitor AWS data pipelines. (Read more) Aws Data Processing Pipelines
  • Amazon ECS MCP Server - An MCP server for managing Amazon Elastic Container Service (ECS) resources, supporting container orchestration and ECS application deployment through MCP-compatible clients. (Read more) Aws Containers Orchestration
  • Amazon EKS MCP Server - An MCP server offering Kubernetes cluster management and application deployment on Amazon EKS, enabling MCP agents to operate Kubernetes workloads on AWS. (Read more) Aws Kubernetes Cluster Management
  • Amazon SageMaker Unified Studio MCP for Spark Upgrade - MCP server offering Apache Spark upgrade and migration tooling via SageMaker Unified Studio, helping modernize Spark applications and clusters for AWS Glue and EMR using MCP interfaces. (Read more) Aws Spark Migration
  • 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
  • AppVeyor MCP Server - An MCP Server integrating AppVeyor’s CI/CD service for Windows, Linux, and macOS, enabling MCP-based automation around build, test, and deployment pipelines. (Read more) Cicd Cloud Automation
  • 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 API MCP Server - Core AWS MCP server that executes AWS CLI-style operations, enabling broad interaction with AWS services and resources via the Model Context Protocol. (Read more) Aws Cloud Infrastructure
  • 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 MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowing resource management and querying in cloud environments. (Read more) Mcp Aws Cloud Resource Management
  • 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
  • AWS Pricing MCP Server - An MCP server that offers AWS pre-deployment cost estimation and optimization capabilities for conversational assistants. (Read more) Aws Cost Optimization Cloud
  • AWS Serverless MCP Server - An MCP server that manages the complete AWS serverless application lifecycle using the SAM CLI for build, deploy, and operations. (Read more) Aws Serverless Deployment
  • AWS Support MCP Server - An MCP server that helps users create and manage AWS Support cases programmatically through the Model Context Protocol. (Read more) Aws Support Cloud
  • 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-mcp - The official Microsoft MCP server for Azure services, exposing Azure Storage, Cosmos DB, Azure Monitor, and related resources through the Model Context Protocol interface. (Read more) Azure Cloud Infrastructure
  • 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
  • CloudBees MCP Server - An MCP Server that integrates with CloudBees’ software delivery platform, enabling MCP-based automation and governance workflows across CI/CD pipelines and DevOps processes. (Read more) Cicd Devops Automation
  • 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
  • Docker MCP Server - Manage Docker containers, images, volumes, and networks via AI agents. Enables conversational DevOps for local development automation. (Read more) Docker Containers Devops

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
  • Bright Data - Discover, extract, and interact with the web - one interface powering automated access across the public internet. (Read more) Web Scraping Data Extraction Sponsor
  • 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
  • Firecrawl MCP - Adds powerful web scraping and search capabilities to LLM clients like Cursor and Claude. (Read more) Web Scraping Search Official
  • 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
  • scan-mcp - Minimal MCP server for scanner capture supporting ADF, duplex, and page-size detection. Features typed tools with JSON Schema–validated I/O and multipage assembly, built on Node 22 and SANE. (Read more) Scanner Document Capture Sane
  • 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

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
  • 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
  • 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
  • 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 managing infrastructure lifecycles with integrated compliance controls. Actively developed by StackGen, it supports key IDEs like Claude Code, Cursor, VS Code, Windsurf, and Cline. Best suited for platform teams balancing governance and developer self-service in production environments. (Read more) Production Ready Ide Integration Compliance
  • 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

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
  • mcp.run - Hosted registry and control plane to install and run secure, portable MCP Servers. (Read more) Hosted Registry

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
  • Playwright - Playwright MCP server. (Read more) Playwright Browser Automation Official
  • Proxyman MCP - Proxyman MCP allows AI to inspect HTTP traffic, create debugging rules, and control Proxyman - all through natural language conversations. (Read more) Http Debugging Official
  • 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 & Machine Learning

  • Azure AI Foundry MCP Server - Experimental MCP server providing comprehensive access to Azure's AI ecosystem, including model catalog discovery, deployment management, knowledge indexing with Azure AI Search, and AI evaluation tools. Bridges AI development with Azure's enterprise-grade AI infrastructure. (Read more) Azure Model Management Evaluation
  • ComfyUI MCP Server - An MCP server for ComfyUI, enabling AI assistants to generate and manipulate images through ComfyUI's node-based workflow system via the Model Context Protocol. (Read more) Image Generation Comfyui Workflow
  • Coze MCP Server - MCP server for Coze, enabling AI assistants to interact with Coze's bot-building platform and workflow automation through the Model Context Protocol. (Read more) Coze Bot Building Workflow
  • Enterprise MCP Server - MCP Server for kicking off and getting status of crew deployments from crewAI, enabling AI assistants to manage enterprise AI crew operations. (Read more) Crewai Enterprise Deployment
  • iFly Workflow MCP Server - A simple MCP server implementation using iFlytek that enables calling iFlytek workflows through MCP tools, bridging AI workflow orchestration with the Model Context Protocol. (Read more) Iflytek Workflow Orchestration
  • LetzAI MCP - The official LetzAI MCP implementation, providing AI assistant integration with LetzAI's platform and services through the Model Context Protocol. (Read more) Letzai Official Ai Platform
  • LLM Advisor MCP - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required, supports cloud, Apple, Windows, and Linux. (Read more) Llm Benchmarking Multi Platform
  • OpenRouter MCP Multimodal - MCP server for OpenRouter providing text chat and image analysis tools, enabling AI assistants to leverage multimodal capabilities through various LLM providers via OpenRouter. (Read more) Openrouter Multimodal Image Analysis
  • Prem MCP Server - Implementation of an MCP Server to use the Prem SDK, enabling AI assistants to leverage Prem's decentralized AI inference infrastructure. (Read more) Prem Decentralized Ai Inference
  • Pump.fun Data MCP - Pump.fun data fetch tool built for the Model Context Protocol, enabling AI assistants to retrieve and analyze pump.fun token and market data. (Read more) Pumpfun Crypto Data Fetching

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
  • 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

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
  • EVM MCP Server - Comprehensive MCP server for 30+ EVM networks supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution, cloud-hosted. (Read more) Evm Multi Chain Blockchain
  • 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

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
  • code-mcp - Connect Claude AI to your development environment through the Model Context Protocol, enabling terminal commands and file operations through the AI interface. (Read more) Claude Development Environment File Operations
  • 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
  • Dispatch Agent - An intelligent MCP server that provides specialized filesystem operations through ReAct sub-agents. (Read more) React Agents Filesystem Sub Agents
  • E2B - Run code in secure sandboxes hosted by E2B. (Read more) Code Execution Sandbox Official
  • 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

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
  • 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
  • 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

