{"id":"60da0365-30ff-416e-a046-0f5de551ef72","slug":"habitoai-awesome-mcp-servers","kind":"mcp","name":"awesome-mcp-servers","summary":"A curated list of Model Context Protocol (MCP) servers and tools. Discover and explore various MCP implementations that enable AI models to connect with external data sources and tools.","owner":"habitoai","repoUrl":"https://github.com/habitoai/awesome-mcp-servers","license":"MIT","licenseTier":"permissive","trust":"community","stars":22,"match":null,"fewStars":false,"format":"mcp","createdAt":null,"addedAt":"2026-10-14T05:34:13.045Z","logoUrl":"https://avatars.githubusercontent.com/u/203475785?v=4","linkOnly":false,"collection":null,"skillPath":null,"categories":["cloud-infra","data-analytics","memory-knowledge"],"tags":["mcp-server-store","mcp-server-template","mcp-servers-directory","mcp-servers-schemas","vibe-coding"],"runtime":"binary","local":true,"cloudCapable":false,"cloudCapability":"unknown","cloudReadyOnPlatform":false,"needsApiKey":false,"reviewed":false,"syncedAt":"2026-10-14T06:49:17.917Z","sample":false,"url":"https://conduits.dev/tools/habitoai-awesome-mcp-servers","language":"","transports":["stdio"],"install":{},"requirements":{"env":[],"upstreamMayCharge":false},"tools":null,"readme":"# Awesome MCP Servers [](https://github.com/sindresorhus/awesome)\r\n\r\nA categorized directory of Model Context Protocol (MCP) servers for connecting AI applications to external tools and data sources. Browse the [official MCP Registry](https://registry.modelcontextprotocol.io/) for published server manifests.\r\n\r\n## Table of Contents\r\n- [Accessibility](#accessibility)\r\n- [Aerospace and Space](#aerospace-and-space)\r\n- [AI Services](#ai-services)\r\n- [Art and Culture](#art-and-culture)\r\n- [Bioinformatics](#bioinformatics)\r\n- [Browser Automation](#browser-automation)\r\n- [Business Applications](#business-applications)\r\n- [CAD and Design](#cad-and-design)\r\n- [Chemistry](#chemistry)\r\n- [Cloud Platforms](#cloud-platforms)\r\n- [Cloud Storage](#cloud-storage)\r\n- [Command Line](#command-line)\r\n- [Communication](#communication)\r\n- [Container Registries](#container-registries)\r\n- [Customer Data Platforms](#customer-data-platforms)\r\n- [Data Science Tools](#data-science-tools)\r\n- [Data Streaming](#data-streaming)\r\n- [Databases](#databases)\r\n- [Developer Tools](#developer-tools)\r\n- [Diagramming and Visualization](#diagramming-and-visualization)\r\n- [E-Commerce](#e-commerce)\r\n- [Education](#education)\r\n- [Embedded Systems](#embedded-systems)\r\n- [Environment and Nature](#environment-and-nature)\r\n- [File Systems](#file-systems)\r\n- [Finance](#finance)\r\n- [Gaming](#gaming)\r\n- [Healthcare](#healthcare)\r\n- [Home Automation](#home-automation)\r\n- [Knowledge and Memory](#knowledge-and-memory)\r\n- [Language and Translation](#language-and-translation)\r\n- [Legal](#legal)\r\n- [Location Services](#location-services)\r\n- [Marketing](#marketing)\r\n- [Media and Audio](#media-and-audio)\r\n- [MCP Infrastructure](#mcp-infrastructure)\r\n- [Monitoring](#monitoring)\r\n- [Networking](#networking)\r\n- [Note Taking](#note-taking)\r\n- [Office Productivity](#office-productivity)\r\n- [Open Data](#open-data)\r\n- [Project Management](#project-management)\r\n- [Research and Data](#research-and-data)\r\n- [Robotics](#robotics)\r\n- [Search](#search)\r\n- [Security](#security)\r\n- [Social Media](#social-media)\r\n- [Sports and Fitness](#sports-and-fitness)\r\n- [System Automation](#system-automation)\r\n- [Travel and Transportation](#travel-and-transportation)\r\n- [Version Control](#version-control)\r\n- [Web Scraping](#web-scraping)\r\n- [Workflow Automation](#workflow-automation)\r\n- [Other Tools and Integrations](#other-tools-and-integrations)\r\n- [Frequently Asked Questions](#frequently-asked-questions)\r\n\r\n\r\n\r\n\r\n### Accessibility\r\n- [a11y-toolkit](https://github.com/kinti/a11y-toolkit) - Audits web accessibility, checks color contrast and keyboard behavior, and generates WCAG evidence reports.\r\n\r\n### Aerospace and Space\r\n- [Orbit Sentinel MCP](https://github.com/viventine-space/orbit-sentinel-mcp) - Queries space regulatory filings and licensing data from FCC, ITU, UNOOSA, and FAA sources through the Orbit Sentinel API.\r\n\r\n### AI Services\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/213910845-af37a709-8995-40d6-be59-724526e3c3d7.gif\")
\r\n
\r\n\r\n- [Agent Mindshare](https://agentmindshare.com) - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations\r\n- [Adfin](https://github.com/Adfin-Engineering/mcp-server-adfin) - A Model Context Protocol Server for connecting with Adfin APIs\r\n- [AgentRPC](https://github.com/agentrpc/agentrpc) - A universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes.\r\n- [Chronulus MCP Agent](https://github.com/ChronulusAI/chronulus-mcp) - MCP Server for Chronulus AI Forecasting and Prediction Agents\r\n- [Dart](https://github.com/its-dart/dart-mcp-server) - Dart AI Model Context Protocol (MCP) server\r\n- [DevHub](https://github.com/devhub/devhub-cms-mcp) - DevHub CMS LLM integration through the Model Context Protocol\r\n- [E2B](https://github.com/e2b-dev/mcp-server) - Giving Claude ability to run code with E2B via MCP (Model Context Protocol)\r\n- [Ejentum](https://github.com/ejentum/ejentum-mcp) - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.\r\n- [Exa MCP Server](https://github.com/exa-labs/exa-mcp-server) - Claude can perform Web Search | Exa with MCP (Model Context Protocol)\r\n- [ForeverVM](https://github.com/jamsocket/forevervm/tree/main/javascript/mcp-server) - Securely run AI-generated code in stateful sandboxes that run forever.\r\n- [gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server) - Facilitates human review of AI-generated content and automated actions via asynchronous webhooks\r\n- [IBM wxflows](https://github.com/IBM/wxflows/tree/main/examples/mcp/javascript) - Examples and tutorials for building AI applications with watsonx.ai Flows Engine\r\n- [Inkeep](https://github.com/inkeep/mcp-server-python) - Provides a Retrieval Augmented Generation (RAG) server for accessing product documentation via the Model Context Protocol (MCP)\r\n- [Langfuse MCP Server](https://github.com/langfuse/mcp-server-langfuse) - Model Context Protocol (MCP) Server for Langfuse Prompt Management. This server allows you to access and manage your Langfuse prompts through the Model Context Protocol.\r\n- [Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md) - ⚡️ AI localization toolkit for web & mobile. Translate instantly from CI/CD, using the best LLM models.\r\n- [Magic Hour](https://magichour.ai) - Official [hosted MCP server](https://github.com/magichourhq/magic-hour-mcp) for AI video, image, and audio generation and editing\r\n- [Meilisearch](https://github.com/meilisearch/meilisearch-mcp) - A Model Context Protocol (MCP) server for interacting with Meilisearch through LLM interfaces.\r\n- [Metoro MCP Server](https://github.com/metoro-io/metoro-mcp-server) - Connects LLMs to Kubernetes clusters via the Claude Desktop App, using Metoro's observability data\r\n- [Perplexity](https://github.com/ppl-ai/modelcontextprotocol) - A Model Context Protocol Server connector for Perplexity API, to enable web search without leaving the MCP ecosystem.\r\n- [Riza](https://github.com/riza-io/riza-mcp) - Securely executes and manages LLM-generated code via isolated code interpretation and API tools\r\n- [RunAPI](https://github.com/runapi-ai/mcp) - Runs AI model jobs through MCP, including image, video, music/audio, and LLM tasks\r\n- [Tavily](https://github.com/tavily-ai/tavily-mcp) - Enables AI assistants to access real-time web data via advanced search and extraction\r\n- [Tuning Engines](https://github.com/cerebrixos-org/tuning-engines-cli) - Governs model, agent, skill, and MCP workflows with policy controls, approvals, traces, and usage analytics. Install with `npx -y --package tuningengines-cli@latest te mcp serve`.\r\n- [ZenML MCP Server](https://github.com/zenml-io/mcp-zenml) - MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines\r\n- [](https://github.com/Upsonic/gpt-computer-assistant) - The most reliable AI agent framework that supports MCP.\r\n- [ADX MCP Server](https://github.com/pab1it0/adx-mcp-server) - A Model Context Protocol (MCP) server that enables AI assistants to query and analyze Azure Data Explorer databases through standardized interfaces.\r\n- [AgentMail MCP Toolkit](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) - Manages AgentMail email inboxes via an MCP server, enabling AI-assisted email creation, retrieval, and response\r\n- [Agentlas OS](https://github.com/agentlas-ai/Agentlas-OS) - Local-first agent runtime exposing MCP tools for building, discovering, and running portable agent and team packages across supported coding hosts\r\n- [AIQL](https://github.com/AI-QL) - Streamlines AI application development and deployment in cloud-native environments\r\n- [Airtable MCP Server](https://github.com/domdomegg/airtable-mcp-server) - 🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases\r\n- [Alibaba Cloud Tablestore MCP Server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) - Connects Alibaba Cloud Tablestore to large language models via the Model Context Protocol\r\n- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) - Model Context Procotol(MCP) server for using Amazon Bedrock Nova Canvas to generate images\r\n- [AnyChat Completions MCP](https://github.com/pyroprompts/any-chat-completions-mcp) - Integrates various AI chat APIs (OpenAI, Perplexity, etc.) with Claude via the Model Context Protocol\r\n- [API.market MCP Gateway](https://api.market/api/mcp/gateway) - Hosted Streamable HTTP gateway for discovering and calling 580+ APIs through five tools, with OAuth or API-key authentication and per-API pricing.\r\n- [APISIX MCP Bridge](https://github.com/api7/apisix-mcp) - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API.\r\n- [Baidu AI Search](https://github.com/baidubce/app-builder/tree/master/python/mcp_server/ai_search) - appbuilder-sdk, 千帆AppBuilder-SDK帮助开发者灵活、快速的搭建AI原生应用\r\n- [Base MCP](https://github.com/base/base-mcp) - Provides onchain tools for AI applications to interact with the Base Network and Coinbase API\r\n- [BigQuery Chat](https://github.com/ergut/mcp-bigquery-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.\r\n- [Bing Web Search API](https://github.com/leehanchung/bing-search-mcp) - MCP Server for Bing Search API\r\n- [Bitte MCP](https://github.com/BitteProtocol/mcp) - Provides MCP (Model Control Protocol) servers for various services, including Bitte AI integrations\r\n- [Brave Search MCP Server](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) - Model Context Protocol Servers\r\n- [CentralMind Gateway](https://github.com/centralmind/gateway) - MCP-Server from your Database optimized for LLMs and AI-Agents.\r\n- [Chess.com MCP Server](https://github.com/pab1it0/chess-mcp) - A Model Context Protocol server for Chess.com's Published Data API. This provides access to Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.\r\n- [Claude Alchemy](https://github.com/runekaagaard/mcp-alchemy) - A MCP (model context protocol) server that gives the LLM access to and knowledge about relational databases like SQLite, Postgresql, MySQL & MariaDB, Oracle, and MS-SQL.\r\n- [Claude HF Spaces Connector](https://github.com/evalstate/mcp-hfspace) - MCP Server to Use HuggingFace spaces, easy configuration and Claude Desktop mode.\r\n- [Claude Memory Server](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) - Model Context Protocol Servers\r\n- [Claude OpenAI Bridge](https://github.com/mzxrai/mcp-openai) - Chat with OpenAI models from Claude Desktop\r\n- [Claude OpenAI MCP](https://github.com/pierrebrunelle/mcp-server-openai) - Query OpenAI models directly from Claude using MCP protocol.\r\n- [Claude Web Researcher](https://github.com/mzxrai/mcp-webresearch) - MCP web research server (give Claude real-time info from the web)\r\n- [ClaudeCode MCP](https://github.com/SDGLBL/mcp-claude-code) - MCP implementation of Claude Code capabilities and more\r\n- [ClaudeGPT Bridge](https://github.com/billster45/mcp-chatgpt-responses) - MCP server for access to OpenAI's ChatGPT API with Responses API for conversation management\r\n- [CodeAssist](https://github.com/stippi/code-assistant) - An LLM-powered, autonomous coding assistant. Also offers an MCP mode.\r\n- [Cognee MCP](https://github.com/topoteretes/cognee/tree/main/cognee-mcp) - Reliable LLM Memory for AI Applications and AI Agents\r\n- [Cognee MCP](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) - Reliable LLM Memory for AI Applications and AI Agents\r\n- [CoinMarketCap MCP Server](https://github.com/longmans/coin_api_mcp) - A Model Context Protocol server that provides access to CoinMarketCap's cryptocurrency data. This server enables AI-powered applications to retrieve cryptocurrency listings, quotes, and detailed information about various coins.\r\n- [Conda Code Executor](https://github.com/bazinga012/mcp_code_executor) - The MCP Code Executor is an MCP server that allows LLMs to execute Python code within a specified Conda environment.\r\n- [Continue](https://github.com/continuedev/continue) - ⏩ Create, share, and use custom AI code assistants with our open-source IDE extensions and hub of models, rules, prompts, docs, and other building blocks\r\n- [Crypto Sentiment Analyzer](https://github.com/kukapay/crypto-sentiment-mcp) - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.\r\n- [Dappier](https://github.com/DappierAI/dappier-mcp) - Connects LLMs to real-time, rights-cleared data from trusted sources for expert AI capabilities\r\n- [DBMCP Server](https://github.com/FreePeak/db-mcp-server) - A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.\r\n- [Deepseek R1 MCP Server](https://github.com/66julienmartin/MCP-server-Deepseek_R1) - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)\r\n- [Deepseek Thinker MCP](https://github.com/ruixingshi/deepseek-thinker-mcp) - A MCP provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's CoT from the Deepseek API service or a local Ollama server.\r\n- [Didlogic MCP](https://github.com/UserAd/didlogic_mcp) - Enables Large Language Models to access Didlogic services via a standardized Model Context Protocol\r\n- [DroidMind](https://github.com/hyperb1iss/droidmind) - Control your Android devices with AI using Model Context Protocol\r\n- [DumplingAI MCP Server](https://github.com/Dumpling-AI/mcp-server-dumplingai) - MCP (Model Context Protocol) server for Dumpling AI\r\n- [ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server) - Generates speech from text using the ElevenLabs API, managing tasks via a server and web-based client\r\n- [Eunomia](https://github.com/whataboutyou-ai/eunomia-MCP-server) - Eunomia orchestrates data governance policies for LLM applications via MCP server integration\r\n- [EVM MCP Agent Server](https://github.com/mcpdotdirect/evm-mcp-server) - MCP server that provides LLM with tools for interacting with EVM networks\r\n- [Exa](https://github.com/theishangoswami/exa-mcp-server) - Claude can perform Web Search | Exa with MCP (Model Context Protocol)\r\n- [Firebase MCP](https://github.com/gannonh/firebase-mcp) - Model Context Protocol (MCP) server to interact with Firebase services.