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Awesome MCP Servers

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

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About Awesome MCP Servers

Awesome MCP Servers is an MCP server published by ever-works in the Browser category: a curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.ever.works.

The repository has 119 stars and 132 forks, with the last commit 2 months ago. Recent commit activity is the strongest signal that reported issues will get attention.

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git clone https://github.com/ever-works/awesome-mcp-servers

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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

MCP Server Directories Lists

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

Ai Integration Mcp Servers

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

Database & Messaging Mcp Servers

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

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

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

Api Integration Mcp Servers

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

Data Analysis & Exploration Mcp Servers

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

Messaging Mcp Servers

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

Business & Commerce Mcp Servers

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

README copy captured when this server was indexed; it may lag the repository. The original is authoritative.

Questions

About Awesome MCP Servers

How do I install Awesome MCP Servers?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Awesome MCP Servers safe to use with an AI agent?

Its trust score is 66 out of 100 (good). It passes 1 of the 5 static security checks run so far; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Awesome MCP Servers still maintained?

Yes — the last commit was 2 months ago. The repository has 119 stars and 132 forks and 151 open issues.