Developer Tools Mcp Servers

  • JetBrains MCP Server - Official Model Context Protocol server for JetBrains IDEs including IntelliJ IDEA, PyCharm, WebStorm, and Android Studio, enabling AI assistants to interact with the IDE programmatically. (Read more) Jetbrains Ide Official
  • 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
  • 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
  • BifrostMCP - VSCode extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs, bridging IDE features with AI assistants. (Read more) Vscode Semantic Analysis Refactoring
  • Box MCP Server - Box model context protocol server enabling AI assistants to search, read, and access files stored in Box cloud storage through standardized MCP tools. (Read more) Box Cloud Storage File Access
  • Context Hub Generator - Tool for generating contextual documentation from your codebase, enabling automated documentation creation through source code analysis. (Read more) Documentation Code Analysis Auto Generation
  • Cursor Rules Hub - A comprehensive collection of cursorrules, MCP servers, prompts, tips and tricks for enhancing AI-assisted development workflows with Cursor. (Read more) Cursor Rules Prompts
  • Data.gouv.fr MCP Server - MCP server for interacting with Data.gouv.fr API, enabling access to French open government data. (Read more) Open Data France Api
  • Databutton App MCP - Use your Databutton app APIs as tools in other agents with MCP. (Read more) Databutton Api Agent
  • Depyler - Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%. (Read more) Python Rust Transpiler
  • Dev Kit MCP - MCP development kit providing comprehensive tools for day-to-day developer workflows through the Model Context Protocol, enabling AI assistants to support common development tasks. (Read more) Development Kit Productivity Utilities
  • Developer Context MCP - MCP server to help developers manage project context across AI coding sessions, maintaining continuity and awareness. (Read more) Development Project Context Productivity
  • Docs MCP Server - MCP server for working with third-party library documentation, enabling LLMs to search and retrieve documentation from various programming languages and packages for accurate coding assistance. (Read more) Documentation Libraries Multi Language
  • documcp - MCP server for intelligent document processing and management, supporting multiple formats and document operations. Enables AI agents to work with diverse document types through a unified interface. (Read more) Document Processing Multi Format File Management
  • Docy - MCP server that gives AI direct access to technical documentation it needs in real-time. Eliminates outdated information, broken links, and rate limits - providing accurate, real-time documentation access for precise coding assistance. (Read more) Documentation Real Time Coding Assistance
  • Domain Tools - MCP server for comprehensive domain analysis including WHOIS lookups, DNS records, and DNS health checks. Provides complete domain investigation capabilities for AI agents. (Read more) Dns Whois Network Analysis
  • Dotcontext - AI coding context provider that goes beyond simple file-level completions to provide project-wide assistance, including project architecture, history, and design decisions for more informed AI-assisted coding. (Read more) Context Management Ai Coding Repository Aware
  • Downdetector - Check service status and outage information from Downdetector for real-time monitoring of service availability across various platforms and regions. Helps AI agents verify service health and diagnose connectivity issues. (Read more) Monitoring Outage Detection Service Status
  • Dropbox MCP Server (amgadabdelhafez) - MCP server for Dropbox integration with Claude AI, enabling file search, read, and access operations through the Model Context Protocol. (Read more) Dropbox Cloud Storage Files
  • EDA MCP Server - Comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout. (Read more) Eda Fpga Verilog Asic
  • Editor MCP - Python-based text editor server built with FastMCP that provides tools for file operations including reading, editing, and managing text files through a standardized API. (Read more) Text Editor Python Fastmcp
  • eechat - Open-source, cross-platform desktop application that seamlessly connects with MCP servers across Linux, macOS, and Windows. Provides a unified desktop interface for interacting with multiple MCP servers. (Read more) Cross Platform Desktop App Open Source
  • Enhanced FileSystem MCP - Enhanced FileSystem MCP server providing comprehensive file system operations through Model Context Protocol. (Read more) Filesystem Enhanced Operations
  • ESP MCP Server - MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM. Enables AI assistants to develop and deploy firmware for ESP32 and other ESP microcontrollers. (Read more) Embedded Systems Esp32 Iot
  • Eunomia - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers. Enables AI agents to interact with scientific instruments through standardized MCP protocol interfaces. (Read more) Scientific Instruments Framework Extension Instrument Control
  • Everything Search - Fast file searching capabilities across Windows (using Everything SDK), macOS (using mdfind command), and Linux (using locate/plocate command). Provides cross-platform file discovery for AI agents. (Read more) File Search Cross Platform Indexing
  • Excel MCP Server (negokaz) - MCP server that reads and writes MS Excel data, enabling AI assistants to interact with spreadsheets through standardized Model Context Protocol tools. (Read more) Excel Spreadsheet Data
  • fabric-mcp-server - MCP server that integrates Fabric patterns with Cline, exposing them as tools for AI-driven task execution. Enhances Cline's capabilities through Fabric's structured prompt patterns. (Read more) Fabric Cline Prompt Patterns
  • Fast Filesystem - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup and recovery. (Read more) Filesystem Large Files Streaming
  • Figma - Gives your coding agent direct access to Figma file data, helping it one-shot design implementation. Enables AI to read design tokens, layouts, and component properties for accurate code generation. (Read more) Design To Code Ui Development Figma Api
  • Files - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere - providing targeted code manipulation capabilities for AI coding workflows. (Read more) Code Editing Symbol Search Refactoring
  • Filesystem MCP Server (ai-yliu) - Model Context Protocol server that provides filesystem operations for Claude AI. (Read more) Filesystem Claude Files
  • Find Files MCP - Repository for finding and managing files through Model Context Protocol. (Read more) File Search Filesystem Management
  • Flutter MCP - Model Context Protocol server for checking Flutter questions with the Flutter docs, enabling LLMs to access official Flutter documentation for accurate answers. (Read more) Flutter Documentation Dart
  • Flutter MCP Tools - MCP server for Flutter providing development assistance and Flutter-specific tools, enabling LLMs to help with Flutter app development workflows. (Read more) Flutter Dart Mobile
  • GDAL - GDAL-style geospatial workflows with built-in reasoning guidance and reference resources to give AI agents catalogue discovery, metadata intelligence, and raster/vector processing capabilities. (Read more) Geospatial Raster Vector Processing
  • GDB - GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants. Enables AI-powered debugging sessions through standardized GDB/MI interface. (Read more) Debugging Gdb Remote Debugging
  • Gdrive MCP Server - Efficient implementation of the Google Drive MCP server. (Read more) Google Drive Cloud Storage Files
  • Git - Allows LLM to interact with a local git repository, including optional push support. Enables AI agents to perform version control operations including commits, branching, and history analysis. (Read more) Git Version Control Repository
  • Git Mob - MCP server that interfaces with the git-mob CLI app for managing co-authors in git commits during pair/mob programming. Enables AI agents to handle collaborative commit attribution. (Read more) Git Pair Programming Co Authors
  • 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 GraphQL - Unofficial GitHub MCP server providing access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources. (Read more) Github Graphql Api
  • GitHub Projects - Manage GitHub Projects with full GraphQL API access including items, fields, and milestones. Enables AI agents to organize, track, and manage project tasks through GitHub Projects. (Read more) Project Management Github Projects Task Tracking
  • GitHub Repos Manager MCP Server - Token-based GitHub automation management with no Docker and flexible configuration. Provides 80+ tools with direct API integration for comprehensive GitHub repository management. (Read more) Github Automation Repository Management