\r\n- [Flipt MCP Server](https://github.com/flipt-io/mcp-server-flipt) - Enables AI assistants to manage Flipt feature flags via the Model Context Protocol\r\n- [Foxy Contexts](https://github.com/strowk/foxy-contexts) - Foxy contexts is a library for building context servers supporting Model Context Protocol\r\n- [Framesail](https://framesail.com/developers) - Remote MCP server that turns a script into a finished long-form video end to end: script, locked character/environment references, storyboard, voiceover, animated segments, and MP4 export, with every shot rendered against the same references\r\n- [Freshdesk AI Agent](https://github.com/effytech/freshdesk_mcp) - MCP server created for Freshdesk, allowing AI models to interact with Freshdesk modules\r\n- [Gemini Summarizer](https://github.com/0xshellming/mcp-summarizer) - MCP Server for AI Summarization\r\n- [Gemsuite](https://github.com/PV-Bhat/gemsuite-mcp) - Professional Gemini API integration for Claude and all MCP-compatible hosts with intelligent model selection and advanced file handling | Smithery.ai verified\r\n- [genkit](https://github.com/firebase/genkit) - An open source framework for building AI-powered apps with familiar code-centric patterns. Genkit makes it easy to develop, integrate, and test AI features with observability and evaluations. Genkit works with various models and platforms.\r\n- [Genkit](https://github.com/firebase/genkit/tree/main) - An open source framework for building AI-powered apps with familiar code-centric patterns. Genkit makes it easy to develop, integrate, and test AI features with observability and evaluations. Genkit works with various models and platforms.\r\n- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) - An open source framework for building AI-powered apps with familiar code-centric patterns. Genkit makes it easy to develop, integrate, and test AI features with observability and evaluations. Genkit works with various models and platforms.\r\n- [Giphy AI Server](https://github.com/magarcia/mcp-server-giphy) - An implementation of Giphy integration with Model Context Protocol\r\n- [GoDoc MCP](https://github.com/mrjoshuak/godoc-mcp) - Provides efficient Go documentation access for LLMs via the Model Context Protocol, minimizing token usage\r\n- [GTasks MCP](https://github.com/zcaceres/gtasks-mcp) - A Google Tasks Model Context Protocol Server for Claude\r\n- [Henry Mao](https://github.com/calclavia) - Builds Smithery AI\r\n- [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh) - A decentralized network of modular AI agents offering flexible, cost-efficient solutions via REST API and MCP\r\n- [Higress](https://github.com/alibaba/higress) - 🤖 AI Gateway | AI Native API Gateway\r\n- [Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers) - 🤖 AI Gateway | AI Native API Gateway\r\n- [HubSpot](https://github.com/buryhuang/mcp-hubspot) - Integrates AI models with HubSpot CRM via a standardized interface for data interaction and operations\r\n- [Image Generation](https://github.com/GongRzhe/Image-Generation-MCP-Server) - This MCP server provides image generation capabilities using the Replicate Flux model.\r\n- [iMessage Query Server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP). This server is built with the FastMCP framework and the imessagedb library, enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling.\r\n- [Ironben](https://github.com/nanbingxyz) - A cross-platform desktop AI assistant and MCP client\r\n- [JVM-Arthas Monitor](https://github.com/xzq-xu/jvm-mcp-server) - This is an implementation project of a JVM-based MCP (Model Context Protocol) server. The project aims to provide a standardized MCP server implementation for the JVM platform, enabling AI models to better interact with the Java ecosystem.\r\n- [Kagi Server](https://github.com/ac3xx/mcp-servers-kagi) - A Model Context Protocol server implementation for Kagi's API\r\n- [Keycloak MCP](https://github.com/ChristophEnglisch/keycloak-model-context-protocol) - MCP server implementation for Keycloak user management. Enables AI-powered administration of Keycloak users and realms through the Model Context Protocol (MCP). Seamlessly integrates with Claude Desktop and other MCP clients for automated user operations.\r\n- [Kibela MCP Server](https://github.com/kj455/mcp-kibela) - MCP server implementation that enables AI assistants to search and reference Kibela content\r\n- [kitbitz](https://github.com/nick1udwig/kibitz) - The coding agent for professionals\r\n- [KubeMCP](https://github.com/rohitg00/kubectl-mcp-server) - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.\r\n- [KukaPay The Graph MCP](https://github.com/kukapay/thegraph-mcp) - An MCP server that powers AI agents with indexed blockchain data from The Graph.\r\n- [LangChain MCP TypeScript Client](https://github.com/isaacwasserman/mcp-langchain-ts-client) - LangChain.js client for Model Context Protocol.\r\n- [Langflow Document QA Server](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER) - A Model Context Protocol server for document Q&A powered by Langflow . It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.\r\n- [Legion Database MCP](https://github.com/TheRaLabs/legion-mcp) - Provides AI-assisted database access via the Model Context Protocol (MCP), enabling querying of various databases\r\n- [LINE](https://github.com/amornpan/py-mcp-line) - A Python server providing LINE Bot message access for Language Models via the Model Context Protocol\r\n- [LLM Command Runner](https://github.com/g0t4/mcp-server-commands) - Model Context Protocol server to run commands\r\n- [Lucidity MCP](https://github.com/hyperb1iss/lucidity-mcp) - AI-powered code quality analysis using MCP to help AI assistants review code more effectively. Analyze git changes for complexity, security issues, and more through structured prompts.\r\n- [MacMessagesMCP](https://github.com/carterlasalle/mac_messages_mcp) - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.\r\n- [MCP Agent](https://github.com/lastmile-ai/mcp-agent) - Build effective agents using Model Context Protocol and simple workflow patterns\r\n- [MCP Bridge](https://github.com/SecretiveShell/MCP-Bridge) - A middleware to provide an openAI compatible endpoint that can call MCP tools\r\n- [MCP CLI](https://github.com/chrishayuk/mcp-cli) - A command-line interface for interacting with Model Context Provider servers, enabling LLM communication and tool usage\r\n- [MCP Client](https://github.com/rakesh-eltropy/mcp-client) - A REST API and CLI client for interacting with Model Context Protocol (MCP) servers, leveraging LangChain and various LLMs\r\n- [MCP Connect](https://github.com/EvalsOne/mcp-connect) - Enables cloud-based AI services to access local Stdio based MCP servers via HTTP requests\r\n- [MCP Connect](https://github.com/EvalsOne/MCP-Connect) - Enables cloud-based AI services to access local Stdio based MCP servers via HTTP requests\r\n- [MCP Get](https://github.com/michaellatman/mcp-get) - Installs, manages, and updates Model Context Protocol (MCP) servers connecting LLMs to various data sources\r\n- [MCP Go](https://github.com/mark3labs/mcp-go) - A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools.\r\n- [MCP-AOAI Web Browser](https://github.com/kimtth/mcp-aoai-web-browsing) - A minimal Model Context Protocol 🖥️ server/client🧑💻with Azure OpenAI and 🌐 web browser control via Playwright.\r\n- [MCPHost](https://github.com/mark3labs/mcphost) - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).\r\n- [Memgraph Claude Connector](https://github.com/memgraph/mcp-memgraph) - Connects Memgraph to Claude AI, enabling Cypher query execution and schema retrieval\r\n- [MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) - A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models. v0.2.8\r\n- [Minima](https://github.com/dmayboroda/minima) - On-premises conversational RAG with configurable containers\r\n- [ModelContext Puppeteer Server](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) - Model Context Protocol Servers\r\n- [Multi-AI Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp) - council of models for decision\r\n- [NASA](https://github.com/ProgramComputer/NASA-MCP-server) - A Model Context Protocol (MCP) server for NASA APIs, providing a standardized interface for AI models to interact with NASA's vast array of data sources.\r\n- [NAVER](https://github.com/pfldy2850/py-mcp-naver) - Provides an MCP server for accessing various Naver Open APIs, including search and content analysis tools\r\n- [Notion MCP Server](https://github.com/suekou/mcp-notion-server) - Enables Claude to interact with Notion workspaces via the Notion API\r\n- [Oat++ MCP](https://github.com/oatpp/oatpp-mcp) - Anthropic's Model Context Protocol implementation for Oat++\r\n- [OneNote](https://github.com/rajvirtual/MCP-Servers/tree/master/onenote) - A Model Context Protocol (MCP) server that provides AI assistants with access to Microsoft OneNote. This server enables AI models to read from and write to OneNote notebooks, sections, and pages.\r\n- [OpenAI MCP Assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - MCP server that gives Claude ability to use OpenAI's GPTs assistants\r\n- [OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp) - openai websearch tool as mcp server\r\n- [OpenAI WebSearch Tool](https://github.com/ConechoAI/openai-websearch-mcp/) - openai websearch tool as mcp server\r\n- [OpenAPI AnyApi](https://github.com/baryhuang/mcp-server-any-openapi) - Enables natural language API calls via semantic search of remote OpenAPI specifications\r\n- [OpenAPI Explorer](https://github.com/snaggle-ai/openapi-mcp-server) - Allow AI to wade through complex OpenAPIs using Simple Language\r\n- [OpenAPI MCP Bridge](https://github.com/gabfr/waha-api-mcp-server) - Allow AI to wade through complex OpenAPIs using Simple Language\r\n- [OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) - Connect any Open Data to any LLM with Model Context Protocol.\r\n- [Opik](https://github.com/comet-ml/opik) - Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.\r\n- [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server) - Model Context Protocol server for DeepSeek's advanced language models\r\n- [Package Version MCP](https://github.com/sammcj/mcp-package-version) - An MCP server that provides LLMs with the latest stable package versions when coding\r\n- [PBS API](https://github.com/matthewdcage/pbs-mcp-server) - Australian Pharmaceutical Benefits Scheme PBS API Server using Anthropic MCP with natural language LLM integration\r\n- [Perplexity MCP Server](https://github.com/tanigami/mcp-server-perplexity) - Provides a server for interacting with the Perplexity API via Claude Desktop\r\n- [PiAPI MCP Server](https://github.com/apinetwork/piapi-mcp-server) - A TypeScript implementation of a Model Context Protocol (MCP) server that integrates with PiAPI's API. PiAPI makes user able to generate media content with Midjourney/Flux/Kling/LumaLabs/Udio/Chrip/Trellis directly from Claude or any other MCP-compatible apps.\r\n- [Pinecone MCP Server](https://github.com/sirmews/mcp-pinecone) - Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG\r\n- [Playwright MCP](https://github.com/microsoft/playwright-mcp) - Enables LLMs to interact with web pages via structured accessibility data using Playwright, eliminating the need for visual models\r\n- [PrismLLM](https://github.com/thunderboltsid/mcp-nutanix) - Enables Large Language Models to interact with Nutanix Prism Central APIs via the Model Context Protocol\r\n- [Prometheus MCP Bridge](https://github.com/pab1it0/prometheus-mcp-server) - A Model Context Protocol (MCP) server that enables AI assistants to query and analyze Prometheus metrics through standardized interfaces.\r\n- [Pydantic AI MCP Runner](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) - Agent Framework / shim to use Pydantic with LLMs\r\n- [Qdrant MCP Server](https://github.com/qdrant/mcp-server-qdrant) - Qdrant Model Context Protocol (MCP) server\r\n- [Qwen Max MCP Server](https://github.com/66julienmartin/MCP-server-Qwen_Max) - MCP server for Qwen Max model\r\n- [RAGDocs](https://github.com/hannesrudolph/mcp-ragdocs) - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.\r\n- [Raindrop MCP Server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).\r\n- [Replicate](https://github.com/deepfates/mcp-replicate) - Model Context Protocol server for Replicate's API\r\n- [Replicate Flux MCP Server](https://github.com/awkoy/replicate-flux-mcp) - MCP for Replicate Flux Model - A powerful tool for generating customized images and SVG assets that match specific coding vibes and aesthetic styles. Streamline your visual asset creation process with AI-powered design generation tailored for developers.\r\n- [RustDocsMCP](https://github.com/Govcraft/rust-docs-mcp-server) - 🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.\r\n- [Sakura MCP](https://github.com/mullerhai/sakura-mcp) - A Scala library facilitating interoperable AI model communication via the Model Context Protocol\r\n- [Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce) - Connects LLMs to Salesforce data via SOQL, SOSL, and APIs for querying, manipulating, and retrieving information\r\n- [Screenpipe](https://github.com/screenpipe/screenpipe/tree/main/packages/screenpipe-mcp) - Search locally captured screen text and audio history through MCP. Source-available under the Screenpipe Commercial License; configured cloud features and connected AI clients may transmit context off-device.\r\n- [Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts) - MCP for calling Siri Shorcuts from LLMs\r\n- [Solana Agent Kit MCP Server](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server) - connect any ai agents to solana protocols\r\n- [Spotify MCP Controller](https://github.com/marcelmarais/spotify-mcp-server) - Controls Spotify playback and playlist management via the Model Context Protocol for AI assistants\r\n- [Spring AI MCP SDK](https://github.com/spring-projects-experimental/spring-ai-mcp) - Java SDK for the Model Context Protocol (MCP), providing seamless integration between Java and Spring applications and MCP-compliant AI models and tools.\r\n- [Starknet MCP Agent](https://github.com/mcpdotdirect/starknet-mcp-server) - MCP server that provides LLM with tools for interacting with Starknet\r\n- [Strava MCP API Server](https://github.com/tomekkorbak/strava-mcp-server) - Provides Strava API access for language models via the Model Context Protocol, enabling queries of athlete activity data\r\n- [TikTok-Claude Connector](https://github.com/Seym0n/tiktok-mcp) - Model Context Protocol (MCP) with TikTok integration\r\n- [Tripadvisor MCP](https://github.com/pab1it0/tripadvisor-mcp) - A Model Context Protocol (MCP) server for Tripadvisor Content API. This provides access to Tripadvisor location data, reviews, and photos through standardized MCP interfaces, allowing AI assistants to search for travel destinations and experiences.\r\n- [Typescribe](https://github.com/yWorks/mcp-typescribe) - An MCP server implementation enabling LLMs to work with new APIs and frameworks\r\n- [UniChat MCP Server](https://github.com/amidabuddha/unichat-mcp-server) - Sends requests to various LLMs via the MCP protocol using tools or predefined prompts\r\n- [Unity Catalog](https://github.com/ognis1205/mcp-server-unitycatalog) - Unity Catalog AI Model Context Protocol Server\r\n- [VegaLite MCP Server](https://github.com/isaacwasserman/mcp-vegalite-server) - Provides data visualization via a Vega-Lite interface for LLMs, enabling data saving and visualization using an MCP server\r\n- [Vibe Check MCP](https://github.com/PV-Bhat/vibe-check-mcp-server) - The definitive Vibe Coder's sanity check MCP server: Prevent cascading errors in AI workflows by implementing strategic pattern interrupts. Uses tool call \"Vibe Check\" with LearnLM 1.5 Pro (Gemini API), fine-tuned for pedagogy and metacognition to enhance complex workflow strategy, and prevents tunnel vision errors.