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awesome-mcp-servers

A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works

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A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works

README

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
  • Cloudflare Workers MCP - Official Cloudflare Model Context Protocol implementation for deploying MCP servers to 300+ edge locations worldwide with zero cold starts, automatic scaling, and built-in DDoS protection on Cloudflare's global network. (Read more) Serverless Edge Computing Cloudflare
  • Cloudflare Workers MCP Server - Official Cloudflare MCP server providing access to over 2,500 Cloudflare API endpoints across DNS, Workers, R2, Zero Trust, and all Cloudflare products. Uses innovative Codemode technique for scalable API integration running in isolated Dynamic Worker sandboxes. (Read more) Edge Computing Serverless Cdn
  • Docker Kubernetes MCP Toolkit - Comprehensive Docker MCP toolkit providing 40+ specialized tools for container management, Kubernetes operations, Helm deployments, and port forwarding. Manage Docker Desktop Kubernetes clusters directly from AI assistants. (Read more) Docker Kubernetes Containers
  • GCP Official MCP Server - Official Google Cloud Platform MCP server providing four operational remote servers for dataset operations, virtual machine management, Kubernetes administration, and comprehensive GCP service integration. (Read more) Gcp Google Cloud Official
  • GitHub Actions MCP Server - Official GitHub MCP server with rich capabilities mirroring GitHub platform APIs. Supports workflow management, repository operations, and CI/CD automation with optional read-only mode to prevent agent mutations. (Read more) Ci Cd Github Automation
  • Google Cloud Managed MCP - Enterprise-ready managed MCP servers from Google Cloud supporting services like BigQuery, AlloyDB, Cloud SQL, Spanner, Firestore, Bigtable, and Google Maps. Provides globally consistent endpoints for AI agents to access Google Cloud services. (Read more) Cloud Platform Gcp Managed Service
  • Google Cloud MCP Integration - Google Cloud integration for Model Context Protocol with Kotlin SDK collaboration. Part of Google's effort to build an open, secure AI ecosystem with MCP alongside Anthropic, JetBrains, and industry leaders. (Read more) Cloud Google Cloud Infrastructure
  • HashiCorp Terraform MCP Server - Official Terraform MCP server providing seamless integration with the Terraform ecosystem, enabling AI models to access current provider documentation, modules, and policies with real-time registry integration. (Read more) Terraform Infrastructure Official
  • kubectl MCP Server - Multi-platform Model Context Protocol server for Kubernetes enabling AI assistants to control infrastructure through natural language with support for debugging, cost optimization, deployments, security audits, and Helm charts. (Read more) Kubernetes Kubectl Infrastructure
  • Kubernetes Native MCP Server - A Go-based native Kubernetes MCP server that interacts directly with the Kubernetes API server, enabling AI assistants to run kubectl-like commands, inspect resources, view events, and debug cluster failures without wrapping kubectl. (Read more) Kubernetes Container Orchestration Devops
  • Microsoft Azure MCP Server - Comprehensive MCP server from Microsoft that consolidates Azure service access into a single interface. Supports cloud role-based access controls, Azure Monitor log analysis, Cosmos DB administration, and other Azure operations through AI assistants. (Read more) Cloud Platform Azure Infrastructure
  • Microsoft MCP Servers Catalog - Official catalog of Microsoft Model Context Protocol server implementations for AI-powered data access and tool integration across Azure, Microsoft 365, GitHub, and other Microsoft services. (Read more) Microsoft Azure Enterprise
  • Terraform IaC MCP Server - MCP server for Terraform infrastructure-as-code operations enabling AI assistants to plan, apply, and manage infrastructure through natural language. Supports approval workflows and automatic change visualization before applying configurations. (Read more) Terraform Infrastructure As Code Automation
  • 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 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 Hardware - Awesome list of MCP servers & clients for interacting with hardware and the physical world. MCP (Model Context Protocol) is an open-source standard for connecting AI applications to external systems. Focuses on embedded devices, robots, IoT, industrial systems, debugging tools, and more. (Read more) Awesome List Hardware Iot Embedded Mcp Servers
  • awesome mcp projects - A GitHub repository that appears intended as a curated list of MCP (Model Context Protocol) projects and resources. The current repository primarily contains HTML and minimal visible content, suggesting it is an early-stage or placeholder list for MCP-related servers and tools rather than a fully populated directory. (Read more) Curated List Directory Mcp
  • Awesome MCP Servers - Data Analytics - A curated category within the Awesome MCP Servers list focused on MCP-compatible data analytics servers and tools. This section collects Model Context Protocol (MCP) servers that provide analytics-related capabilities, such as querying, transforming, and analyzing data sources via standardized MCP interfaces. (Read more) Curated List Directory Data Analysis
  • awesome-mcp-servers-2 - A curated list of awesome Model Context Protocol (MCP) servers focusing on production-ready and experimental implementations across categories like file systems, version control, cloud storage, databases, communication, monitoring, search, location services, marketing, note-taking, cloud platforms, workflow automation, system automation, social media, finance, research, AI services, virtualization, development tools, data visualization, and identity. (Read more) Curated Directory Open Source
  • 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)
  • best-of-mcp-servers - A curated GitHub repository listing the best MCP servers, featuring top solutions, libraries, tools, and more for the MCP ecosystem. (Read more) Curated List Open Source Directory
  • 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

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
  • Apollo MCP Server - MCP server for GraphQL API integration with Apollo, supporting persisted queries, schema introspection, and federated graphs. (Read more) Official Apollo Graphql
  • Astronomy Oracle MCP Server - Specialized MCP server providing accurate astronomical catalog data and observing session planning with 13,000+ deep-sky objects from OpenNGC, featuring deterministic visibility calculations, rise/transit/set times, and altitude/azimuth computations. (Read more) Astronomy Scientific Celestial Data
  • Boomi MCP Integration - Boomi integration platform support for Model Context Protocol enabling AI agents to connect securely to enterprise systems. Treats MCP servers as reusable integration components with governance, security, and monitoring capabilities. (Read more) Integration Ipaas Enterprise
  • Composio MCP Server - Composio MCP server unifies tools for 250+ platforms like GitHub, Slack, Gmail, Notion via single endpoint with managed auth/OAuth. Supports multi-service workflows without individual setups. Ideal for cross-platform automations. (Read more) Multi Integration Oauth Remote
  • 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

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
  • 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 Cont

Release History

VersionChangesUrgencyDate
0.0.0No release found — using repo HEADHigh4/21/2026

Dependencies & License Audit

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