  • GitMCP - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly. Provides seamless access to repository documentation and code context. (Read more) Documentation Remote Server Github
  • Gnuradio - MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts. Provides AI-driven radio signal processing workflow creation and modification capabilities. (Read more) Radio Signal Processing Gnuradio
  • Goal Story - Goal Tracker and Visualization Tool for personal and professional development. Enables AI agents to track progress, set milestones, and visualize goal achievement journeys. (Read more) Goal Tracking Visualization Personal Development
  • Godot - MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management. Enables AI agents to work with Godot game development projects natively. (Read more) Game Engine Godot Game Development
  • Golang Filesystem Server - Secure file operations with configurable access controls built with Go. Provides high-performance, type-safe filesystem access for AI agents with granular permission management. (Read more) Go Filesystem Security
  • GraphQL MCP - MCP server for dynamic graphql enabling LLMs to interact with GraphQL APIs. (Read more) Graphql Api Dynamic
  • GraphQL Schema - Allow LLMs to explore large GraphQL schemas without bloating the context. Provides schema introspection and tool generation for navigating complex GraphQL APIs efficiently. (Read more) Graphql Schema Exploration Context Optimization
  • GraphQL Schema MCP Server - GraphQL Schema Model Context Protocol Server providing programmatic access to GraphQL schema definitions, enabling LLMs to explore and query GraphQL APIs. (Read more) Graphql Schema Api
  • Graylog - Search Graylog logs by absolute/relative timestamps, filter by streams, and debug production issues directly from Claude Desktop. Enables log analysis and troubleshooting through AI interfaces. (Read more) Logging Debugging Log Analysis
  • Grey Hack MCP Server - A Grey Hack MCP server for Cursor IDE providing GitHub code search, Greybel-JS transpilation, API validation, and script generation for Roblox development. (Read more) Cursor Roblox Code Search
  • gx-mcp-server - Expose Great Expectations data validation and quality checks as MCP tools for AI agents. Enables automated data quality assurance through standardized MCP interfaces. (Read more) Data Validation Data Quality Great Expectations
  • Hashing MCP Server - MCP Server with cryptographic hashing functions including SHA256, MD5, and more. Provides essential hashing utilities for data integrity verification and security operations in AI workflows. (Read more) Cryptography Hashing Security
  • HeatPump - Residential heat pump sizing and cost-estimation tools by HeatPumpHQ. Enables AI agents to calculate appropriate heat pump specifications and installation costs for residential properties. (Read more) Hvac Cost Estimation Energy
  • HTML to Markdown - Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits. Provides reliable content extraction for AI workflows. (Read more) Html Markdown Content Extraction
  • html2md-mcp - MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content. (Read more) Html Conversion Playwright Content Extraction
  • Hyperledger Fabric Agent Suite - Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools. Provides comprehensive Hyperledger Fabric blockchain management capabilities for AI agents. (Read more) Blockchain Hyperledger Chaincode
  • hyprmcp - Lightweight MCP server for Hyprland, the dynamic tiling Wayland compositor. Enables AI agents to interact with Hyprland configuration and manage workspace layouts. (Read more) Hyprland Wayland Tiling Window Manager
  • IIIF - Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide. (Read more) Iiif Digital Collections Cultural Heritage
  • it-tools-mcp - A Model Context Protocol server that recreates CorentinTh it-tools utilities for AI agents, enabling access to a wide range of developer tools including encoding, decoding, conversions, and more via MCP. (Read more) Utilities Developer Tools Conversion
  • Juliadoc MCP - MCP server for efficiently retrieving Julia docstrings and source code, enabling LLMs to access Julia programming language documentation and source code programmatically. (Read more) Julia Documentation Source Code
  • LLM CLI for MCP - Command line interface for MCP clients with secure execution and customizable security policies. Provides a CLI-based way to interact with LLMs through MCP with built-in security controls and policy enforcement. (Read more) Cli Security Llm
  • Local File Organizer MCP - Python-based file organization system that leverages the Model Context Protocol to safely organize and manage files across directories. (Read more) File Organization Filesystem Python
  • LPS MCP Server - A minimal MCP server to allow Claude to interact with local files. (Read more) Local Files Filesystem Claude
  • Mamerto Fabian MCP Server - A powerful MCP server for enhancing AI capabilities with general-purpose tools and integrations designed for AI-assisted workflows. (Read more) Ai Enhancement General Purpose
  • MCP API Kit - Get API document info from MCP server, enabling LLMs to access and understand API documentation programmatically. (Read more) Api Documentation Kit
  • MCP Backup Server - Model Context Protocol server implementation that provides file backup and restoration capabilities for AI assistants. (Read more) Backup File Operations Filesystem
  • MCP Client Agent (DSPy) - CLI tool built with DSPy for interacting with MCP servers, enabling programmatic and intelligent routing of API calls to multiple MCP servers. (Read more) Dspy Cli Routing
  • MCP Club CLI - A command-line tool for managing MCP servers in Claude App. Can also run an MCP Server to help manage all your MCP servers. Provides installation, configuration, and lifecycle management for MCP servers. (Read more) Cli Claude Server Management
  • MCP Coding Assistant - MCP server that detects hallucinations, identifies repetitive bug fixes (bottomless pit), and helps AI coders with access to documentation and suggested fixes to improve code quality. (Read more) Code Quality Hallucination Detection Ai Assistant
  • MCP Config CLI - A CLI/MCP server tool for managing MCP server JSON configuration files with version control, profiles, and multi-client support for Claude and other MCP clients. (Read more) Cli Config Management Version Control
  • MCP Delete Server - Model Context Protocol server providing file deletion capabilities for AI assistants, supporting both relative and absolute paths with smart path resolution for safe file deletion. (Read more) File Deletion Safety Filesystem
  • MCP Dify Workflow Server - MCP server implementing query and invocation of Dify workflows, supporting on-demand operation of multiple custom Dify workflows through Model Context Protocol. (Read more) Dify Workflow Automation
  • MCP DOCX Server - MCP server to read, write, and manipulate DOCX (Microsoft Word) files through Model Context Protocol. (Read more) Docx Word Document Files
  • MCP Excel (algonacci) - MCP server to give client the ability to read Excel files through Model Context Protocol. (Read more) Excel Spreadsheet Files
  • MCP Expert Server - MCP server that can create queries and fetch information from API documentation, enabling LLMs to interact with and query API specs programmatically. (Read more) Api Documentation Query Builder Developer Tools
  • MCP File Edit Lines Server - MCP server providing line-based file editing capabilities, enabling AI assistants to make precise, targeted edits to specific lines in files without rewriting entire documents. (Read more) File Editing Line Based Precision
  • MCP File Merger - MCP server for merging multiple files into one, enabling AI assistants to consolidate documents and source code files through the Model Context Protocol. (Read more) File Merging Consolidation Utility
  • MCP Filesystem (isaacphi) - Model Context Protocol (MCP) server with a resource for each file in a workspace. (Read more) Filesystem Workspace Files
  • MCP Filesystem (QuantGeekDev) - Filesystem MCP server with SSE capabilities for real-time file operations. (Read more) Filesystem Sse Real Time
  • MCP Filesystem (safurrier) - Optimized MCP filesystem with smart context management and token-efficient partial reading/editing, designed to process massive files without overwhelming context limits. (Read more) Filesystem Token Efficient Context Management
  • MCP Filesystem Server - Go implementation of the Model Context Protocol enabling seamless integration between LLM applications and external data sources and tools via filesystem access. (Read more) Filesystem Go Files
  • MCP Go Tools - Go-focused MCP server providing idiomatic Go code generation, style guidelines, and best practices to help Language Models understand and generate high-quality Go code following established patterns. (Read more) Golang Code Generation Best Practices