\r\n- [Voyp MCP Server](https://github.com/paulotaylor/voyp-mcp) - Enables AI assistants to make and manage phone calls via the Model Context Protocol\r\n- [Wanaku MCP Router](https://github.com/wanaku-ai/wanaku/) - Routes AI application context using the Model Context Protocol (MCP)\r\n- [Wanaku MCP Router](https://github.com/wanaku-ai/wanaku) - Routes AI application context using the Model Context Protocol (MCP)\r\n- [WebSearch MCP Server](https://github.com/mnhlt/WebSearch-MCP) - A Model Context Protocol server enabling web search for AI assistants via a crawler API\r\n- [Wolfram Alpha MCP Connector](https://github.com/SecretiveShell/MCP-wolfram-alpha) - Connect your chat repl to wolfram alpha computational intelligence\r\n- [Wren Engine](https://github.com/Canner/wren-engine) - 🤖 The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents 🔥\r\n- [YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server) - MCP Server for YouTube API, enabling video management, Shorts creation, and advanced analytics\r\n- [YouTube-Claude Summarizer](https://github.com/anaisbetts/mcp-youtube) - A Model-Context Protocol Server for YouTube\r\n- [YuqueMCP](https://github.com/HenryHaoson/Yuque-MCP-Server) - An MCP server enabling AI model interaction with Yuque's API for document management and data analysis\r\n- [ZoomEye MCP](https://github.com/zoomeye-ai/mcp_zoomeye) - A Model Context Protocol server that provides network asset information based on query conditions. This server allows LLMs to obtain network asset information and supports querying network asset information by zoomeye dork etc.\r\n- [Zue](https://github.com/zueai) - Builds custom AI applications, automation solutions, and data processing pipelines for various industries\r\n- [Kleap](https://github.com/kleaphq/cli) - Build, edit, and publish websites through a local or hosted MCP server.\r\n- [RouterBase](https://github.com/zenlee123/routerbase-mcp) - MCP server for model discovery, pricing lookup, and OpenAI-compatible chat completions.\r\n- [SandBase CLI](https://github.com/sandbaseai/cli) - Local MCP bridge for discovering, inspecting, and running models and APIs from SandBase.\r\n- [Hugging Face MCP Server](https://github.com/huggingface/hf-mcp-server) - Provides MCP access to Hugging Face Hub models, datasets, spaces, and related APIs.\r\n- [Pipecat MCP Server](https://github.com/pipecat-ai/pipecat-mcp-server) - Provides voice-agent and screen-capture tools for Pipecat pipelines.\r\n- [Amazon Bedrock AgentCore MCP Server](https://github.com/awslabs/mcp/tree/main/src/amazon-bedrock-agentcore-mcp-server) - Manages AgentCore runtimes, memories, identity providers, gateways, and policies.\r\n- [Amazon Translate MCP Server](https://github.com/awslabs/mcp/tree/main/src/amazon-translate-mcp-server) - Translates text and documents with Amazon Translate and supports batch and custom terminology workflows.\r\n- [DeepL MCP Server](https://github.com/DeepL/deepl-mcp-server) - Translates text and documents, rephrases content, and looks up glossary and style rules through DeepL.\r\n- [MiniMax MCP](https://github.com/MiniMax-AI/MiniMax-MCP) - Exposes MiniMax text-to-speech, image-generation, and video-generation APIs through MCP.\r\n\r\n### Art and Culture\r\n\r\n- [Blender](https://github.com/ahujasid/blender-mcp) - AI-powered 3D modeling and scene manipulation tool\r\n- [Orkas VideoStudio](https://github.com/Orkas-AI/Orkas-VideoStudio) - Local-first MCP server and CLI for planning and rendering videos from editable timeline files\r\n- [Placid.app](https://github.com/felores/placid-mcp-server) - Generate image and video creatives using Placid.app templates in MCP compatible hosts\r\n- [Rijksmuseum MCP](https://github.com/r-huijts/rijksmuseum-mcp) - Rijksmuseum MCP integration for artwork exploration and analysis\r\n- [ScoreLook](https://scorelook.fr/scorelook-mcp) - French AI styling atelier (Capucine): complete sourced outfits, piece hubs, shopping criteria and weather-aware looks. Remote MCP at https://scorelook.fr/mcp (no auth, read-only).\r\n- [VideoOverlayKit](https://github.com/alichherawalla/video-overlay-kit) - Local MCP server for rendering animated b-roll overlays for short-form and landscape videos.\r\n- [ElevenLabs (hosted MCP)](https://elevenlabs.io/docs/agents-platform/operate/hosted-mcp) - Official OAuth-hosted MCP server for speech generation and audio processing. Endpoint: `https://api.elevenlabs.io/v1/mcp`.\r\n\r\n- [AlphaBanana MCP](https://github.com/tasopen/mcp-alphabanana) - Generates image assets through Google Gemini for MCP clients.\r\n- [Aseprite MCP](https://github.com/diivi/aseprite-mcp) - Controls Aseprite for pixel art and sprite animation through a broad set of tools.\r\n- [gen-image MCP](https://github.com/yuluo688/gen-image-mcp) - Generates and edits project images through a user-selected OpenAI-compatible or Gemini endpoint.\r\n\r\n### Bioinformatics\r\n- [1000 Genomes MCP](https://github.com/dnaerys/onekgpd-mcp) - Queries 1000 Genomes variants, samples, and genotypes with coordinate, annotation, and population filters.\r\n- [AlphaFold Sovereign MCP](https://github.com/smaniches/alphafold-sovereign-mcp) - Retrieves predicted protein structures and analyzes structural confidence, topology, and protein comparisons.\r\n- [BioMCP](https://github.com/genomoncology/biomcp) - Searches biomedical literature, genes, variants, drugs, and clinical trials through a shared CLI and MCP interface.\r\n- [ChatSpatial](https://github.com/cafferychen777/ChatSpatial) - Analyzes spatial transcriptomics datasets with preprocessing, cell annotation, deconvolution, spatial statistics, and visualization tools.\r\n- [ENCODE Toolkit](https://github.com/ammawla/encode-toolkit) - Searches ENCODE experiments, retrieves metadata and files, and downloads or tracks genomics datasets.\r\n- [UniProt MCP](https://github.com/smaniches/uniprot-mcp) - Queries protein entries, sequences, variants, and disease associations, with response provenance and offline replay support.\r\n\r\n### Browser Automation\r\n\r\n- [Browserbase MCP Server](https://github.com/browserbase/mcp-server-browserbase) - Allow LLMs to control a browser with Browserbase and Stagehand\r\n- [Firecrawl](https://github.com/mendableai/firecrawl-mcp-server) - Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.\r\n- [Oxylabs](https://github.com/oxylabs/oxylabs-mcp) - Provides web scraping capabilities for AI assistants, bypassing anti-scraping measures and geo-restrictions\r\n- [Apify RAG Web Browser Server](https://github.com/apify/mcp-server-rag-web-browser) - A MCP Server for the RAG Web Browser Actor\r\n- [Browser-Use MCP Server](https://github.com/co-browser/browser-use-mcp-server) - Browse the web, directly from Cursor etc.\r\n- [BrowserControl](https://github.com/eyalzh/browser-control-mcp) - An MCP server paired with a browser extension that enables LLM clients to control the user's browser.\r\n- [Fetcher](https://github.com/jae-jae/fetcher-mcp) - MCP server for fetch web page content using Playwright headless browser.\r\n- [FireCrawl](https://github.com/vrknetha/mcp-server-firecrawl) - Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.\r\n- [MCP Playwright Server](https://github.com/Automata-Labs-team/MCP-Server-Playwright) - MCP server for browser automation using Playwright\r\n- [Mobile MCP](https://github.com/mobile-next/mobile-mcp) - Model Context Protocol Server for Mobile Automation and Scraping\r\n- [OmniParser AutoGUI MCP](https://github.com/NON906/omniparser-autogui-mcp) - Automatic operation of on-screen GUI.\r\n- [Playwright MCP Server](https://github.com/executeautomation/mcp-playwright) - Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌\r\n- [Playwright Plus MCP Server](https://github.com/blackwhite084/playwright-plus-python-mcp) - A server providing Playwright-based web automation tools and a simple note storage system for prompt generation\r\n- [Scrapling Fetch](https://github.com/cyberchitta/scrapling-fetch-mcp) - Helps AI assistants access text content from bot-protected websites. MCP server that fetches HTML/markdown from sites with anti-automation measures using Scrapling.\r\n- [WebdriverIO MCP](https://github.com/webdriverio/mcp) - Automates browser interactions and Android or iOS applications through WebdriverIO sessions and tool-driven navigation.\r\n- [Website Downloader](https://github.com/pskill9/website-downloader) - MCP server to download entire websites\r\n\r\n- [Safari MCP](https://github.com/achiya-automation/safari-mcp) - Automates native Safari on macOS through browser-control tools.\r\n- [SnapDiff MCP](https://github.com/corralimited/snapdiff-mcp) - Visually compares web pages and reports highlighted differences.\r\n- [UI-TARS Browser MCP Server](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) - Automates browsers with Puppeteer, using accessibility data for navigation and interaction with optional screenshot-based vision tools.\r\n\r\n### Business Applications\r\n\r\n- [ERPNext MCP Server](https://github.com/rakeshgangwar/erpnext-mcp-server) - Queries and manages ERPNext documents, reports, and whitelisted methods.\r\n- [Kontent.ai MCP](https://github.com/kontent-ai/mcp-server) - Creates and manages Kontent.ai content items, content types, languages, taxonomies, and publishing workflows.\r\n- [Odoo MCP Server](https://github.com/ivnvxd/mcp-server-odoo) - Connects AI assistants to Odoo ERP records for search, retrieval, and data management.\r\n\r\n- [kintone MCP Server (official)](https://github.com/kintone/mcp-server) - Official server for working with kintone apps and records through MCP tools.\r\n- [Taskade Workspace MCP](https://github.com/Taskade/mcp) - Official workspace server with tools for projects, tasks, agents, webhooks, knowledge bases, templates, and media.\r\n\r\n### CAD and Design\r\n\r\n- [FreeCAD MCP](https://github.com/neka-nat/freecad-mcp) - Connects MCP clients to FreeCAD for creating and editing 3D models.\r\n- [KiCad MCP Server](https://github.com/mixelpixx/KiCAD-MCP-Server) - Connects MCP clients to KiCad for schematic and printed circuit board design workflows.\r\n- [Revit MCP Server](https://github.com/mcp-servers-for-revit/mcp-server-for-revit-python) - Connects MCP clients to Autodesk Revit models through a pyRevit integration.\r\n- [3ds Max MCP Server](https://github.com/cl0nazepamm/3dsmax-mcp) - Creates and edits 3ds Max scenes, objects, materials, and renders through MCP.\r\n- [OpenSCAD MCP Server](https://github.com/jhacksman/OpenSCAD-MCP-Server) - Creates, edits, and renders local OpenSCAD models and exports geometry.\r\n- [TouchDesigner MCP](https://github.com/8beeeaaat/touchdesigner-mcp) - Provides tools, prompts, and resources for TouchDesigner creative coding workflows.\r\n\r\n- [Altium Designer MCP](https://github.com/embedded-society/altium-designer-mcp) - Creates and manages Altium component-library files through MCP.\r\n- [build123d MCP](https://github.com/pzfreo/build123d-mcp) - Exposes build123d CAD modeling and inspection tools to AI clients.\r\n- [Design Token Bridge MCP](https://github.com/kenneives/design-token-bridge-mcp) - Imports and exports design tokens between supported design tools and formats.\r\n- [Figwright](https://github.com/awdr74100/figwright) - Provides two-way Figma integration through an MCP server and companion plugin.\r\n- [Mockit MCP](https://github.com/karyaboyraz/mockit-mcp) - Creates iOS interface mockups from prompts using a Playwright-based renderer.\r\n\r\n### Chemistry\r\n\r\n- [PubChem MCP Server](https://github.com/cyanheads/pubchem-mcp-server) - Searches compounds and retrieves chemical properties, safety data, bioactivity, interactions, and 3D structures from PubChem.\r\n\r\n### Cloud Platforms\r\n\r\n- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) - Manages Cloudflare services (Workers, KV, R2, D1) via natural language commands using the Model Context Protocol\r\n- [AWS](https://github.com/rishikavikondala/mcp-server-aws) - A Model Context Protocol server implementation for operations on AWS resources\r\n- [AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp) - MCP server to run AWS Athena queries\r\n- [AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server) - MCP server for understanding AWS spend\r\n- [AWS Resources Operations](https://github.com/baryhuang/mcp-server-aws-resources-python) - Queries AWS resources using boto3 via a Python-based Model Context Protocol (MCP) server\r\n- [Appwrite MCP Server](https://github.com/appwrite/mcp) - Manage Appwrite databases, users, teams, functions, storage, messaging, and sites through Appwrite's MCP server.\r\n- [Azure CLI MCP](https://github.com/jdubois/azure-cli-mcp) - Talk with Azure using MCP\r\n- [Azure MCP Server (Microsoft)](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server) - Provides tools across Azure services, including subscriptions, Cosmos DB, Storage, and Azure Monitor.\r\n- [AzureDevOpsMCP](https://github.com/Tiberriver256/mcp-server-azure-devops) - An MCP server for Azure DevOps\r\n- [ESXi-MCP Manager](https://github.com/bright8192/esxi-mcp-server) - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.\r\n- [Gcore MCP](https://github.com/G-Core/gcore-mcp-server) - Exposes selected Gcore cloud API operations through configurable tool sets and authenticated stdio or HTTP connections.\r\n- [Hostinger API MCP](https://github.com/hostinger/api-mcp-server) - Manages Hostinger hosting, VPS, domains, DNS, mail, and account services through authenticated API tools.\r\n- [IONOS Cloud MCP](https://github.com/ionos-cloud/ionoscloud-mcp) - Inspects IONOS compute, networking, Kubernetes, DNS, and storage resources, with optional confirmed write operations.\r\n- [K8m AI Kubernetes Dashboard](https://github.com/weibaohui/k8m) - 一款轻量级、跨平台的 Mini Kubernetes AI Dashboard，支持大模型+智能体+MCP，集成多集群管理、智能分析、实时异常检测等功能，支持多架构并可单文件部署，助力高效集群管理与运维优化。\r\n- [Kubernetes MCP Server](https://github.com/Flux159/mcp-server-kubernetes) - MCP Server for kubernetes management commands\r\n- [Liveblocks MCP](https://github.com/liveblocks/liveblocks-mcp-server) - Manages collaboration rooms, storage documents, threads, comments, and active-user information through the Liveblocks API.\r\n- [LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud) - A MCP server connecting to managed indexes on LlamaCloud\r\n- [LocalStack MCP](https://github.com/localstack/localstack-mcp-server) - Manages local cloud emulators, runs emulated AWS and Azure commands, deploys infrastructure projects, and searches LocalStack documentation.\r\n- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - Model Context Protocol (MCP) server for Kubernetes and OpenShift\r\n- [MCP Kubernetes Go](https://github.com/strowk/mcp-k8s-go) - MCP server connecting to Kubernetes\r\n- [Google Cloud Run MCP](https://github.com/GoogleCloudPlatform/cloud-run-mcp) - Official Google Cloud MCP server for deploying applications to Cloud Run.\r\n\r\n- [Kubernetes MCP Server](https://github.com/containers/kubernetes-mcp-server) - Provides tools for managing Kubernetes and OpenShift resources.\r\n\r\n- [mcp-k8s](https://github.com/silenceper/mcp-k8s) - Discovers Kubernetes API resources, reads or changes cluster objects, and manages Helm workflows.\r\n- [MKP Kubernetes MCP](https://github.com/StacklokLabs/mkp) - Lists, reads, and applies Kubernetes resources and executes commands in pods through the Kubernetes API.\r\n- [Qiniu MCP](https://github.com/qiniu/qiniu-mcp-server) - Connects to Qiniu storage, CDN, media processing, and live-streaming services through authenticated API tools.\r\n- [Terraform MCP Server](https://github.com/hashicorp/terraform-mcp-server) - Provides MCP tools for interacting with the Terraform ecosystem.\r\n- [Google Cloud CLI MCP Server](https://github.com/googleapis/gcloud-mcp/tree/main/packages/gcloud-mcp) - Exposes Google Cloud CLI operations to MCP clients.\r\n- [Google Cloud Backup and DR MCP Server](https://github.com/googleapis/gcloud-mcp/tree/main/packages/backupdr-mcp) - Provides tools for Google Cloud Backup and Disaster Recovery workflows.\r\n- [Render MCP Server](https://github.com/render-oss/render-mcp-server) - Provides tools to inspect Render services, deployments, logs, and databases.\r\n- [Alibaba Cloud Ops MCP Server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) - Queries and manages Alibaba Cloud resources through CloudOps APIs.\r\n- [Portainer MCP Server](https://github.com/portainer/portainer-mcp) - Provides tools for managing Portainer environments and their container and Kubernetes resources.\r\n- [Amazon ECS MCP Server](https://github.com/awslabs/mcp/tree/main/src/ecs-mcp-server) - Helps containerize, deploy, troubleshoot, and manage applications on Amazon ECS.\r\n- [Amazon EKS MCP Server](https://github.com/awslabs/mcp/tree/main/src/eks-mcp-server) - Provides tools for EKS cluster and Kubernetes resource management, visibility, and troubleshooting.\r\n- [AWS Infrastructure as Code MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-iac-mcp-server) - Validates CloudFormation templates, troubleshoots deployments, and retrieves AWS CDK and CloudFormation guidance.\r\n- [AWS Lambda Tool MCP Server](https://github.com/awslabs/mcp/tree/main/src/lambda-tool-mcp-server) - Exposes selected AWS Lambda functions as MCP tools for invoking private services and resources.\r\n- [AWS Support MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-support-mcp-server) - Creates and manages AWS support cases, retrieves case history, and handles attachments.\r\n- [Argo CD MCP Server](https://github.com/argoproj-labs/mcp-for-argocd) - Enables MCP clients to manage Argo CD clusters, projects, applications, and resources.\r\n- [Alibaba Cloud DataWorks MCP Server](https://github.com/aliyun/alibabacloud-dataworks-mcp-server) - Exposes Alibaba Cloud DataWorks project, data-development, and operations tools.\r\n\r\n- [PythonAnywhere MCP Server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) - Manages PythonAnywhere files, websites, web apps, and scheduled tasks.\r\n\r\n### Cloud Storage\r\n\r\n- [AWS S3](https://github.com/aws-samples/sample-mcp-server-s3) - Retrieves and exposes data, primarily PDFs, from AWS S3 storage\r\n- [Backblaze B2 MCP](https://github.com/backblaze-labs/b2-mcp) - Manages B2 buckets, application keys, object storage, and S3-compatible transfers, with storage and egress analytics.\r\n- [Cloudinary](https://github.com/felores/cloudinary-mcp-server) - MCP (Model Context Protocol) server for uploading media to Cloudinary using Claude Desktop\r\n- [Google Cloud Storage MCP Server](https://github.com/googleapis/gcloud-mcp/tree/main/packages/storage-mcp) - Manages Google Cloud Storage buckets and objects through MCP.\r\n- [Nextcloud MCP Server](https://github.com/cbcoutinho/nextcloud-mcp-server) - Connects MCP clients to Nextcloud apps including files, calendar, contacts, mail, notes, and Talk.\r\n- [Synology MCP Server](https://github.com/atom2ueki/mcp-server-synology) - Manages Synology NAS files, downloads, and system information through MCP.\r\n- [AWS S3 Tables MCP Server](https://github.com/awslabs/mcp/tree/main/src/s3-tables-mcp-server) - Works with S3 table buckets, namespaces, and tables, including Athena-backed queries; write access is opt-in.\r\n\r\n### Command Line\r\n\r\n- [Cal](https://github.com/pwh-pwh/cal-mcp) - Computes mathematical expressions, supporting basic operations and built-in constants\r\n- [Command Line](https://github.com/phialsbasement/cmd-mcp-server) - MCP server for executing CMD commands. Can be hooked to claude for additional agentics.\r\n- [DeepSeek Terminal](https://github.com/OthmaneBlial/term_mcp_deepseek) - A MCP‑like server using the DeepSeek API for Terminal\r\n- [iTerm MCP](https://github.com/ferrislucas/iterm-mcp) - A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance\r\n- [MCP SSH Manager](https://github.com/bvisible/mcp-ssh-manager) - Manage multiple SSH servers from Claude Code and Codex: command execution, file transfer & rsync, database operations (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and per-server security modes (readonly/restricted) with audit log. 37 tools.\r\n- [MCP Tools](https://github.com/f/mcptools) - A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.\r\n- [MCP-Chat](https://github.com/3choff/mcp-chatbot) - A simple CLI chatbot that demonstrates the integration of the Model Context Protocol (MCP).\r\n- [opentoolsteam](https://github.com/opentoolsteam) - A command-line interface (CLI) tool\r\n- [Shell](https://github.com/rusiaaman/wcgw) - Shell and coding agent on claude desktop app\r\n- [WCWG Client](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) - Shell and coding agent on claude desktop app\r\n- [Windows CLI](https://github.com/SimonB97/win-cli-mcp-server) - Model Context Protocol server for secure command-line interactions on Windows systems\r\n\r\n### Communication\r\n\r\n- [CallHub MCP](https://github.com/callhub/callhub-mcp) - Manages CallHub contacts, phonebooks, agents, teams, and campaigns through authenticated account APIs.\r\n- [Inbox Zero MCP](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - Open source email app to reach inbox zero fast.\r\n- [Mailgun](https://github.com/mailgun/mailgun-mcp-server) - Implementation of Model Context Protocol server for Mailgun APIs\r\n- [ChatMCP](https://github.com/AI-QL/chat-mcp) - A Desktop Chat App that leverages MCP(Model Context Protocol) to interface with other LLMs.\r\n- [Claude Slack Connector](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) - Model Context Protocol Servers\r\n- [ClaudePost](https://github.com/ZilongXue/claude-post) - ClaudePost enables seamless email management through natural language conversations with Claude, offering secure features like email search, reading, and sending.\r\n- [Discord](https://github.com/v-3/discordmcp) - Discord MCP Server for Claude Integration\r\n- [Discord](https://github.com/SaseQ/discord-mcp) - A Model Context Protocol (MCP) server for the Discord integration with MCP-compatible applications like Claude Desktop.\r\n- [Email](https://github.com/Shy2593666979/mcp-server-email) - Sends and receives emails, manages attachments, and searches files via pattern matching\r\n- [Ethora](https://github.com/dappros/ethora-mcp-server) - MCP server for the open-source Ethora chat and messaging platform: create apps, rooms and users, send and search messages, deploy AI agents and RAG chatbots, and generate a website chat widget.\r\n- [GitHub Discussions](https://github.com/orgs/modelcontextprotocol/discussions) - Facilitates community discussion and collaboration on GitHub repositories\r\n- [Gmail](https://github.com/GongRzhe/Gmail-MCP-Server) - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support. This server enables AI assistants to manage Gmail through natural language interactions.\r\n- [Gmail Headless](https://github.com/baryhuang/mcp-headless-gmail) - A headless Gmail server enabling remote email sending and retrieval via the Model Context Protocol (MCP)\r\n- [Google Calendar](https://github.com/nspady/google-calendar-mcp) - MCP integration for Google Calendar to manage events.\r\n- [MCP WeComBot Server](https://github.com/gotoolkits/mcp-wecombot-server.git) - Sends various message types (text, markdown, image, news, template cards, files) to WeChat Work group robots\r\n- [ntfy-me MCP](https://github.com/gitmotion/ntfy-me-mcp) - Sends notifications and fetches cached topic messages from ntfy.sh or self-hosted ntfy servers, with optional token authentication.\r\n- [Pushover](https://github.com/ashiknesin/pushover-mcp) - A MCP implementation for sending notifications via Pushover\r\n- [SwarmMemo](https://github.com/Hugo0/swarmmemo) - Public message board for AI agents. The remote MCP endpoint (https://swarmmemo.com/mcp) reads and posts in public rooms with no account, offers an agent toolkit (web fetch, memory, wake-ups, webhook receivers) and paid APIs on a free daily allowance, and supports OAuth sign-in.\r\n- [Telegram](https://github.com/chigwell/telegram-mcp) - A Python-based server enabling interaction with Telegram chats via the Model Context Protocol\r\n- [Twilio Alpha MCP](https://github.com/twilio-labs/mcp/tree/main/packages/mcp) - Experimental server that exposes selected Twilio messaging, voice, account, and other API operations as MCP tools.\r\n- [WhatsApp-MCP](https://github.com/lharries/whatsapp-mcp) - Searches WhatsApp messages and contacts, and sends messages via an LLM-integrated Model Context Protocol server\r\n- [wong2](https://github.com/wong2) - Facilitates communication and sharing via email and Telegram\r\n- [Bavimail](https://github.com/Bavlio/bavimail-mcp-server) - Stdio MCP server for sending, receiving, and managing email for AI agents.\r\n- [MeetStream](https://github.com/meetstream-ai/meetstream-mcp) - MCP server for meeting bots, transcripts, summaries, participant audio, chat, and calendar scheduling across Zoom, Google Meet, and Teams.\r\n- [SLM Mesh](https://github.com/qualixar/slm-mesh) - Peer-to-peer MCP tools for AI coding agents to discover peers, message, share state, and coordinate file locks.\r\n- [LINE Bot MCP Server](https://github.com/line/line-bot-mcp-server) - Connects agents to LINE Official Accounts for sending and managing messages.\r\n- [Microsoft Teams MCP Server](https://github.com/InditexTech/mcp-teams-server) - Reads channel messages and creates or replies to Teams threads with mentions.\r\n- [Resend MCP Server](https://github.com/resend/resend-mcp) - Sends and manages email, contacts, broadcasts, domains, and other Resend resources.\r\n- [Mailtrap MCP](https://github.com/mailtrap/mailtrap-mcp) - Official server for managing Mailtrap email delivery and testing workflows.\r\n\r\n- [iMessage MCP](https://github.com/wyattjoh/imessage-mcp) - Provides read-only access to the local macOS iMessage database.\r\n\r\n### Container Registries\r\n\r\n- [Docker Hub MCP Server](https://github.com/docker/hub-mcp) - Search Docker Hub repositories and images, with token-authenticated tools for repository management.\r\n- [OCI Registry MCP](https://github.com/StacklokLabs/ocireg-mcp) - Inspects OCI image tags, manifests, configurations, and attached referrers such as signatures and attestations.\r\n\r\n### Customer Data Platforms\r\n\r\n- [Inoyu Unomi MCP Server](https://github.com/sergehuber/inoyu-mcp-unomi-server) - An implementation of Anthropic's Model Context Protocol for the Apache Unomi CDP\r\n- [Intercom](https://github.com/raoulbia-ai/mcp-server-for-intercom) - Retrieves Intercom support tickets for AI assistant analysis\r\n\r\n### Data Science Tools\r\n\r\n- [GrowthBook MCP](https://github.com/growthbook/growthbook-mcp) - Provides authenticated GrowthBook API reads and writes plus workflow guides for feature flags and experiments.\r\n- [Kaggle MCP](https://github.com/arrismo/kaggle-mcp) - Searches and downloads Kaggle datasets and provides exploratory data analysis prompts; requires Kaggle credentials.\r\n- [MathMethods MCP](https://github.com/agmonetti/mathmethods-mcp) - Runs numerical root finding, integration, differential equations, Monte Carlo calculations, and dynamical-system analysis.\r\n- [Optuna MCP](https://github.com/optuna/optuna-mcp) - Creates optimization studies, manages trials and samplers, and retrieves hyperparameter search results.\r\n- [Ramp](https://github.com/ramp-public/ramp-mcp) - Retrieves and analyzes Ramp data via API, using an ETL pipeline and in-memory database for LLM processing\r\n- [Stella MCP](https://github.com/bradleylab/stella-mcp) - Creates, inspects, validates, modifies, and saves Stella system dynamics models in XMILE format.\r\n- [Tinybird MCP](https://github.com/tinybirdco/mcp-tinybird) - Interacts with Tinybird workspaces via MCP, querying data sources, accessing API endpoints, and pushing data files\r\n- [Data Explorer Assistant](https://github.com/reading-plus-ai/mcp-server-data-exploration) - Generates actionable insights from complex datasets through interactive exploration\r\n- [Dataset Viewer](https://github.com/privetin/dataset-viewer) - MCP server for interacting with Hugging Face dataset viewer API, providing dataset browsing, filtering, and statistics capabilities\r\n- [JupyterClaude](https://github.com/jjsantos01/jupyter-notebook-mcp) - A Model Context Protocol (MCP) for Jupyter Notebook\r\n\r\n- [Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server) - Connects AI clients to Jupyter notebooks for notebook and code execution workflows.\r\n- [Google Colab MCP](https://github.com/googlecolab/colab-mcp) - Bridges a local AI client to a Google Colab session running in a browser.\r\n- [dbt MCP Server](https://github.com/dbt-labs/dbt-mcp) - Exposes dbt project and analytics workflows to MCP clients.\r\n- [DataHub MCP Server](https://github.com/acryldata/mcp-server-datahub) - Searches data assets, explores lineage and metadata, and supports SQL query generation using DataHub context.\r\n- [Tableau MCP Server](https://github.com/tableau/tableau-mcp) - Provides tools, resources, and prompts for exploring Tableau Cloud data and content.\r\n- [OpenMetadata MCP Server](https://github.com/open-metadata/OpenMetadata) - Provides MCP access to the OpenMetadata metadata graph for discovering data assets, lineage, and ownership.\r\n\r\n- [Data Profiler MCP](https://github.com/haiiibin/data-profiler-mcp) - Profiles CSV, Parquet, Excel, and JSON files for schema, distributions, and data-quality issues.\r\n- [Fermat MCP](https://github.com/abhiphile/fermat-mcp) - Provides symbolic and numerical math computation and plotting tools.\r\n- [OraClaw](https://github.com/Whatsonyourmind/oraclaw) - Offers deterministic optimization, simulation, forecasting, and risk-analysis tools.\r\n- [URDB MCP](https://github.com/GetMystAdmin/urdb-mcp) - Provides electronics, hardware, and firmware calculators through MCP.\r\n- [Vizro MCP](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) - Plans data charts and dashboards, analyzes input data, and validates Vizro chart code and dashboard configurations.\r\n- [Zaturn](https://github.com/kdqed/zaturn) - Connects to SQL databases and local CSV or Parquet files for queries, data analysis, and visualizations.\r\n\r\n### Data Streaming\r\n\r\n- [Confluent MCP Server](https://github.com/confluentinc/mcp-confluent) - Manage Kafka topics and messages, Flink SQL, schemas, and connectors across Confluent Cloud, Confluent Platform, and standalone Apache Kafka.\r\n- [Amazon SNS and SQS MCP Server](https://github.com/awslabs/mcp/tree/main/src/amazon-sns-sqs-mcp-server) - Creates and manages Amazon SNS topics and SQS queues through configurable permissions.\r\n\r\n### Databases\r\n\r\n- [Apache Druid MCP Server](https://github.com/iunera/druid-mcp-server) - Queries Druid SQL and lists datasource schemas, with additional tools for ingestion, segments, and cluster management.\r\n- [Atlan MCP](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol) - Searches cataloged data assets, traces lineage, and manages metadata, glossaries, domains, and data-quality rules through Atlan.\r\n- [Chroma](https://github.com/chroma-core/chroma-mcp) - A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma\r\n- [ClickHouse MCP](https://github.com/ClickHouse/mcp-clickhouse) - Executes ClickHouse SQL queries and manages databases and tables via a server interface\r\n- [Dolt MCP](https://github.com/dolthub/dolt-mcp) - Queries and edits Dolt databases and manages branches, commits, merges, diffs, and remote repositories.\r\n- [GreptimeDB MCP Server](https://github.com/GreptimeTeam/greptimedb-mcp-server) - A Model Context Protocol (MCP) server implementation for GreptimeDB\r\n- [Hologres](https://github.com/aliyun/alibabacloud-hologres-mcp-server) - Enables AI agents to access and query Hologres databases via SQL operations and metadata retrieval\r\n- [Hydrolix MCP](https://github.com/hydrolix/mcp-hydrolix) - Lists Hydrolix databases and tables, inspects column schemas, and executes SELECT queries against an authenticated cluster.