  • MCP Google Drive Server (isaacphi) - Model Context Protocol server for reading from Google Drive and editing Google Sheets, enabling AI assistants to access cloud documents and spreadsheets. (Read more) Google Drive Google Sheets Cloud Storage
  • MCP Hub Neovim Plugin - Powerful Neovim plugin for managing MCP (Model Context Protocol) servers directly within Neovim, providing server lifecycle management and configuration. (Read more) Neovim Plugin Server Management
  • MCP Manager GUI - A web-based GUI tool for managing Model Context Protocol (MCP) servers in Claude and Cursor, providing visual server configuration and management capabilities. (Read more) Gui Management Web Based
  • MCP Package Documentation Server - MCP server providing LLMs with efficient access to package documentation across multiple programming languages, helping AI assistants generate more accurate and informed code. (Read more) Documentation Multi Language Package Info
  • MCP Package Version Server - MCP server that provides LLMs with the latest stable package versions when coding, helping AI assistants suggest up-to-date dependencies across package ecosystems. (Read more) Package Management Versioning Dependencies
  • MCP Reporter - Streamlined utility that generates comprehensive capability reports for Model Context Protocol servers, empowering developers to understand available functionality across their MCP servers ecosystem. (Read more) Reporting Documentation Capability Analysis
  • MCP Rules Server - Model Context Protocol server that manages and serves programming guidelines and rules, integrating with development tools to provide consistent coding standards across projects. (Read more) Coding Standards Rules Productivity
  • MCP Rust Docs - MCP server to retrieve Rust crate documentation for LLMs, enabling AI assistants to access accurate Rust library documentation and API references. (Read more) Rust Documentation Crates
  • MCP Server Filesystem - Generic MCP server for filesystem operations. (Read more) Filesystem Files
  • MCP Server Filesystem (MarcusJellinghaus) - Secure Model Context Protocol server that provides file operations for AI assistants. Enables Claude and other assistants to safely read, write, and list files with robust path validation and security controls. (Read more) Filesystem Files Security
  • MCP Server FTP - Model Context Protocol server for FTP access, enabling LLMs to interact with FTP servers for file transfer operations. (Read more) Ftp File Transfer Remote Access
  • MCP Server Manage GUI - A simple GUI for managing MCP servers, providing an easy way to toggle MCP servers on and off for easier configuration management. (Read more) Gui Management Toggle
  • MCP Svelte Docs Server - MCP server that lets you search and access Svelte documentation with built-in caching, enabling LLMs to provide accurate Svelte code and API references. (Read more) Svelte Documentation Caching
  • MCP Tool Builder - Self-generating MCP server that creates its own tools as needed, allowing AI to dynamically build and register new capabilities on the fly for flexible task completion. (Read more) Self Modifying Tool Creation Dynamic
  • MCP Tools Kit - Curated collection of MCP tools usable in Claude Desktop, providing a unified set of utilities for enhanced AI assistant workflows. (Read more) Claude Desktop Utilities Tool Collection
  • MCPDoc - Exposes llms-txt to IDEs for development, enabling AI coding assistants to access standardized documentation files from repositories and documentation hubs. (Read more) Documentation Llms Txt Ide
  • mcptee - Developer tool for MCP that logs stdin transport, enabling MCP developers to inspect and debug the communication between MCP clients and servers during development. (Read more) Debugging Logging Developer Utility
  • MCPXcode - MCP server for Xcode integration, providing AI assistants with tools to interact with Apple's Xcode IDE for iOS and macOS development workflows. (Read more) Xcode Ide Apple
  • Mermaid Diagram Preview MCP Server - MCP Server for previewing Mermaid diagrams. Enables AI assistants to generate, render, and preview Mermaid diagram syntax through the Model Context Protocol for documentation and visualization workflows. (Read more) Mermaid Diagrams Documentation
  • Neovim MCP Server (bigcodegen) - Control Neovim using Model Context Protocol (MCP) and the official neovim/node-client JavaScript library. (Read more) Neovim Editor Nodejs
  • OpenAPI Client Generator MCP - MCP server for generating TypeScript API clients from OpenAPI specifications, enabling LLMs to scaffold type-safe API clients automatically. (Read more) Openapi Typescript Code Generation
  • OpenAPI MCP Server - MCP server that converts OpenAPI specifications into MCP resources, enabling LLMs to understand and interact with API documentation directly through the Model Context Protocol. (Read more) Openapi Api Documentation Specification
  • OpenAPI Schema MCP Server - OpenAPI Schema Model Context Protocol Server providing programmatic access to OpenAPI schema definitions for AI-assisted API development. (Read more) Openapi Schema Api
  • Openbnb MCP Server - A powerful MCP server for enhancing AI capabilities with general-purpose tools and integrations designed for AI-assisted development and productivity workflows. (Read more) Ai Enhancement Developer Tools
  • OpenPyXl MCP Server - Thin wrapper around the OpenPyXl Python library exposing Excel features as Model Context Protocol tools, allowing Claude to fetch data from Excel files. (Read more) Excel Python Openpyxl
  • Opik MCP Server - MCP implementation for Opik (by Comet ML) enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics for LLM observability. (Read more) Observability Tracing Comet Ml
  • Placeholder Image MCP Server - A lightweight MCP server for generating placeholder images from multiple providers, enabling AI assistants to quickly create placeholder assets for development and design workflows. (Read more) Placeholder Image Generation Development
  • PopUI - Enables collaborative UX interactions in Claude Desktop, creating a shared visual workspace for AI-human collaboration on user interface design tasks. (Read more) Collaboration Ux Claude Desktop
  • Postman MCP Server (shannonlal) - MCP Server for running Postman Collections with Newman, enabling LLMs to execute API tests programmatically. (Read more) Postman Api Testing Newman
  • PPTX XLSX MCP - Anthropic's Model Context Protocol to edit PowerPoint and Excel files. (Read more) Powerpoint Excel Office
  • Prodex JS - The ultimate video coding MCP, enabling AI-powered coding assistance through Model Context Protocol. (Read more) Coding Javascript Video
  • Project Handoffs MCP - MCP tool for maintaining persistence across AI-coding-agent sessions, enabling developers to preserve project context and decisions between sessions for better continuity. (Read more) Persistence Session Management Coding Agent
  • Python Doc Assist MCP - A search-first MCP for Python library documentation and compatibility assistance. (Read more) Python Documentation Search
  • Release Notes MCP Server - MCP server for generating release notes from GitHub commits, enabling LLMs to automatically create changelogs and release documentation from repository history. (Read more) Release Notes Github Changelog
  • Rust Filesystem MCP - MCP Filesystem tools written in Rust for efficient file operations. (Read more) Rust Filesystem Performance
  • Stata MCP - Stata integration for VS Code and Cursor IDE using the Model Context Protocol (MCP) for statistical computing workflows. (Read more) Stata Statistics Vscode
  • TMDB MCP Server - MCP server for interacting with The Movie Database API through Model Context Protocol. (Read more) Tmdb Api Movies
  • Venv MCP Server - Stable virtual environment management MCP server with no hallucinations, providing reliable Python environment setup and management tools for AI assistants. (Read more) Python Virtualenv Reliable
  • VSCode Local Snapshots - VSCode extension that provides file snapshot capabilities, allowing developers to create, manage, and restore workspace file snapshots directly within Visual Studio Code with both manual and automatic modes. (Read more) Vscode Snapshots Version Control
  • WebDAV MCP Server - Model Context Protocol server that enables CRUD operations on a WebDAV endpoint with basic authentication. (Read more) Webdav File Storage Remote Files
  • webhook-mcp - MCP server that sends webhook notifications when called. (Read more) Webhooks Notifications Alerts
  • Xcode MCP Server - MCP server implementation for Xcode integration, enabling AI assistants to interact with Apple's Xcode IDE programmatically through the Model Context Protocol for iOS and macOS development workflows. (Read more) Xcode Ide Apple
  • XcodeBuildMCP - MCP server providing Xcode-related tools for integration with AI assistants, enabling programmatic Xcode build operations and project management. (Read more) Xcode Build Apple
  • ZIP MCP - MCP tool that provides AI with the ability to compress and decompress local files. (Read more) Zip Compression Files

Documentation & Learning Resources

  • Context7 MCP Server - Context7 pulls up-to-date, version-specific documentation and code examples directly into AI prompts. Provides vector search and embedding storage for maintaining AI conversation context and semantic search in enterprise environments. (Read more) Documentation Vector Search Context Management
  • Anki (Local/AnkiConnect) - MCP server to run locally with Anki and AnkiConnect. Supports creating, updating, searching and filtering cards and decks. Includes mass update and other advanced tools. (Read more) Anki Flashcards Local Server
  • Anki MCP (Local) - MCP server to run locally with Anki and AnkiConnect. Supports creating, updating, searching and filtering cards and decks. Includes mass update and other advanced tools. (Read more) Flashcards Local Ankiconnect
  • Anki MCP Server - An MCP server for interacting with Anki decks and cards, enabling AI assistants to manage flashcards and spaced repetition learning through natural language. (Read more) Flashcards Spaced Repetition Learning
  • Anthropic Documentation MCP Server - MCP server providing access to Anthropic's official documentation for Claude AI and Model Context Protocol. Enables AI assistants to search and retrieve up-to-date information about Claude API, MCP specifications, and best practices. (Read more) Documentation Api Reference Learning
  • Apple Books MCP Server - Interact with your library on Apple Books, manage your book collection, summarize highlights, notes, and much more through AI assistants. (Read more) Books Reading Apple
  • Apple Docs MCP - A powerful MCP server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more. (Read more) Apple Developer Documentation Frameworks
  • Archbee - Write and publish documentation that becomes the trusted source for instant answers with AI. Archbee is the first complete documentation platform, providing MCP tools for managing and querying documentation. (Read more) Documentation Publishing Knowledge Base
  • arXiv API MCP - An MCP server that enables interacting with the arXiv API using natural language, allowing AI assistants to search and retrieve academic papers. (Read more) Academic Papers Arxiv Research
  • arxiv-latex-mcp - MCP server that fetches and processes arXiv LaTeX sources for precise interpretation of mathematical expressions in research papers. (Read more) Latex Mathematical Expressions Academic Papers
  • Bible MCP - Add biblical context to your generative AI applications. Provides AI assistants with access to biblical text and related resources. (Read more) Bible Religious Texts Context
  • bioRxiv MCP - Enable AI assistants to search and access bioRxiv papers through a simple MCP interface, providing access to preprinted biological research. (Read more) Biorxiv Preprints Biological Research
  • Brazilian Law MCP - Agent-driven research on Brazilian law using official sources, enabling AI assistants to search and analyze Brazilian legal documents and regulations. (Read more) Law Brazil Legal Research
  • DevDocs MCP - MCP server providing version-pinned, deterministic documentation from DevDocs.io in offline mode. Enables reliable access to developer docs for macOS and Linux. (Read more) Documentation Offline Devdocs
  • MCP Sequential Thinking Server (Cyanheads) - Explores the Model Context Protocol through practical guides, clients, and servers built while learning about the protocol, with sequential thinking capabilities. (Read more) Sequential Thinking Learning Guides
  • Microsoft Learn Docs - MCP server providing structured access to Microsoft's official documentation, retrieving accurate, authoritative, and context-aware technical content for code generation, question answering, and workflow grounding. (Read more) Documentation Technical Content Microsoft
  • Official MercadoLibre MCP Server - Official MercadoLibre MCP server providing developers with tools to interact with MercadoLibre's APIs. Includes search_documentation and get_documentation_page tools to help AI agents understand and use the MercadoLibre API ecosystem. (Read more) E Commerce Marketplace Api Documentation

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
  • Typesense MCP Server - MCP server for interacting with Typesense search engine, providing tools for health checks, collection management, data export, and search operations. Open-source alternative to Algolia with typo-tolerant, in-memory fuzzy search capabilities. (Read more) Search Engine Open Source Fuzzy Search
  • 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
  • ChainAware.ai MCP Server - An MCP Server that integrates ChainAware.ai’s crypto wallet auditing capabilities into MCP-compatible tools. (Read more) Crypto Security wallet-auditing
  • CIRCL Hash Lookup MCP Server - An MCP Server exposing CIRCL’s public hash lookup API, enabling MCP tools to check file hashes against known datasets for security and forensics use cases. (Read more) Security Threat Intelligence forensics
  • Clearly Defined MCP Server - An MCP Server for ClearlyDefined that allows MCP clients to retrieve, analyze, and work with curated FOSS project metadata such as licenses, attribution, and security information. (Read more) Compliance Open Source Metadata
  • Clerk MCP Server - An MCP server for Clerk that allows MCP-based agents to access Clerk’s authentication and user management APIs for React and React Native applications. (Read more) Authentication Identity Management User Management
  • co-browser/attestable-mcp-server - An MCP server running inside a trusted execution environment, enabling remote attestation and secure server verification for MCP clients. (Read more) Mcp Security Attestation trusted-execution verification
  • Control D MCP Server - An MCP Server integration for Control D, enabling programmable control over its customizable DNS service for blocking threats, unwanted content, and ads. (Read more) Dns Security content-filtering
  • Conveyor MCP Server - An MCP server exposing Conveyor’s security review and questionnaire automation platform to MCP-compatible agents, enabling programmatic access to security review workflows. (Read more) Security questionnaires Compliance
  • DataTrails MCP Server - An MCP Server for DataTrails (formerly RKVST), exposing APIs to add provenance and verify authenticity of digital content within MCP-automated workflows. (Read more) Attestation provenance verification

Social

  • OpenTweet MCP Server - Purpose-built MCP server for Twitter/X with 12 tools covering the full tweet lifecycle — from drafting and scheduling to publishing and analytics. Features AI-native workflow integration with Claude, batch scheduling of up to 50 tweets, image/video upload, and built-in analytics without requiring a Twitter developer account. (Read more) Twitter Scheduling Analytics
  • MCP Warpcast Server - MCP Server for Warpcast integration, enabling AI assistants to interact with the Farcaster social protocol for posting, reading, and managing decentralized social content. (Read more) Farcaster Decentralized Social Warpcast
  • Oktopost MCP Server - B2B social media management platform with MCP integration, designed for marketing teams to align social media with lead generation. Features employee advocacy workflows, social listening, lead attribution from social posts, and CRM integration across Twitter/X, LinkedIn, and Facebook. (Read more) B2b Enterprise Crm Integration
  • Postiz MCP Server - Open-source social media scheduling tool with MCP server support, enabling self-hosted content management across multiple platforms. Features AI-powered content generation, team collaboration tools, calendar content planning views, and an analytics dashboard for multi-platform social media management. (Read more) Open Source Self Hosted Multi Platform
  • Xpoz MCP - MCP server providing comprehensive access to social media data across Twitter/X, Instagram, TikTok, and Reddit through a single integration with over 1.5 billion indexed posts. Enables natural language queries for social media intelligence without API keys or coding. (Read more) Social Media Natural Language Multi Platform