\r\n- [Milvus MCP Server](https://github.com/zilliztech/mcp-server-milvus) - Model Context Protocol Servers for Milvus\r\n- [MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck) - MCP server for MotherDuck and local DuckDB\r\n- [Neo4j](https://github.com/neo4j-contrib/mcp-neo4j/) - Model Context Protocol with Neo4j\r\n- [OceanBase](https://github.com/oceanbase/mcp-oceanbase) - MCP Server for OceanBase database and its tools\r\n- [Qdrant MCP Server](https://github.com/qdrant/mcp-server-qdrant/) - Qdrant Model Context Protocol (MCP) server\r\n- [SingleStore](https://github.com/singlestore-labs/mcp-server-singlestore) - MCP server for interacting with SingleStore Management API and services\r\n- [StarRocks](https://github.com/StarRocks/mcp-server-starrocks) - StarRocks MCP (Model Context Protocol) Server\r\n- [Airtable](https://github.com/felores/airtable-mcp) - Search, create and update Airtable bases, tables, fields, and records using Claude Desktop and MCP (Model Context Protocol) clients\r\n- [ArangoDB](https://github.com/ravenwits/mcp-server-arangodb) - This is a TypeScript-based MCP server that provides database interaction capabilities through ArangoDB. It implements core database operations and allows seamless integration with ArangoDB through MCP tools. You can use it wih Claude app and also extension for VSCode that works with mcp like Cline!\r\n- [BigQuery MCP Server](https://github.com/LucasHild/mcp-server-bigquery) - A Model Context Protocol server that provides access to BigQuery\r\n- [Chroma](https://github.com/privetin/chroma) - A Model Context Protocol (MCP) server implementation that provides vector database capabilities through Chroma.\r\n- [DBHub](https://github.com/bytebase/dbhub) - Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, SQLite, and etc.\r\n- [DBHub](https://github.com/bytebase/dbhub/) - Universal database MCP server connecting to MySQL, PostgreSQL, SQL Server, SQLite, and etc.\r\n- [DBUtils](https://github.com/donghao1393/mcp-dbutils) - 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).\r\n- [DolphinDB FastMCP Server](https://github.com/tradercjz/dolphindb-mcp-server) - Deploys and manages DolphinDB server connections for efficient data processing\r\n- [DuckDB MCP Server](https://github.com/ktanaka101/mcp-server-duckdb) - A Model Context Protocol (MCP) server implementation for DuckDB, providing database interaction capabilities\r\n- [Ergo Blockchain MCP](https://github.com/marctheshark3/ergo-mcp) - Provides a server for exploring and interacting with the Ergo blockchain, offering block, transaction, and network data\r\n- [GreptimeDB](https://github.com/GreptimeTeam/greptimedb) - An open-source, cloud-native, unified observerability database for metrics, logs and events, supporting SQL/PromQL/Streaming. Available on GreptimeCloud.\r\n- [InfluxDB MCP Proxy](https://github.com/idoru/influxdb-mcp-server) - An MCP Server for querying InfluxDB\r\n- [MariaDB](https://github.com/abel9851/mcp-server-mariadb) - An mcp server that provides read-only access to MariaDB.\r\n- [MCP MySQL Server](https://github.com/f4ww4z/mcp-mysql-server) - A Model Context Protocol server for MySQL database operations\r\n- [MCP PostgreSQL Server](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) - Model Context Protocol Servers\r\n- [MongoDB Lens](https://github.com/furey/mongodb-lens) - 🍃🔎 MongoDB Lens: Full Featured MCP Server for MongoDB Databases\r\n- [MongoMCP](https://github.com/kiliczsh/mcp-mongo-server) - A Model Context Protocol Server for MongoDB\r\n- [MongoMCP](https://github.com/QuantGeekDev/mongo-mcp) - A mongo db server for the model context protocol (MCP)\r\n- [MSSQL](https://github.com/JexinSam/mssql_mcp_server) - A Model Context Protocol (MCP) server facilitating secure interactions with MSSQL databases.\r\n- [MSSQL Insight Server](https://github.com/daobataotie/mssql-mcp) - Provides database interaction, business intelligence, and automated insight memo generation for MSSQL\r\n- [MySQL MCP Server](https://github.com/designcomputer/mysql_mcp_server) - A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases\r\n- [MySQL MCP Server](https://github.com/benborla/mcp-server-mysql) - A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.\r\n- [Neo4j](https://github.com/da-okazaki/mcp-neo4j-server) - Enables natural language interaction with a Neo4j graph database for querying and manipulating data\r\n- [Neo4j MCP](https://github.com/neo4j-contrib/mcp-neo4j) - Model Context Protocol with Neo4j\r\n- [Nile MCP Server](https://github.com/niledatabase/nile-mcp-server) - MCP server for Nile Database - Manage and query databases, tenants, users, auth using LLMs\r\n- [OceanBase](https://github.com/yuanoOo/oceanbase_mcp_server) - A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases. This server allows AI assistants to list tables, read data, and execute SQL queries through a controlled interface, making database exploration and analysis safer and more structured.\r\n- [OpenLink MCP SQLAlchemy Server](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) - A simple MCP ODBC server using FastAPI, ODBC and SQLAlchemy.\r\n- [Redis](https://github.com/GongRzhe/REDIS-MCP-Server) - A Redis MCP server (pushed to https://github.com/modelcontextprotocol/servers/tree/main/src/redis) implementation for interacting with Redis databases. This server enables LLMs to interact with Redis key-value stores through a set of standardized tools.\r\n- [Redis](https://github.com/prajwalnayak7/mcp-server-redis) - MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate\r\n- [Redis MCP Server](https://github.com/redis/mcp-redis) - Official Redis server for managing and searching Redis data, including strings, hashes, JSON, streams, pub/sub, and vector indexes.\r\n- [Snowflake MCP Server](https://github.com/isaacwasserman/mcp-snowflake-server) - An MCP server enabling SQL queries, data insight aggregation, and schema interaction with Snowflake databases\r\n- [Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts) - The open-source reactive database for app developers\r\n- [SQLGlot MCP Analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) - MCP server for SQL static analysis.\r\n- [SQLite Explorer MCP Server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.\r\n- [Supabase MCP Server](https://github.com/alexander-zuev/supabase-mcp-server) - Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.\r\n- [TiDB MCP Server](https://github.com/c4pt0r/mcp-server-tidb) - Provides a serverless TiDB database interface for the Model Context Protocol (MCP)\r\n- [Timeplus MCP](https://github.com/jovezhong/mcp-timeplus) - Executes SQL queries, lists databases and tables, and interacts with Kafka topics within a Timeplus cluster\r\n- [TrinoMCP](https://github.com/Dataring-engineering/mcp-server-trino) - Queries Trino databases via the Model-Control-Protocol (MCP), providing table listings and SQL execution\r\n- [VikingDB MCP Server](https://github.com/KashiwaByte/vikingdb-mcp-server) - a mcp server for vikingdb store and search\r\n- [Weaviate MCP Server](https://github.com/weaviate/mcp-server-weaviate) - MCP (Model Context Protocol) server for Weaviate\r\n- [XiYan MCP](https://github.com/XGenerationLab/xiyan_mcp_server) - A Model Context Protocol (MCP) server that enables natural language queries to databases\r\n- [MCP Toolbox for Databases](https://github.com/googleapis/mcp-toolbox) - Open-source MCP server for configuring database tools across multiple database engines.\r\n- [Supabase (official MCP)](https://github.com/supabase/mcp) - Official MCP server for querying Supabase project data and managing project resources.\r\n\r\n- [MongoDB MCP Server](https://github.com/mongodb-js/mongodb-mcp-server) - Connects MCP clients to MongoDB databases and Atlas clusters, with a read-only mode.\r\n- [Apache Doris MCP Server](https://github.com/apache/doris-mcp-server) - Connects MCP clients to Apache Doris for SQL queries and schema discovery.\r\n- [OpenSearch MCP Server](https://github.com/opensearch-project/opensearch-mcp-server-py) - Provides MCP tools for querying and working with OpenSearch clusters.\r\n- [MariaDB MCP Server](https://github.com/MariaDB/mcp) - Queries MariaDB databases and manages optional vector stores through MCP tools.\r\n- [Amazon DynamoDB MCP Server](https://github.com/awslabs/mcp/tree/main/src/dynamodb-mcp-server) - Provides DynamoDB data-model design guidance, validation, cost analysis, and code-generation tools.\r\n- [Amazon Neptune MCP Server](https://github.com/awslabs/mcp/tree/main/src/amazon-neptune-mcp-server) - Reads graph schema and status and runs openCypher or Gremlin queries against Amazon Neptune.\r\n- [Couchbase MCP Server](https://github.com/couchbase/mcp-server-couchbase) - Self-hosted server for Couchbase cluster health, schema discovery, document operations, SQL++ queries, full-text search, and indexing.\r\n- [Apache IoTDB MCP Server](https://github.com/apache/iotdb-mcp-server) - Executes SQL queries against IoTDB using Tree Model and Table Model dialects.\r\n- [Teradata MCP Server](https://github.com/Teradata/teradata-mcp-server) - Connects MCP clients to Teradata for database queries and operations.\r\n- [Alibaba Cloud DMS MCP Server](https://github.com/aliyun/alibabacloud-dms-mcp-server) - Uses Alibaba Cloud DMS as a secure access layer for more than 40 database and warehouse sources.\r\n- [Tabularis MCP Server](https://github.com/TabularisDB/tabularis) - Built-in server for reading database schemas and running queries from an open-source SQL workspace.\r\n\r\n- [FlameRobin Firebird MCP](https://github.com/Michael2150/flamerobin-mcp-server) - Connects MCP clients to local Firebird databases using FlameRobin connection settings.\r\n- [Local YDB Toolkit](https://github.com/astandrik/local-ydb-toolkit) - Provides tooling for local YDB deployments, including MCP and CI workflows.\r\n- [MySQL MCP Server](https://github.com/dave-wind/mysql-mcp-server) - Provides read-only MySQL schema inspection and query execution.\r\n- [Querywise MCP](https://github.com/kosminus/querywise-mcp) - Lets agents query databases through a semantic layer of metrics, glossary, and examples.\r\n- [SqlAugur](https://github.com/mbentham/SqlAugur) - Provides read-only SQL Server queries with AST-based validation.\r\n\r\n### Developer Tools\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/225813708-98b745f2-7d22-48cf-9150-083f1b00d6c9.gif\")
\r\n
\r\n\r\n- [Agent QA](https://github.com/vostride/agent-qa) - Source-available MCP server for authoring and inspecting natural-language web and mobile tests.\r\n- [APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp) - APIMatic Validator MCP Server for validating OpenAPI specs via APIMatic's API with MCP\r\n- [Clojure MCP](https://github.com/bhauman/clojure-mcp) - Supports Clojure development through REPL evaluation, project inspection, code search, and structural file-editing tools.\r\n- [Comet Opik MCP](https://github.com/comet-ml/opik-mcp) - Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics.\r\n- [Currents MCP](https://github.com/currents-dev/currents-mcp) - Retrieves CI test runs, failures, and performance data and manages Currents project settings, actions, and webhooks.\r\n- [Gemmein MCP](https://github.com/gemmeinhq/gemmein-release/tree/main/mcp) - Provides Gemmein builder guides, SDK references, rule and error explanations, and live app integration checks; checks with development credentials can create temporary test data.\r\n- [GLM MCP](https://github.com/djerok/glm-mcp) - Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code, GitHub Copilot, or Codex with its own read/write/edit/run agent loop, peak-aware routing, and diff/dry-run/git-revert oversight. ~10x cheaper than Opus.\r\n- [JetBrains](https://github.com/JetBrains/mcp-jetbrains) - A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio\r\n- [Magic Component Platform](https://github.com/21st-dev/magic-mcp) - It's like v0 but in your Cursor/WindSurf/Cline. 21st dev Magic MCP server for working with your frontend like Magic\r\n- [Maven Tools MCP](https://github.com/arvindand/maven-tools-mcp) - Checks JVM dependency versions, analyzes POM files, audits licenses and known vulnerabilities, and prepares dependency-upgrade recommendations.\r\n- [MCP Files](https://github.com/flesler/mcp-files) - Searches source symbols and makes targeted code edits with symbol imports, text insertion, and search-and-replace tools.\r\n- [OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) - Exposes OpenAPI specifications as MCP resource templates for inspecting paths, operations, and schema components on demand.\r\n- [OpenZeppelin Contracts Wizard MCP](https://github.com/OpenZeppelin/contracts-wizard/tree/master/packages/mcp) - Generates OpenZeppelin smart-contract source for Solidity, Cairo, Stellar, Stylus, TRON, confidential contracts, and Uniswap Hooks; MCP Apps clients can render an interactive wizard.\r\n- [Package Registry MCP](https://github.com/Artmann/package-registry-mcp) - Searches package registries, retrieves package versions and metadata, and queries GitHub Security Advisories across multiple language ecosystems.\r\n- [Ref MCP](https://github.com/ref-tools/ref-tools-mcp) - Searches technical documentation and retrieves linked pages as Markdown through the Ref API; requires a Ref API key.\r\n- [Semgrep](https://github.com/semgrep/mcp) - [beta] Use Semgrep in LLMs using MCP framework\r\n- [Stripe](https://github.com/stripe/agent-toolkit) - Python and TypeScript library for integrating the Stripe API into agentic workflows\r\n- [UnifAI](https://github.com/unifai-network/unifai-mcp-server) - Simplifies multi-chain protocol (MCP) client development with TypeScript and Python SDKs\r\n- [VeyraX](https://github.com/VeyraX/veyrax-mcp) - Unifies access to tools across MCP-compatible environments like Claude and VS Code, eliminating multiple authentications\r\n- [Alex Andru](https://github.com/QuantGeekDev) - Builds software, focusing on GenAI and the MCP framework, and manages related communities\r\n- [App Store Connect MCP Server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) - Manages App Store Connect resources (apps, beta testers, bundle IDs, devices, users) via the Model Context Protocol\r\n- [Azure DevOps](https://github.com/Vortiago/mcp-azure-devops) - A Model Context Protocol (MCP) server enabling AI assistants to interact with Azure DevOps services via Python SDK.\r\n- [Better Design](https://github.com/marvkr/better-design) - Gives AI coding agents design systems, UI and UX principles, icons and UI review checks, over a remote endpoint (https://better-design.com/api/mcp) or the `better-design` npm package\r\n- [Claude Debugger](https://github.com/jasonjmcghee/claude-debugs-for-you) - Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension\r\n- [clj-kondo MCP Server](https://github.com/Bigsy/clj-kondo-MCP) - Provides clj-kondo linting for Clojure/ClojureScript/EDN via the Model Context Protocol (MCP)\r\n- [Clojars Dependency Server](https://github.com/Bigsy/Clojars-MCP-Server) - A Model Context Protocol (MCP) server that provides tools for fetching dependency information from Clojars, the Clojure community's artifact repository.\r\n- [CodeMirror MCP](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension to hook up a Model Context Provider (MCP)\r\n- [Contentful MCP](https://github.com/ivo-toby/contentful-mcp) - MCP (Model Context Protocol) server for the Contentful Management API\r\n- [DeepView MCP](https://github.com/ai-1st/deepview-mcp) - DeepView MCP is a Model Context Protocol server that enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini 2.5 Pro's extensive context window.\r\n- [EasyMCP](https://github.com/zcaceres/easy-mcp/) - Absurdly easy Model Context Protocol Servers in Typescript\r\n- [ESP-MCP Build Manager](https://github.com/horw/esp-mcp) - Manages and automates ESP-IDF project builds, including logging and automated issue resolution\r\n- [FastAPI to MCP auto generator](https://github.com/tadata-org/fastapi_mcp) - A zero-configuration tool for automatically exposing FastAPI endpoints as Model Context Protocol (MCP) tools.\r\n- [FastMCP](https://github.com/jlowin/fastmcp) - The fast, Pythonic way to build Model Context Protocol servers 🚀\r\n- [FileScope](https://github.com/admica/FileScopeMCP) - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages such as Python, C, C++, Rust, Zig, Lua.\r\n- [gching](https://github.com/gching) - Manages GitHub profile and repositories\r\n- [GDB](https://github.com/pansila/mcp_server_gdb) - MCP Server to expose the GDB debugging capabilities\r\n- [GhidraMCP](https://github.com/13bm/GhidraMCP) - Socket based MCP Server for Ghidra\r\n- [GitHub Enterprise MCP](https://github.com/ddukbg/github-enterprise-mcp) - Provides an MCP interface for accessing GitHub Enterprise repository data, issues, pull requests, and more within Cursor\r\n- [Gradle MCP Bridge](https://github.com/IlyaGulya/gradle-mcp-server) - A Model Context Protocol (MCP) server to enable AI tools to interact with Gradle projects programmatically.\r\n- [GraphQL MCP](https://github.com/blurrah/mcp-graphql) - Model Context Protocol server for GraphQL\r\n- [GraphQL Schema](https://github.com/hannesj/mcp-graphql-schema) - GraphQL Schema Model Context Protocol Server\r\n- [IDA MCP Server](https://github.com/mrexodia/ida-pro-mcp) - Facilitates reverse engineering in IDA Pro via a Model Context Protocol server, enabling interaction with LLMs for analysis and code manipulation\r\n- [iOS Simulator Control](https://github.com/joshuayoes/ios-simulator-mcp) - MCP server for interacting with the iOS simulator\r\n- [JetBrains MCP Proxy](https://github.com/JetBrains/mcpProxy) - A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio\r\n- [KeychainAPI](https://github.com/Jktfe/serveMyAPI) - Securely stores and accesses API keys across macOS projects via the Keychain, offering a consistent MCP interface\r\n- [KiCad MCP](https://github.com/lamaalrajih/kicad-mcp) - Model Context Protocol server for KiCad on Mac, Windows, and Linux\r\n- [LangChain MCP Toolkit](https://github.com/rectalogic/langchain-mcp) - Model Context Protocol tool support for LangChain\r\n- [Last9 MCP Server](https://github.com/last9/last9-mcp-server) - Provides real-time production context (logs, metrics, traces) to AI agents for faster code debugging\r\n- [LLDB-Claude](https://github.com/stass/lldb-mcp) - AI-assisted debugging tool integrating LLDB with Claude's MCP for natural language interaction\r\n- [LLM Context](https://github.com/cyberchitta/llm-context.py) - Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.\r\n- [LongPort MCP](https://github.com/longportapp/openapi/tree/main/mcp) - LongPort OpenAPI SDK Base.\r\n- [Maven](https://github.com/Bigsy/maven-mcp-server) - An MCP (Model Context Protocol) server that provides tools for checking Maven dependency versions.\r\n- [MCP Framework](https://github.com/QuantGeekDev/mcp-framework) - A framework for writing MCP (Model Context Protocol) servers in Typescript\r\n- [MCP Go](https://github.com/metoro-io/mcp-golang) - Write Model Context Protocol servers in few lines of go code. Docs at https://mcpgolang.com\r\n- [MCP Text Editor](https://github.com/tumf/mcp-text-editor) - A line-oriented text editor server using MCP for safe, efficient, and LLM-optimized file editing\r\n- [MCP-RS Template](https://github.com/linux-china/mcp-rs-template) - Model Context Protocol (MCP) CLI server template for Rust\r\n- [mcphub.nvim](https://github.com/ravitemer/mcphub.nvim) - A powerful Neovim plugin for managing MCP (Model Context Protocol) servers\r\n- [Mem0-MCP](https://github.com/mem0ai/mem0-mcp) - Manages coding preferences using an MCP server and Mem0, providing storage, retrieval, and semantic search capabilities\r\n- [ModelContextProtocol.NET SDK](https://github.com/salty-flower/ModelContextProtocol.NET) - A C# SDK implementing the Model Context Protocol (MCP) for building and integrating tools with standard I/O and AOT compatibility\r\n- [MyMCP](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) - 🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows\r\n- [Neovim](https://github.com/bigcodegen/mcp-neovim-server) - Control Neovim using Model Context Protocol (MCP) and the official neovim/node-client JavaScript library\r\n- [NPM Search](https://github.com/btwiuse/npm-search-mcp-server) - MCP server for searching npm packages\r\n- [OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema) - OpenAPI Schema Model Context Protocol Server\r\n- [OpenAPI-to-MCP Converter](https://github.com/automation-ai-labs/mcp-link) - Convert Any OpenAPI V3 API to MCP Server\r\n- [Phabricator MCP Bridge](https://github.com/baba786/phabricator-mcp-server) - A Model Context Protocol (MCP) server for interacting with Phabricator API\r\n- [Poem MCP Server](https://github.com/poem-web/poem/tree/master/poem-mcpserver) - A full-featured and easy-to-use web framework with the Rust programming language.\r\n- [Postman](https://github.com/shannonlal/mcp-postman) - MCP Server for running Postman Collections with Newman\r\n- [Python MCP SDK](https://github.com/modelcontextprotocol/python-sdk) - The official Python SDK for Model Context Protocol servers and clients\r\n- [Quarkus MCP JavaFX Server](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) - Model Context Protocol Servers in Quarkus\r\n- [Quarkus MCP Server](https://github.com/quarkiverse/quarkus-mcp-server) - This extension enables developers to implement the MCP server features easily.\r\n- [Ravina Patel](https://github.com/ravinahp) - A GitHub profile showcasing software projects including MCP servers and an email assistant\r\n- [ReAPI MCP OpenAPI Server](https://github.com/ReAPI-com/mcp-openapi) - OpenAPI specification MCP server.\r\n- [SQLGlot](https://github.com/tobymao/sqlglot) - Python SQL Parser and Transpiler\r\n- [Stripe](https://github.com/stripe/agent-toolkit/tree/main) - Python and TypeScript library for integrating the Stripe API into agentic workflows\r\n- [Supabase MCP Server](https://github.com/joshuarileydev/supabase) - Programmatically manages Supabase projects and organizations via the Model Context Protocol\r\n- [Typescript MCP SDK](https://github.com/modelcontextprotocol/typescript-sdk) - The official Typescript SDK for Model Context Protocol servers and clients\r\n- [Next.js DevTools MCP](https://github.com/vercel/next-devtools-mcp) - Connect coding agents to running Next.js 16+ dev servers to inspect runtime errors, routes, and logs through their built-in MCP tools.\r\n- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) - VSCode Extension with an MCP server that exposes semantic tools like Find Usages and Rename to LLMs\r\n- [Xcode Claude Bridge](https://github.com/r-huijts/xcode-mcp-server) - MCP Server implementation for Xcode integration\r\n- [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) - MCP tool for building Xcode iOS workspace/project and feeding back error to LLMs.\r\n- [Zed](https://github.com/zed-industries/zed) - Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.\r\n- [SpecLock](https://github.com/sgroy10/speclock) - MCP server that checks AI-generated edits and commands against project constraints in files such as AGENTS.md and CLAUDE.md.\r\n- [Azure DevOps MCP (Microsoft)](https://github.com/microsoft/azure-devops-mcp) - Official MCP server for Azure DevOps, available as a hosted endpoint or local stdio process.\r\n- [BrowserStack MCP](https://github.com/browserstack/mcp-server) - Official MCP server for BrowserStack test cases, browser sessions, and cloud test automation.\r\n- [Context7](https://github.com/upstash/context7) - Fetch current library and framework documentation for coding agents through local or hosted MCP.\r\n- [GitHub MCP Server](https://github.com/github/github-mcp-server) - Official GitHub MCP server for repository, code, issue, pull request, and workflow operations.\r\n\r\n- [MCP Language Server](https://github.com/isaacphi/mcp-language-server) - Exposes code navigation and diagnostics tools through a language server protocol bridge.\r\n\r\n- [shadcn/ui MCP Server](https://github.com/Jpisnice/shadcn-ui-mcp-server) - Provides shadcn/ui component, block, example, and metadata context to AI assistants.\r\n\r\n- [Docs MCP Server](https://github.com/arabold/docs-mcp-server) - Indexes documentation from websites, package registries, GitHub, and local files for retrieval by MCP clients.\r\n- [Apollo MCP Server](https://github.com/apollographql/apollo-mcp-server) - Lets AI clients inspect GraphQL schemas and invoke configured operations.\r\n- [Postman MCP Server](https://github.com/postmanlabs/postman-mcp-server) - Connects MCP clients to Postman collections, API definitions, and environments.\r\n- [Salesforce DX MCP Server](https://github.com/salesforcecli/mcp) - Exposes Salesforce org, metadata, code analysis, and DevOps tools to MCP clients.\r\n- [Tidewave for Phoenix](https://github.com/tidewave-ai/tidewave_phoenix) - Adds MCP tools for inspecting and working with a running Phoenix application.\r\n- [Webflow MCP Server](https://github.com/webflow/mcp-server) - Connects AI assistants to Webflow sites and the Designer through Webflow's APIs.\r\n- [Buildkite MCP Server](https://github.com/buildkite/buildkite-mcp-server) - Provides access to Buildkite pipelines, builds, jobs, and test data.\r\n- [Chrome DevTools MCP Server](https://github.com/ChromeDevTools/chrome-devtools-mcp) - Controls a live Chrome browser for automation, debugging, network inspection, screenshots, and performance analysis.\r\n- [MobileBuildMCP](https://github.com/getsentry/MobileBuildMCP) - Supports agent workflows for building and testing iOS and macOS projects.\r\n- [GitMCP](https://github.com/idosal/git-mcp) - Remote MCP server for searching documentation and source content from GitHub repositories and GitHub Pages.\r\n- [JADX MCP Server](https://github.com/zinja-coder/jadx-mcp-server) - Connects MCP clients to JADX for Android APK analysis, code exploration, and reverse-engineering workflows.\r\n- [SmartBear MCP Server](https://github.com/SmartBear/smartbear-mcp) - Official MCP server for SmartBear testing and API quality products.\r\n\r\n- [.NET Template MCP](https://github.com/YuliiaKovalova/dotnet-template-mcp) - Searches, inspects, previews, and creates dotnet new templates.\r\n- [Claude Critical Rules MCP](https://github.com/optimaquantum/claude-critical-rules-mcp) - Enforces configurable critical rules for Claude through MCP tools.\r\n- [Concord MCP](https://github.com/Get-Concord-AI/concord-mcp) - Enables local communication and coordination between AI coding agents.\r\n- [Contentrain MCP](https://github.com/Contentrain/ai) - Extracts, governs, and updates structured content in codebases through MCP tools.\r\n- [DevProjex](https://github.com/Avazbek22/DevProjex) - Selects and previews local project files, then exports AI-ready code context through GUI, CLI, or MCP.\r\n- [EvalView](https://github.com/hidai25/eval-view) - Snapshot-tests AI agent behavior and detects regressions between runs.\r\n- [GodotLens MCP](https://github.com/pzalutski-pixel/godotlens-mcp) - Queries Godot project symbols, signatures, references, and scene wiring.\r\n- [LynxMCP](https://github.com/lorenzo-cambiaghi/LynxMCP) - Answers local code relationship questions such as call sites and change impact.\r\n\r\n### Diagramming and Visualization\r\n\r\n- [3D Visualizer MCP](https://github.com/kleinicke/ply-visualizer) - Opens and inspects point clouds, meshes, and depth data in a local 3D viewer through MCP.\r\n- [AntV Chart MCP Server](https://github.com/antvis/mcp-server-chart) - Generates charts and visualizations with AntV chart libraries.\r\n- [Charted](https://github.com/marzukia/charted) - Creates charts from structured data or CSV as SVG, HTML, or PNG through MCP tools.\r\n- [Draw.io MCP Server](https://github.com/lgazo/drawio-mcp-server) - Creates and edits diagrams in Draw.io through an MCP server.\r\n- [ECharts MCP](https://github.com/hustcc/mcp-echarts) - Generates ECharts visualizations and validates chart configurations through chart-specific MCP tools.\r\n- [Excalidraw Architect MCP](https://github.com/BV-Venky/excalidraw-architect-mcp) - Creates and modifies Excalidraw diagrams, converts Mermaid syntax, and exports diagrams as SVG or PNG.\r\n- [Mermaid Project MCP](https://github.com/GittyBurstein/mermaid-mcp-server) - Generates Mermaid diagrams from local projects or GitHub repositories and renders them through Kroki.\r\n- [Mermaid Renderer MCP](https://github.com/hustcc/mcp-mermaid) - Renders Mermaid diagram definitions into visual diagrams and charts.\r\n- [Microcharts MCP](https://github.com/ganapativs/microcharts/tree/main/packages/mcp) - Finds, configures, and renders accessible React charts as SVG through MCP tools.\r\n- [Markmap MCP Server](https://github.com/jinzcdev/markmap-mcp-server) - Converts Markdown into interactive mind maps and exportable visualizations.\r\n\r\n- [FlowZap MCP](https://github.com/flowzap-xyz/flowzap-mcp) - Creates workflow, sequence, architecture, and mind-map diagrams.\r\n- [Network Sketcher](https://github.com/cisco-open/network-sketcher) - Creates network topology diagrams and device tables with an MCP-enabled edition.\r\n\r\n### E-Commerce\r\n\r\n- [Shopify](https://github.com/GeLi2001/shopify-mcp) - MCP server for Shopify api, usable on mcp clients such as Anthropic's Claude and Cursor IDE\r\n- [WooCommerce MCP Server](https://github.com/techspawn/woocommerce-mcp-server) - Manages WooCommerce products, orders, customers, and store data through its REST API.\r\n\r\n\r\n### Education\r\n\r\n- [Brightspace MCP Server](https://github.com/RohanMuppa/brightspace-mcp-server) - Retrieves Brightspace courses, deadlines, announcements, assignments, and grades.\r\n- [Canvas LMS MCP](https://github.com/admin978/canvas-mcp) - Reads Canvas courses, assignments, grades, announcements, modules, planner items, and course pages using a personal access token.\r\n- [Connectry Architect Cert MCP](https://github.com/Connectry-io/connectrylab-architect-cert-mcp) - Provides software architecture study questions, practice exams, concept lessons, and persistent learning-progress tracking.\r\n- [EduBase](https://github.com/EduBase/MCP) - The EduBase MCP server enables Claude and other LLMs to interact with EduBase's comprehensive e-learning platform through the Model Context Protocol (MCP).\r\n- [Moodle MCP](https://github.com/csmediapro/moodle-mcp-server) - Reads Moodle courses, enrollments, assignments, categories, and site metadata through Moodle Web Services.\r\n- [Pronunciation MCP](https://github.com/JuhongPark/mcp-server-pronunciation) - Records local voice input and provides English pronunciation, fluency, and sentence-practice feedback using locally run speech models.\r\n- [SCORM MCP Server](https://github.com/giacomomaria81/scorm-mcp-server) - Builds SCORM 1.2 or 2004 packages from HTML course content and exports.\r\n\r\n### Embedded Systems\r\n- [Embedded Debugger MCP](https://github.com/adancurusul/embedded-debugger-mcp) - Debugs and programs embedded targets through probe-rs or OpenOCD, including memory access, breakpoints, fault diagnosis, and flash operations.\r\n- [OPC UA MCP](https://github.com/kukapay/opcua-mcp) - Browses OPC UA nodes and reads or writes individual and multiple node values in connected industrial systems.\r\n- [PlatformIO MCP](https://github.com/powerdragonfire/platformio.mcp) - Builds and flashes PlatformIO projects, monitors serial output, runs firmware tests, and decodes embedded crash backtraces.