Travel & Transportation

  • campertunity/mcp-server - Search campgrounds worldwide on campertunity, check availability, provide booking links. Featured item. (Read more) Camping Booking
  • AccuWeather MCP Server - MCP server that provides hourly weather forecasts using the AccuWeather API. (Read more) Weather Forecasting
  • alcylu/nightlife-mcp - MCP server for Tokyo nightlife: event discovery, venue search, performer info, AI recommendations, VIP booking. (Read more) Nightlife Tokyo Cloud
  • Buienradar MCP Server - MCP server for Buienradar's precipitation endpoint, providing rainfall forecast data for the Netherlands and surrounding regions. (Read more) Weather Precipitation
  • Caiyun Weather MCP - Model Context Protocol server for Caiyun (ColorfulClouds) Weather, providing weather data services using the Caiyun Weather API. (Read more) Weather China
  • China Weather MCP Server - MCP server to query weather in Chinese cities, enabling AI assistants to retrieve weather forecasts for locations in China. (Read more) Weather China
  • cobanov/teslamate-mcp - MCP server providing access to TeslaMate database for querying Tesla vehicle data and analytics. (Read more) Tesla Vehicle Python
  • EV Assistant MCP Server - Server implementation for managing Electric Vehicle (EV) charging stations, trip planning, and resource management. Provides a comprehensive set of tools and APIs for EV-related services. (Read more) Electric Vehicles Ev Charging
  • FlightRadar24 MCP Server - Model Context Protocol server for Flight Tracking, providing flight tracking capabilities through MCP interfaces. (Read more) Flight Tracking Aviation
  • Flights MCP Server - MCP Server for Google Flights, enabling AI assistants to search for flight information. (Read more) Flight Search Google Flights
  • helpful-AIs/triplyfy-mcp - MCP server for planning and managing itineraries with interactive maps in Triplyfy, including itineraries, places, notes, flight search/save. (Read more) Itineraries Maps Cloud
  • KyrieTangSheng/mcp-server-nationalparks - National Park Service API MCP server for park details, alerts, visitor centers, campgrounds, events in U.S. National Parks. (Read more) National Parks Us Cloud
  • lodordev/mcp-teslamate-fleet - TeslaMate analytics + Fleet API: 29 tools for telemetry, driving history, energy, remote control. (Read more) Tesla Fleet Python
  • lucygoodchild/mcp-national-rail - MCP server for UK National Rail providing train schedules and live travel information via Realtime Trains API. (Read more) Trains Uk Cloud
  • MarceauSolutions/rideshare-comparison-mcp - Compare Uber and Lyft prices in real-time with fare estimates, surge info, cheapest recommendations. (Read more) Rideshare Uber Lyft Python
  • MCP HK Bus - A MCP server which can query bus info, routes, ETA, and other public transit details for Hong Kong buses. (Read more) Public Transit Hong Kong Buses
  • MCP SG LTA - MCP server for Singapore's Land Transport Authority (LTA) DataMall API, providing public transport data access. (Read more) Transportation Singapore Public Transit
  • NPS MCP Server - Model Context Protocol Server for National Park Services data, providing access to national park information. (Read more) Parks National Parks
  • NS MCP Server - MCP server that provides access to NS (Dutch Railways) travel information through Claude AI. Fetches real-time train travel information and disruptions using the official Dutch NS API. (Read more) Transportation Netherlands Train Travel
  • openbnb-org/mcp-server-airbnb - MCP server to search Airbnb listings and get details. (Read more) Airbnb Booking Cloud
  • pab1it0/tripadvisor-mcp - MCP server for Tripadvisor API: location data, reviews, photos. (Read more) Tripadvisor Reviews Python
  • Pradumnasaraf/aviationstack-mcp - MCP server using AviationStack API for real-time flight data, schedules, aircraft types. (Read more) Flights Aviation Multi Platform
  • r-huijts/ns-mcp-server - MCP server for Dutch Railways (NS): travel info, schedules, real-time updates. (Read more) Trains Netherlands Cloud
  • skedgo/tripgo-mcp-server - MCP server providing tools from TripGo API for multi-modal trip planning, transport locations, public transport departures with real-time info. (Read more) Trip Planning Transport Cloud
  • srinath1510/alltrails-mcp-server - MCP server for AllTrails data: search hiking trails, get detailed trail information. (Read more) Hiking Trails Python
  • TfNSW Realtime Alerts MCP Server - MCP server for Transport for NSW's realtime alerts API, providing real-time transit alerts for the New South Wales transport network. (Read more) Public Transit Alerts Australia
  • tickadoo/tickadoo-mcp - Discover and book theatre, shows, events, tours, experiences across 700+ cities with real-time pricing and availability. (Read more) Events Booking Cloud
  • Ticketmaster MCP Server - A Ticketmaster MCP server that provides query capabilities from the Discovery API, enabling AI assistants to search for events and venues. (Read more) Events Ticketing
  • TripAdvisor MCP - Model Context Protocol server for Tripadvisor Content API. Provides access to Tripadvisor location data, reviews, and photos through standardized MCP interfaces, allowing AI assistants to search for travel destinations and experiences. (Read more) Travel Reviews
  • vessel-api/vesselapi-mcp - Maritime vessel tracking via VesselAPI: search vessels, real-time positions, ETAs, port events, emissions, inspections. (Read more) Maritime Shipping Cloud
  • Weather MCP - MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API, specifically designed for Claude Desktop. (Read more) Weather Openweathermap
  • Weather MCP Server (Python) - An example weather MCP server implemented in Python, demonstrating how to provide weather information via the Model Context Protocol. (Read more) Weather Python Examples