\r\n- [Serial MCP](https://github.com/adancurusul/serial-mcp-server) - Communicates with serial and UART devices and plans or runs repeatable command workflows with a JSON macro language.\r\n- [ThingsBoard MCP](https://github.com/thingsboard/thingsboard-mcp) - Queries and manages ThingsBoard devices, assets, alarms, and telemetry through an authenticated IoT platform connection.\r\n\r\n### Environment and Nature\r\n- [Ambee MCP](https://github.com/ambeelabs/ambee-mcp) - Retrieves current and forecast air quality, pollen, and weather data through the Ambee API; requires an API key.\r\n- [BirdNET-Go MCP](https://github.com/zax0rz/birdnet-go-mcp) - Provides read-only access to BirdNET-Go detections, species summaries, observatory health, and recorded audio clips.\r\n- [GBIF Biodiversity MCP](https://github.com/cyanheads/gbif-biodiversity-mcp-server) - Searches GBIF taxonomy, species occurrences, datasets, and publishers through read-only MCP tools.\r\n- [iNaturalist MCP Server](https://github.com/cyanheads/inaturalist-mcp-server) - Searches iNaturalist wildlife observations and taxa by place and date, with tools for identification threads, species counts, phenology, and similar taxa.\r\n- [NEPA MCP Toolkit](https://github.com/pnnl/nepa-mcp) - Provides MCP tools for federal environmental and regulatory data research, geospatial screening, and interactive mapping in NEPA workflows.\r\n\r\n### File Systems\r\n\r\n- [Backup](https://github.com/hexitex/MCP-Backup-Server) - A Model Context Protocol (MCP) server implementation that provides file backup and restoration capabilities\r\n- [fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.\r\n- [MarkItDown MCP](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) - Convert local files, data URIs, and web resources into Markdown through Microsoft's MarkItDown library.\r\n- [MCP Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server) - Go server implementing Model Context Protocol (MCP) for filesystem operations.\r\n\r\n### Finance\r\n\r\n- [Bankless Onchain](https://github.com/bankless/onchain-mcp) - Bringing the bankless onchain API to MCP\r\n- [Eulerpool](https://eulerpool.com/financial-data-api/mcp) - Hosted MCP server for institutional-grade financial data: stocks, ETFs, funds, crypto, forex, bonds, and macro (FRED/ECB/IMF/World Bank) via 157+ tools covering fundamentals, analyst estimates, ownership, insider & US-congress trades, and screeners. Free tier.\r\n- [Financial Datasets](https://github.com/financial-datasets/mcp-server) - An MCP server for interacting with the Financial Datasets stock market API.\r\n- [Frankfurter MCP](https://github.com/anirbanbasu/frankfurtermcp) - Retrieves supported currencies and current or historical exchange rates and performs currency conversions through the Frankfurter API.\r\n- [Norman MCP](https://github.com/norman-finance/norman-mcp-server) - Manages Norman invoices, clients, transactions, and accounting records through its API, with OAuth authentication for hosted access.\r\n- [Octagon](https://github.com/OctagonAI/octagon-mcp-server) - A free Model Context Protocol (MCP) server that integrates with Octagon API for investment research.\r\n- [AlphaVantage](https://github.com/calvernaz/alphavantage) - A MCP server for the stock market data API, Alphavantage API.\r\n- [Awesome Crypto MCP Servers by badkk](https://github.com/badkk/awesome-crypto-mcp-servers) - A collection of crypto MCP servers.\r\n- [Bank Statement](https://github.com/theluckystrike/mcp-bank-statement) - Imports a bank CSV export, categorises transactions, summarises per currency, finds recurring charges and reconciles against an expense ledger. Runs locally, no API key.\r\n- [Bankless Onchain MCP](https://github.com/Bankless/onchain-mcp/) - Bringing the bankless onchain API to MCP\r\n- [Base Free USDC Transfer](https://github.com/magnetai/mcp-free-usdc-transfer) - MCP (Model Context Protocol) server - free usdc transfer powered by Coinbase CDP\r\n- [Bitcoin MCP Server](https://github.com/AbdelStark/bitcoin-mcp) - Bitcoin & Lightning Network MCP Server.\r\n- [BSC-MCP Server](https://github.com/TermiX-official/bsc-mcp) - Executes Binance Smart Chain transactions, including BNB and BEP-20 token transfers, via the Model Context Protocol\r\n- [Claude Crypto Trader](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) - Provides real-time cryptocurrency market data and historical charts via the CoinGecko API for Claude Desktop\r\n- [Claude YFinance Trader](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) - Provides real-time stock data, company information, and trading capabilities within Claude Desktop\r\n- [CoinCap Data Server](https://github.com/QuantGeekDev/coincap-mcp) - A coincap mcp server to access crypto data from coincap API\r\n- [CoinMarketCap Server](https://github.com/anjor/coinmarket-mcp-server) - Provides access to CoinMarketCap API data, including currency listings and quotes, via custom URI scheme and command-line tools\r\n- [CoinPaprika MCP](https://github.com/coinpaprika/coinpaprika-mcp) - Crypto market data for 12,000+ coins and 350+ exchanges. Tickers, OHLCV, historical prices, contract lookups. Free tier, no API key required. Hosted MCP at mcp.coinpaprika.com\r\n- [CoinPriceFetcher](https://github.com/pwh-pwh/coin-mcp-server) - use Bitget's API to get cryptocurrency info\r\n- [Crypto Fear & Greed Index Server](https://github.com/kukapay/crypto-feargreed-mcp) - Providing real-time and historical Crypto Fear & Greed Index data\r\n- [Crypto Indicators MCP](https://github.com/kukapay/crypto-indicators-mcp) - An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.\r\n- [CryptoPanic News Server](https://github.com/kukapay/cryptopanic-mcp-server) - Provide latest cryptocurrency news to AI agents.\r\n- [DexPaprika MCP](https://github.com/coinpaprika/dexpaprika-mcp) - DEX data across 36 blockchains. 36M+ pools, 33M+ tokens, OHLCV, trades, search. Free tier, no API key required. Hosted MCP at mcp.dexpaprika.com\r\n- [Expense Tracker](https://github.com/theluckystrike/mcp-expense-tracker) - Logs expenses, receipts and mileage, auto-categorises them, splits VAT, summarises and exports to CSV or xlsx, and prepares billable expenses as invoice line items. All data stays on the machine.\r\n- [Freqtrade-MCP](https://github.com/kukapay/freqtrade-mcp) - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.\r\n- [GOAT](https://github.com/goat-sdk/goat/tree/main/typescript/examples/by-framework/model-context-protocol) - The leading agentic finance toolkit for AI agents\r\n- [Investor Agent](https://github.com/ferdousbhai/investor-agent) - A Model Context Protocol server for building an investor agent\r\n- [Invoice](https://github.com/theluckystrike/mcp-invoice) - Creates real A4 PDF invoices from chat: clients, sequential numbering with numbers never reused, discounts, per-rate VAT lines and totals in integer minor units, plus payment and overdue tracking. Data stays in local JSON files.\r\n- [Invompt](https://github.com/Invompt/invompt-mcp) - Create and revise invoices, quotes, and estimates through hosted OAuth, with guest access for users without an account; sending invoices by email requires a registered account.\r\n- [Jupiter MCP](https://github.com/kukapay/jupiter-mcp) - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.\r\n- [KukaPay Uniswap Trader](https://github.com/kukapay/uniswap-trader-mcp) - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.\r\n- [LedgerAI](https://github.com/minhyeoky/mcp-server-ledger) - A Model Context Protocol server for interacting with Ledger CLI, a powerful double-entry accounting system. This server enables Large Language Models to query and analyze financial data through a standardized interface, making it easy for AI assistants to help with financial reporting, budget analysis, and accounting tasks.\r\n- [PancakeSwap PoolSpy](https://github.com/kukapay/pancakeswap-poolspy-mcp) - An MCP server that tracks newly created liquidity pools on Pancake Swap\r\n- [Square MCP](https://github.com/square/square-mcp-server) - Provides authenticated Square API access for payments, orders, catalog, and account operations, with sandbox and read-only options.\r\n- [Strale](https://strale.dev) - MCP server exposing Strale’s data capability catalog: company registry lookups across 27 countries, sanctions/PEP screening, IBAN/VAT/LEI validation, web intelligence, and document extraction. Free tier available.\r\n- [Stripe](https://github.com/atharvagupta2003/mcp-stripe) - Manages financial transactions via Stripe, providing secure payment processing, customer management, and refund capabilities with detailed audit logging\r\n- [TastyTrade Agent](https://github.com/ferdousbhai/tasty-agent) - Let Claude manage your tastytrade portfolio.\r\n- [Uniswap PoolSpy](https://github.com/kukapay/uniswap-poolspy-mcp) - An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.\r\n- [vatnode](https://github.com/vatnode/vatnode-mcp) - Official MCP server for EU VAT validation via VIES, offline VAT rates for 45 European countries, and VAT number format checks.\r\n- [WhaleTracker MCP](https://github.com/kukapay/whale-tracker-mcp) - A mcp server for tracking cryptocurrency whale transactions.\r\n- [Yahoo Finance MCP](https://github.com/narumiruna/yfinance-mcp) - Fetches stock data, news, and financial information via a Yahoo Finance API server\r\n- [ZBD](https://github.com/zebedeeio/zbd-mcp-server) - Enables Bitcoin Lightning payments within large language models\r\n- [FinanceKit](https://github.com/vdalhambra/financekit-mcp) - Financial market MCP server for stock and crypto data, technical analysis, and portfolio insights.\r\n- [OptionsAhoy](https://github.com/AlvisoOculus/optionsahoy-mcp) - Equity compensation calculations for ISO/AMT, NSO, RSU, QSBS, hedging, and sell planning.\r\n- [Ulule](https://developers.ulule.com/docs/mcp) - OAuth 2.1 MCP server for crowdfunding workflows: create or update proposals, edit project titles and descriptions, and draft news updates.\r\n\r\n- [Alpaca MCP Server](https://github.com/alpacahq/alpaca-mcp-server) - Provides trading, portfolio, and market data tools for Alpaca accounts.\r\n\r\n- [QuickBooks Online MCP Server](https://github.com/intuit/quickbooks-online-mcp-server) - Exposes QuickBooks Online accounting operations and financial reports through MCP.\r\n- [Alpha Vantage MCP Server](https://github.com/alphavantage/alpha_vantage_mcp) - Provides financial market data tools through Alpha Vantage APIs.\r\n- [Zerodha Kite MCP Server](https://github.com/zerodha/kite-mcp-server) - Provides portfolio, market data, and order tools for Zerodha Kite accounts.\r\n- [Massive MCP Server](https://github.com/massive-com/mcp_massive) - Retrieves market data, reference data, and financial information through the Massive API.\r\n- [Razorpay MCP Server](https://github.com/razorpay/razorpay-mcp-server) - Provides payment, order, refund, and other Razorpay API operations through MCP.\r\n- [freee MCP](https://github.com/freee/freee-mcp) - Official server for freee accounting, HR, invoicing, and other business APIs.\r\n- [TradingView Market Data MCP](https://github.com/atilaahmettaner/tradingview-mcp) - Open-source server for market data, screeners, technical indicators, sentiment tools, and backtesting across stocks, crypto, forex, and futures.\r\n\r\n- [Copilot Money MCP](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) - Queries and manages locally stored Copilot Money data for personal finance assistance.\r\n\r\n### Gaming\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/216644497-1951db19-8f3d-4e44-ac08-8e9d7e0d94a7.gif\")
\r\n
\r\n\r\n- [Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server) - MCP Server implementation for Ableton Live OSC control\r\n- [BoardGameGeek MCP](https://github.com/kkjdaniel/bgg-mcp) - Searches board games, retrieves game details and user collections, and provides prices, recommendations, and forum-thread information.\r\n- [Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp) - Fantasy Premier League MCP Server\r\n- [FastMCP](https://github.com/punkpeye/fastmcp) - A TypeScript framework for building MCP servers.\r\n- [Godot MCP](https://github.com/Coding-Solo/godot-mcp) - MCP server for interfacing with Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.\r\n- [LiteMCP](https://github.com/wong2/litemcp) - A TypeScript framework for building MCP servers elegantly\r\n- [MCP Unity](https://github.com/CoderGamester/mcp-unity) - MCP Server to integrate Unity Editor game engine with different AI Model clients (e.g. Claude Desktop, Windsurf, Cursor)\r\n- [ObsidianMCP](https://github.com/StevenStavrakis/obsidian-mcp) - A simple MCP server for Obsidian\r\n- [Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory) - directory for Awesome MCP Servers\r\n- [OpenDota](https://github.com/asusevski/opendota-mcp-server) - Provides real-time Dota 2 statistics and match data via a Model Context Protocol server\r\n- [ParlayAPI](https://github.com/JacobiusMakes/parlay-api-mcp) - Sports odds, player props, public event discovery, and account usage through a Python stdio server; account data tools use each user's own API key and allowances.\r\n- [SimpleMCP](https://github.com/ribeirogab/simple-mcp) - A simple TypeScript library for creating MCP servers.\r\n- [Unity Integration (Advanced)](https://github.com/quazaai/UnityMCPIntegration) - Enable AI Agents to Control Unity\r\n- [Live Tennis API](https://github.com/livetennisapi/livetennisapi-mcp) - Read-only live tennis scores, match state, rankings, Elo, and fixtures across ATP, WTA, Challenger, ITF, and junior tours.\r\n- [PlayCanvas Editor MCP Server](https://github.com/playcanvas/editor-mcp-server) - Automates PlayCanvas editor workflows for scenes, entities, assets, and components.\r\n\r\n- [BizHawk MCP](https://github.com/dmang-dev/mcp-bizhawk) - Connects AI clients to the BizHawk multi-system emulator and its tools.\r\n- [CozyVTT MCP](https://github.com/yanjingzhaisun/cozyvtt-mcp) - Bridges MCP clients to self-hosted CozyVTT campaigns, chat, and dice rolls.\r\n\r\n### Healthcare\r\n\r\n- [Apple Health MCP](https://github.com/the-momentum/apple-health-mcp-server) - Imports and queries exported Apple Health records using DuckDB, ClickHouse, or Elasticsearch.\r\n- [CareClinic Health Tracker](https://github.com/tandemloop/careclinic_mcp) - Remote OAuth MCP server for tracking symptoms, mood, medications, and wellness check-ins.\r\n- [FHIR MCP](https://github.com/the-momentum/fhir-mcp-server) - Queries FHIR healthcare resources, including patients, conditions, encounters, and observations, through a configured FHIR server.\r\n- [Fulcra Context MCP](https://github.com/fulcradynamics/fulcra-context-mcp) - Queries Fulcra workouts, health metrics, and contextual time-series data and manages user annotations.\r\n- [WSO2 FHIR MCP Server](https://github.com/wso2/fhir-mcp-server) - Connects to FHIR APIs to discover capabilities, search and read resources, and create, update, or delete them with OAuth2 authorization.\r\n- [AWS HealthOmics MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-healthomics-mcp-server) - Supports genomic workflow management, execution, and analysis through AWS HealthOmics.\r\n\r\n- [BioThings MCP](https://github.com/longevity-genie/biothings-mcp) - Provides MCP access to BioThings biomedical APIs and their research datasets.\r\n- [Google Health MCP](https://github.com/davidmosiah/google-health-mcp) - Reads user-authorized Google Health data locally through OAuth, including Fitbit and Pixel Watch data.\r\n- [Health Export MCP](https://github.com/PhilipAD/health-export-mcp) - Read-only, local access to 190 Apple Health metrics through an MCP server.\r\n- [SynergyAge MCP](https://github.com/longevity-genie/synergy-age-mcp) - Queries SynergyAge data on genetic interventions and aging.