Version Control

AI Integration Mcp Servers

  • 21st.dev Magic MCP - A community-driven, extensible MCP server implementation focused on flexibility for Claude-based AI agents. It offers customizable memory persistence and toolchains, suitable for indie developers and personal projects. (Read more) Mcp Claude Memory Extensible
  • 5ire - 5ire is a cross-platform desktop AI assistant and MCP client, compatible with major service providers and supporting local knowledge bases and tools via Model Context Protocol servers. (Read more) Ai Assistant Cross Platform Knowledge Base Desktop
  • 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
  • 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
  • Ai Humanizer Server - A Model Context Protocol (MCP) server that enhances AI-generated content to sound more natural and human-like, with features like AI detection and text refinement. Highly relevant as an example of an advanced MCP server implementation. (Read more) Mcp Ai Integration Nlp content-refinement Open Source
  • Ai Image Gen Mcp - An MCP-compliant server that generates images from text prompts using Replicate's model, demonstrating extensibility and protocol adherence in the MCP server ecosystem. (Read more) Mcp Image Generation generative-ai Open Source Replicate
  • Ai Prompts Mcp - A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript architecture, showcasing MCP server capabilities for AI prompt management. (Read more) Mcp Prompt Management Typescript Ai Integration Open Source
  • AI/ML API MCP Server - MCP server that connects to a unified AI/ML API, giving access to over 200 AI models through a single interface within the Model Context Protocol ecosystem. (Read more) Ai Integration Multi Model
  • AirOps MCP Server - MCP server for AirOps Studio that lets LLMs build and orchestrate LLM-powered workflows and chat assistants via the Model Context Protocol. (Read more) ai-workflows chatbots Orchestration
  • Albus MCP Server - An MCP server that integrates Albus, providing AI-powered Slack search and web assistant capabilities to LLM agents via the Model Context Protocol. (Read more) Ai Assistant Search Slack
  • Aleph Alpha MCP Server - MCP server for Aleph Alpha’s Luminous models, enabling access to Europe-based large language model capabilities through the Model Context Protocol. (Read more) language-models generative-ai Ai Integration
  • Algorithmia MCP Server - An MCP server for Algorithmia that exposes community-developed algorithms and AI services to LLM agents via the Model Context Protocol. (Read more) Ai Platform Models Api Integration
  • AltText.ai MCP Server - MCP server for AltText.ai, enabling automatic multilingual image alt-text generation and accessibility improvements through the Model Context Protocol. (Read more) Accessibility Image Processing multilingual
  • Amazon Bedrock Custom Model Import MCP Server - An MCP server that manages custom model import and on-demand inference in Amazon Bedrock, enabling MCP clients to register, update, and invoke custom foundation models. (Read more) Aws Models generative-ai
  • Amazon Bedrock Knowledge Bases Retrieval MCP Server - An MCP server that enables retrieval-augmented generation workflows over Amazon Bedrock Knowledge Bases, allowing AI agents to query enterprise knowledge with citation support. (Read more) Rag Knowledge Base Aws
  • Amazon Bedrock Nova Canvas - An MCP server that utilizes Amazon Nova Canvas model for image generation, integrating Amazon Bedrock with MCP-compatible clients. (Read more) Mcp generative-ai Image Generation Aws
  • Amazon Q Business Anonymous MCP Server - An MCP server that connects to Amazon Q Business with anonymous access, allowing AI assistants to query a knowledge base without user-level authentication details. (Read more) Knowledge Base Rag Aws
  • Amazon SageMaker AI MCP Server - MCP server that manages Amazon SageMaker AI resources and supports model development workflows, allowing AI assistants and tools to interact with SageMaker via MCP. (Read more) Machine Learning Aws Models
  • Amentum Aerospace MCP Server - Amentum Aerospace MCP Server exposes Amentum Aerospace’s predictive scientific models for aviation, space, defense, and navigation through the Model Context Protocol, enabling AI agents and tools to query and use these models via an MCP server. (Read more) Models Prediction Aviation
  • Anthropic MCP Server - MCP server integration for Anthropic’s Claude models, giving Model Context Protocol clients access to Claude-based AI assistants focused on safety and capability at scale. (Read more) Ai Integration language-models Claude
  • Anthropic Prompt MCP - MCP server that provides tools for interacting with Anthropic's prompt engineering APIs, allowing users to generate, improve, and templatize prompts. (Read more) Prompt Management Anthropic Ai Integration Open Source
  • anti-bullshit-mcp-server - A Model Context Protocol (MCP) server designed to analyze claims, validate sources, and detect manipulation using various epistemological frameworks. Highly relevant for those seeking advanced MCP Server solutions with tools for epistemic analysis and manipulation detection. (Read more) Ai Integration epistemology Analysis Mcp
  • Any Chat Completions MCP - An MCP server for chatting with any OpenAI SDK compatible Chat Completions API, including Perplexity, Groq, and xAI, enabling connection to multiple AI providers through a unified OpenAI-compatible API interface using the Model Context Protocol. (Read more) Mcp Chat Openai Ai Integration
  • API Labz MCP Server - An MCP server that exposes API Labz’s suite of AI tools and APIs, enabling workflow automation and application building via the Model Context Protocol. (Read more) Ai Platform Api Workflow Automation
  • APIpie.ai MCP Server - An MCP server that connects to APIpie.ai, offering fast and cost-effective access to a range of global AI capabilities through the Model Context Protocol. (Read more) Ai Integration Api Integration
  • AssemblyAI MCP Server - MCP Server for AssemblyAI, exposing speech-to-text and speech understanding AI models to MCP clients through a simple API interface. (Read more) speech-to-text audio-processing Ai
  • astica.ai MCP Server - An MCP Server for astica.ai that lets MCP-compatible tools integrate astica’s AI capabilities without managing ML infrastructure. (Read more) Ai Platform Machine Learning Api
  • Audioscrape MCP Server - A RAG-as-a-Service MCP server provided by Audioscrape at https://mcp.audioscrape.com, allowing MCP-compatible clients to access Audioscrape’s retrieval-augmented generation and audio-driven data services via OAuth2.1. (Read more) Rag Audio Ai Integration
  • Auto-MCP - A tool for building MCP servers tailored for AI agents such as CrewAI and LangGraph. It streamlines the process of deploying and connecting MCP servers to platforms like Cursor and Claude. (Read more) Mcp Ai Integration Agent Framework Deployment
  • AWS Knowledge MCP - A fully managed, remote MCP server from AWS that exposes AWS knowledge and capabilities to AI assistants without requiring users to manage any infrastructure, enabling quick integration of AWS expertise into MCP-based workflows. (Read more) Aws Ai Integration managed
  • Azure AI Translator MCP Server - An MCP Server for Microsoft Azure AI Translator that allows MCP-based agents to perform instant or batch text translation across 100+ languages. (Read more) Translation Azure Nlp
  • Azure AI Vision MCP Server - An MCP Server for Azure AI Vision, exposing Microsoft’s image analysis, OCR, and face detection capabilities to MCP clients. (Read more) Computer Vision Ocr Azure
  • Azure OpenAI Service MCP Server - An MCP Server that exposes Azure OpenAI Service LLM and generative AI capabilities to Model Context Protocol compatible clients. (Read more) generative-ai Llm Azure
  • Azure Speech Service MCP Server - An MCP Server that integrates Azure Speech Service (speech-to-text, text-to-speech, translation, and speaker recognition) with the Model Context Protocol. (Read more) speech-to-text Text To Speech Azure
  • bazi-mcp - An MCP server providing comprehensive Bazi (Chinese astrology) chart generation and analysis, exposing traditional metaphysics calculations to LLMs. (Read more) Analysis specialized epistemology
  • BigML MCP Server - An MCP Server that integrates with BigML’s machine learning platform, allowing MCP clients to build, train, and operationalize ML models via standardized MCP calls. (Read more) Machine Learning Models Ai Integration
  • bot9 MCP Server - An MCP Server for bot9, enabling MCP tools to leverage bot9’s AI chatbot builder for customer support. (Read more) chatbots Customer Support Ai Assistant
  • Botpress MCP Server - An MCP Server for Botpress that exposes Botpress’s conversational automation and workflow capabilities to MCP agents to build and manage complex chat experiences. (Read more) chatbots Conversational Workflow Automation
  • Botsonic MCP Server - An MCP server that connects to Botsonic, providing custom ChatGPT-based AI chatbots trained on your own data. (Read more) chatbots Ai Agents Customer Support
  • BrainShop MCP Server - An MCP Server integration for BrainShop, enabling conversational AI experiences via the Model Context Protocol. (Read more) chatbots Conversational Ai Integration
  • BuildChatbot MCP Server - An MCP Server for BuildChatbot that lets MCP-compatible agents create and manage no-code chatbots using private data sources. (Read more) chatbots No Code Ai Agents
  • BusinessLogic MCP Server - An MCP Server that connects BusinessLogic Excel-based models and spreadsheets into AI-driven workflows, enabling use of existing spreadsheet logic via the Model Context Protocol. (Read more) Spreadsheets Excel Ai Integration
  • Calculator MCP Server - An MCP server that enables LLMs to use a calculator for precise numerical calculations through the MCP protocol. (Read more) Mcp computation Ai Integration Open Source
  • Carbon Voice MCP Server - The Carbon Voice MCP server at https://mcp.carbonvoice.app exposes Carbon Voice productivity and voice tooling to MCP clients using OAuth2.1. (Read more) Voice Productivity Ai Assistant
  • Chaindesk MCP Server - An MCP Server for Chaindesk that allows building and using ChatGPT agents trained on custom data within MCP ecosystems. (Read more) Agents Knowledge Base Ai Integration
  • Chatbot Builder MCP Server - MCP server that connects to Chatbot Builder so you can build custom chatbots and GPTs for websites, social media, texting, phone calls, and more. (Read more) chatbots Ai Assistant Multi Channel
  • ChatBotKit MCP Server - MCP server for ChatBotKit, enabling creation of conversational AI chatbots using your own data across web, Slack, Discord, and WhatsApp. (Read more) chatbots Ai Integration multichannel
  • ChatFAI MCP Server - An MCP Server that connects to ChatFAI, enabling AI-powered character chat experiences from movies, TV shows, books, and history via standardized MCP tools. (Read more) chatbots Entertainment Ai Integration
  • chatgpt-mcp - An MCP server integrating with OpenAI's GPT-4o model for text analysis, summarization, and generation, providing advanced language capabilities through the Model Context Protocol. (Read more) Mcp Openai Summarization Nlp
  • Chatlayer MCP Server - MCP server integration for Chatlayer to build AI-powered voice and chatbots in 100+ languages without coding skills. (Read more) chatbots Voice No Code
  • Chatsonic MCP Server - An MCP Server for Chatsonic that gives MCP agents access to Chatsonic’s ChatGPT-like capabilities with real-time data, image generation, and voice search. (Read more) generative-ai Chat Image Generation
  • Choturobo - An MCP server integrating Arduino-based robotics (ESP32 or Arduino Nano) with AI, enabling control of hardware components like LEDs, motors, servos, and sensors through AI assistants. Highly relevant as an innovative MCP server expanding hardware interaction capabilities. (Read more) Mcp Hardware Ai Integration Iot
  • chucknorris-mcp - A specialized MCP server providing LLM enhancement prompts and jailbreaks with dynamic schema adaptation, designed to augment AI capabilities via the MCP protocol. (Read more) Mcp Llm Integration Prompt Management Open Source
  • Claude desktop api use via mcp - A server that enables Claude Desktop users to access the Claude API directly, bypass Professional Plan limitations, and use advanced features like custom system prompts and conversation management. A practical MCP server for enhanced Claude integration. (Read more) Mcp Ai Integration Claude Context Management Open Source
  • Claude Prompts Mcp - A flexible, template-based prompt system server for Claude models, enabling standardized interactions and complex reasoning workflows through a TypeScript/Node.js MCP server with API support. Highly relevant as an MCP server for prompt management. (Read more) Mcp Ai Integration Prompt Management Typescript Open Source
  • claude-skills-mcp - claude-skills-mcp is an MCP server that exposes Claude Agent Skills as searchable, intelligent tools so any MCP-enabled model or client can use them natively. (Read more) Ai Integration Agent Framework Skills
  • Codeq Natural Language Processing API MCP Server - MCP server integration for the Codeq NLP API, providing advanced text understanding and language processing operations through the MCP protocol. (Read more) Nlp Text Analysis Api Integration
  • Cody MCP Server - MCP server for Cody, providing a custom AI assistant powered by ChatGPT and trained on your specific business data. (Read more) Ai Assistant Business Knowledge Base
  • Cohere MCP Server - Cohere MCP Server connects MCP-compatible clients to Cohere’s NLP platform, enabling text generation, classification, and other language understanding tasks within MCP-based workflows. (Read more) Nlp generative-ai language-models
  • CustomGPT MCP Server - MCP server integration for CustomGPT, allowing you to build your own chatbot from your own data sources. (Read more) chatbots Rag custom-knowledge-base
  • CustomGPT.ai MCP Server - An MCP server by CustomGPT.ai that provides RAG-as-a-service capabilities, enabling MCP clients to query custom knowledge bases and retrieval-augmented generation workflows via the MCP protocol. (Read more) Rag Knowledge Base Ai Integration
  • Cwkcursorpippamcp - A comprehensive memory management system MCP server for Cursor IDE, allowing AI assistants to remember, recall, and manage information across conversations—showcasing advanced MCP server design. (Read more) Mcp Memory Context Management Cursor
  • Dandelion MCP Server - An MCP Server that integrates the Dandelion semantic text analytics API with MCP, enabling NLP and entity extraction capabilities for MCP clients. (Read more) Nlp Text Analysis entity-extraction
  • Dappier MCP Server - A RAG-as-a-service MCP server from Dappier that lets AI tools perform retrieval-augmented generation over APIs and data sources. (Read more) Rag Api Integration Ai Integration
  • Datarobot MCP Server - MCP server for DataRobot, connecting to its enterprise AI platform and automation capabilities. (Read more) Machine Learning Automation Enterprise
  • Datumbox MCP Server - MCP server for Datumbox, a machine learning platform specialized in natural language processing. (Read more) Nlp Machine Learning Api
  • DeepL MCP Server - MCP server for DeepL that allows MCP-compatible applications to access DeepL’s high-quality machine translation services. (Read more) Translation Nlp Ai Integration
  • DeepLucid3D MCP - An open-source Model Context Protocol (MCP) server implementing the Unified Cognitive Processing Framework (UCPF). It provides advanced cognitive analysis, creative problem-solving, and structured thinking tools via the MCP protocol. (Merged 'Deeplucid3d Mcp' and 'DeepLucid3D UCPF Server') (Read more) Open Source cognitive-analysis ucpf Problem Solving

AI Integration Mcp Servers

  • 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
  • Chronulus AI MCP Server - MCP Server for Chronulus AI Forecasting and Prediction Agents. Enables AI assistants to access Chronulus AI's time-series forecasting and prediction capabilities through the Model Context Protocol. (Read more) Forecasting Predictions Time Series
  • Decision Anchor - Provides non-judgmental external anchoring for AI agent decisions by recording accountability boundaries. Helps establish and document decision-making frameworks that AI agents can reference. (Read more) Accountability Decision Making Ai Governance
  • DeepSeek MCP Server (66julienmartin) - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3). Enables seamless integration of DeepSeek reasoning and language models with Claude-compatible tools. (Read more) Deepseek Claude Llm
  • DeepSeek R1 Reasoning MCP Server - MCP server that enhances Claude's reasoning capability by integrating DeepSeek R1's advanced reasoning engine. Provides chain-of-thought reasoning capabilities from DeepSeek R1 through MCP to Claude Desktop. (Read more) Deepseek R1 Reasoning Claude
  • Enhance Prompt - MCP service for enhancing prompts, improving the quality and effectiveness of inputs to AI models. Helps transform basic prompts into more structured and effective versions. (Read more) Prompt Engineering Ai Assistance Optimization
  • Finite State Machines MCP Server - An MCP server that hosts finite state machines as dynamic resources that multiple clients can subscribe to and be updated when their state changes. (Read more) State Machines Real Time Subscriptions
  • FoundationModels - MCP server that integrates Apple's FoundationModels for text generation. Enables AI agents to leverage Apple's on-device machine learning models for natural language processing tasks. (Read more) Apple On Device Ml Text Generation
  • Gemini Bridge - Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture. Provides cross-model AI capabilities without additional expenses. (Read more) Gemini Cross Model Stateless
  • Gemini MCP Server - MCP server implementation for Google's Gemini API, enabling AI assistants to leverage Google's Gemini models for reasoning, analysis, and content generation through the Model Context Protocol. (Read more) Gemini Google Llm
  • Grok-MCP - MCP server for xAI's API featuring the latest Grok models, image analysis and generation, and web search. Provides access to xAI's cutting-edge language and vision models. (Read more) Grok Xai Image Generation
  • HuggingFace Spaces - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Includes Claude Desktop mode for easy integration with open-source AI models. (Read more) Huggingface Open Source Models Multi Modal
  • HuggingFace Spaces MCP Server - MCP server to use HuggingFace Spaces with easy configuration and Claude Desktop mode. Enables AI assistants to interact with HuggingFace ML model demos and applications. (Read more) Huggingface Ml Models Claude
  • Human-In-the-Loop - Powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. Bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms. (Read more) Human Feedback Gui Interactive
  • Human-use - Instant human feedback through an MCP, enabling AI to interact with humans around the world. Powered by Rapidata, this server provides crowdsourced human-in-the-loop capabilities for AI workflows. (Read more) Human Feedback Crowdsourcing Rapidata
  • HyperChat - Chat client that strives for openness, utilizing APIs from various LLMs to achieve the best Chat experience, while implementing productivity tools through the MCP protocol. ([Read mor

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