\r\n\r\n### Home Automation\r\n\r\n- [Hass-MCP](https://github.com/voska/hass-mcp) - Connects MCP clients to Home Assistant to query and control devices.\r\n- [Home Assistant Core MCP Integration](https://github.com/home-assistant/core/tree/dev/homeassistant/components/mcp_server) - Exposes configured Home Assistant Assist and conversation APIs through HTTP and SSE MCP endpoints.\r\n- [Home Assistant MCP Bridge](https://github.com/tevonsb/homeassistant-mcp) - Bridges a local Home Assistant instance to MCP clients.\r\n- [Home Assistant MCP Server](https://github.com/homeassistant-ai/ha-mcp) - Provides Home Assistant device-control and system-management tools to MCP clients.\r\n\r\n- [AC Infinity MCP](https://github.com/ober37/ac-infinity-mcp) - Monitors and controls AC Infinity climate controllers through MCP.\r\n- [ESP RainMaker MCP](https://github.com/espressif/esp-rainmaker-mcp) - Connects MCP clients to ESP RainMaker devices through Espressif's CLI and cloud API.\r\n- [KNX Design MCP](https://github.com/NickoScope/nickol-knx-mcp) - Assists with KNX/ETS6 design-time tasks without connecting to the live bus.\r\n- [Kodi MCP](https://github.com/laszlopere/mcp-kodi) - Controls Kodi playback, volume, playlists, and media-library queries through JSON-RPC.\r\n- [Plugwise MCP](https://github.com/Tommertom/plugwise-mcp) - Discovers and controls Plugwise smart-home devices.\r\n- [Smartest TV](https://github.com/Hybirdss/smartest-tv) - Controls supported smart TVs, streaming apps, casting, and multi-room audio.\r\n- [Zigbee2MQTT MCP](https://github.com/alexpfau/zigbee2mqtt-mcp) - Inspects Zigbee devices, bridge health, and mesh topology, with configurable write modes for pairing, binding, and firmware updates.\r\n\r\n### Knowledge and Memory\r\n\r\n- [AccInt](https://github.com/maxbaluev/accreted-intelligence) - Local-first Work Model and MCP server for coding-agent memory across Claude Code, OpenCode, Codex, and Cursor, using a SQLite-backed memory substrate and verified outcome feedback. [Homepage](https://accint.xyz/) | Public integration glue with private engine.\r\n- [Anansi Haven](https://github.com/kburrus64-max/anansi-haven) - Remote MCP server (also A2A and HTTP) that gives agents a persistent identity, key-value memory that survives restarts, client-side encrypted storage, a searchable agent directory and a shared skills library.\r\n- [Anki](https://github.com/scorzeth/anki-mcp-server) - Manages and interacts with Anki flashcards via a server, enabling card creation, review, and data retrieval\r\n- [Apple Notes](https://github.com/RafalWilinski/mcp-apple-notes) - Talk with your notes in Claude. RAG over your Apple Notes using Model Context Protocol.\r\n- [Basic Memory](https://github.com/basicmachines-co/basic-memory) - Basic Memory is a knowledge management system that allows you to build a persistent semantic graph from conversations with AI assistants. All knowledge is stored in standard Markdown files on your computer, giving you full control and ownership of your data. Integrates directly with Obsidan.md\r\n- [Goal Story](https://github.com/hichana/goalstory-mcp) - Manages aspirations through narrative-driven goal setting, powered by conversational AI for personalized motivation and progress tracking\r\n- [Hyperconsciousness](https://github.com/louis030195/hyperconsciousness) - Developer-alpha encrypted, append-only knowledge store with MCP search and retrieval through scoped, expiring grants.\r\n- [Mindmap MCP](https://github.com/YuChenSSR/mindmap-mcp-server) - mindmap, mcp server, artifact\r\n- [Neither](https://github.com/stonianua/neither-mcp) - Hosted company/project context via local stdio MCP for Cursor and Claude Desktop (Node 20+); selected notes/docs with source-backed retrieve. [Homepage](https://www.neither.online/start/?product=dev)\r\n- [Notion](https://github.com/v-3/notion-server) - Seamlessly integrates language models with Notion workspaces for searching, creating, updating, and managing pages and databases\r\n- [Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian) - A connector for Claude Desktop to read and search an Obsidian vault.\r\n- [Open Index](https://github.com/DrDroidLab/open-index) - Structured context graph for domain-specific agents with hybrid search and validated read/write MCP tools.\r\n- [PIF](https://github.com/hungryrobot1/MCP-PIF) - A MCP implementation of the personal intelligence framework (PIF)\r\n- [XMind](https://github.com/apeyroux/mcp-xmind) - Analyzes and queries XMind mind maps, enabling smart searches, task management, and multi-file analysis\r\n- [ContextStream](https://github.com/contextstream/mcp-server) - Persistent project memory and semantic code search across connected repositories, documents, and conversations.\r\n- [Memxus](https://github.com/gpitrella/memxus-remote-mcp) - Remote persistent memory MCP server that carries context across coding agents and can connect GitHub and Notion sources.\r\n- [Zara Agent OPC](https://github.com/aldok10/zara-agent-opc) - Local MCP server for engineering memory, semantic retrieval, and specialist-agent workflows.\r\n- [Notion (official hosted MCP)](https://developers.notion.com/docs/mcp) - OAuth-hosted server for semantic workspace and connected-app search, plus Markdown page reading and editing.\r\n\r\n- [deja-vu](https://github.com/vshulcz/deja-vu) - Indexes local coding-agent histories and shares relevant memories across agent clients.\r\n- [MCP Memory Service](https://github.com/doobidoo/mcp-memory-service) - Self-hosted shared memory for AI agents with MCP, REST, CLI, and a dashboard.\r\n- [TeleMem](https://github.com/TeleAI-UAGI/telemem) - Long-term multimodal memory service for agent workflows, with semantic deduplication.\r\n- [Waggle MCP](https://github.com/Abhigyan-Shekhar/Waggle-mcp) - Stores project decisions, context, and rationale for humans and AI agents across sessions.\r\n\r\n### Language and Translation\r\n\r\n- [Lara Translate MCP](https://github.com/translated/lara-mcp) - Translates text, detects languages, and manages translation memories and glossaries through the Lara API.\r\n- [Live Translate MCP](https://github.com/waxberry-dev/live-translate-mcp) - Translates English and Mandarin speech in real time using Whisper, Claude, and Piper.\r\n- [Pronounce MCP](https://github.com/anzy-renlab-ai/pronounce) - Returns sourced pronunciation guidance and audio for developer terminology.\r\n- [xCOMET MCP Server](https://github.com/shuji-bonji/xcomet-mcp-server) - Evaluates translation quality with explainable xCOMET scores.\r\n\r\n### Legal\r\n- [Australian Law MCP](https://github.com/ChangkeunJ/australian-law-mcp) - Searches Australian federal legislation, retrieves current or historical provisions, checks citations, and compares legislative versions.\r\n- [CanLII MCP](https://github.com/Vaquill-AI/canlii-mcp) - Browses Canadian court decisions and legislation metadata and retrieves citation relationships; requires a CanLII API key.\r\n- [OpenAgreements Checklist MCP](https://github.com/open-agreements/open-agreements/tree/main/packages/checklist-mcp) - Creates and updates deal checklists, validates proposed changes, and imports or renders DOCX checklist documents.\r\n\r\n### Location Services\r\n\r\n- [GeoMCP](https://github.com/webcoderz/MCP-Geo) - Geocoding MCP server with GeoPY!\r\n- [IP2Location.io MCP](https://github.com/ip2location/mcp-ip2location-io) - Looks up IP geolocation, ASN, network, and proxy information, with bulk lookups and fields determined by the API plan.\r\n- [IPInfo MCP Server](https://github.com/briandconnelly/mcp-server-ipinfo) - IP Geolocation Server for MCP\r\n- [Nearby Search Server](https://github.com/kukapay/nearby-search-mcp) - An MCP server for nearby place searches with IP-based location detection.\r\n- [Virtual location (Google Street View,etc.)](https://github.com/mfukushim/map-traveler-mcp) - Virtual traveler library for MCP\r\n- [WhereAmI Location Server](https://github.com/kukapay/whereami-mcp) - A lightweight mcp server that tells you exactly where you are.\r\n- [Baidu Maps MCP Server](https://github.com/baidu-maps/mcp) - Provides geocoding, place search, route planning, weather, and traffic tools for Baidu Maps.\r\n- [Mapbox MCP Server](https://github.com/mapbox/mcp-server) - Provides place search, map rendering, and offline geospatial calculation tools.\r\n- [Amazon Location Service MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-location-mcp-server) - Searches places, geocodes locations, and retrieves place details through Amazon Location Service.\r\n\r\n- [FilmMap MCP](https://github.com/Flightmussy/filmmap-mcp) - Maps real filming locations from movies, television, games, anime, and manga.\r\n- [Floodwise](https://github.com/qinisolabs/floodwise) - Looks up England postcode flood risk from Environment Agency data.\r\n- [LocuSync GIS MCP](https://github.com/matbel91765/gis-mcp-server) - Provides geocoding, routing, spatial analysis, and geospatial file tools.\r\n\r\n### Marketing\r\n\r\n- [Get MCP Ads — Google Ads](https://github.com/get-mcp-ads/google-ads-mcp-server) - Query Google Ads performance, Shopping and Performance Max reports, with optional preview-first campaign writes.\r\n- [NotFair](https://github.com/nowork-studio/NotFair) - Open-source Claude Code skills for SEO, GEO, Google Ads, and Meta Ads. Connects to live account data via Google Ads MCP, Meta Ads MCP, Google Search Console MCP, and Google Analytics (GA4) MCP to run audits, keyword research, meta tag optimization, schema markup, and paid-ad management.\r\n- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) - A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.\r\n- [SEO Performance MCP](https://github.com/AutomateLab-tech/seo-performance-mcp) - Post-publish SEO performance server that unifies Google Search Console, GA4, Matomo, Clarity, and AI-citation signals per URL and emits a per-URL verdict (refresh, expand, merge, or kill) for every published page.\r\n- [Get MCP Ads — Google Analytics 4](https://github.com/get-mcp-ads/google-analytics-mcp-server) - Read GA4 reports, realtime data, and property configuration through MCP.\r\n- [Get MCP Ads — Google Search Console](https://github.com/get-mcp-ads/google-search-console-mcp-server) - Read Search Console performance, URL inspection results, sitemaps, and site data through MCP.\r\n- [Get MCP Ads — Meta Ads](https://github.com/get-mcp-ads/meta-ads-mcp-server) - Query Meta Ads campaigns, performance, and creatives, with preview-first campaign writes.\r\n- [Get MCP Ads — Pinterest Ads](https://github.com/get-mcp-ads/pinterest-ads-mcp-server) - Query Pinterest advertising performance and campaign data, with optional preview-first writes.\r\n- [Get MCP Ads — TikTok Ads](https://github.com/get-mcp-ads/tiktok-ads-mcp-server) - Query TikTok advertising performance, campaigns, and creatives, with optional preview-first writes.\r\n- [Get MCP Ads — X Ads](https://github.com/get-mcp-ads/x-ads-mcp-server) - Query X advertising analytics, campaigns, and creatives, with optional preview-first writes.\r\n- [Nevent](https://github.com/nevent-dev/mcp-nevent) - Hosted MCP server for marketing analytics, audience segments, campaigns, templates, deliverability, and paid media.\r\n- [OrbiAds](https://github.com/OrbiAds/Orbiads-GAM-MCP) - Hosted OAuth MCP server for managing Google Ad Manager networks.\r\n- [Robot Speed](https://github.com/robot-speed/mcp) - Hosted MCP server for SEO audits, keyword research, site content management, and client reports.\r\n- [SiteAudit](https://github.com/vdalhambra/siteaudit-mcp) - MCP server for website SEO, performance, security, and broken-link audits.\r\n- [DataForSEO MCP Server](https://github.com/dataforseo/mcp-server-typescript) - Provides search results, keyword research, and related SEO data through the DataForSEO API.\r\n- [Google Tag Manager MCP Server](https://github.com/stape-io/google-tag-manager-mcp-server) - Manages Google Tag Manager accounts, containers, tags, triggers, and variables.\r\n- [Microsoft Clarity MCP Server](https://github.com/microsoft/clarity-mcp-server) - Retrieves Clarity analytics and session insights for website projects.\r\n\r\n- [Mureo](https://github.com/logly/mureo) - Local-first ad operations tools for finding waste, auditing changes, and safely managing accounts.\r\n- [Studio MCP](https://github.com/AIOProductOS/studio-mcp) - Records scripted walkthrough videos of a web app with cursor movement and visual highlights.\r\n\r\n### Media and Audio\r\n\r\n- [Audiobookshelf MCP](https://github.com/ni-c/audiobookshelf-mcp) - Lets agents browse a self-hosted Audiobookshelf library and listening history.\r\n- [AutoEQ MCP](https://github.com/verIdyia/autoeq-mcp) - Searches the AutoEQ headphone and IEM database for equalization settings.\r\n- [FableCut](https://github.com/ronak-create/FableCut) - Lets AI agents edit browser-based video projects through an editable timeline.\r\n- [ImageSorcery MCP](https://github.com/sunriseapps/imagesorcery-mcp) - Provides local image-processing tools for MCP clients.\r\n- [Imagician](https://github.com/flowy11/imagician) - Edits local images with resizing, cropping, format conversion, compression, rotation, flipping, metadata inspection, and batch resizing.\r\n- [Klaket](https://github.com/huseyinstif/klaket) - Turns video files or URLs into timestamped, structured data for LLM workflows.\r\n- [Kokoro TTS MCP Server](https://github.com/mberg/kokoro-tts-mcp) - Generates MP3 speech using the Kokoro text-to-speech model.\r\n- [Oh My Cassette](https://github.com/Cassette-Editor/oh-my-cassette) - MCP-assisted video editing for turning raw clips into a finished cut.\r\n- [Slideshot](https://github.com/06ketan/slideshot) - Converts HTML slides and carousels into PNG, WebP, PDF, or PPTX.\r\n- [VideoGen MCP](https://github.com/video-gen/videogen-mcp) - Generate, edit, caption, and export videos and media through stdio or hosted HTTP; [setup and documentation](https://videogen.io/videogen-mcp).\r\n\r\n### MCP Infrastructure\r\n\r\n- [AISIX MCP Gateway](https://github.com/api7/aisix) - Expose registered MCP servers through one endpoint, with per-tool access controls and caller authentication.\r\n- [1MCP](https://github.com/1mcp-app/agent) - Aggregate configured MCP servers behind one runtime, with client-specific filtering and a CLI for progressive tool discovery and execution.\r\n- [MCPJungle](https://github.com/mcpjungle/MCPJungle) - Consolidates registered MCP servers behind a Streamable HTTP endpoint, with unified tool, resource, and prompt discovery plus optional tool groups.\r\n- [Microsoft MCP Gateway](https://github.com/microsoft/mcp-gateway) - Deploys and governs MCP adapters and agents behind a centralized gateway.\r\n- [MCP Proxy for AWS](https://github.com/aws/mcp-proxy-for-aws) - Client-side proxy and library for connecting AI applications and agent frameworks to MCP servers hosted on AWS.\r\n\r\n- [Elicitly](https://github.com/elicitly/elicitly) - Provides a local human-in-the-loop elicitation server for agent questions and approvals.\r\n- [MCP Hangar](https://github.com/mcp-hangar/mcp-hangar) - Applies policy to MCP server fleets and provides attributable audit and SIEM export.\r\n- [MCP Triage](https://github.com/neufagents/mcp-triage) - Scans MCP client configurations and offers cautious fixes, with dry-run enabled by default.\r\n- [Reloaderoo](https://github.com/cameroncooke/reloaderoo) - Proxies MCP tools, resources, and prompts while allowing a child server to restart without reconnecting the client; includes CLI inspection commands.\r\n- [ToolHive](https://github.com/stacklok/toolhive) - Runs MCP servers in isolated containers and can aggregate backend tools into virtual MCP servers, with local and Kubernetes runtimes.\r\n\r\n### Monitoring\r\n\r\n![\"Monitoring](\"https://user-images.githubusercontent.com/74038190/221352987-68da234d-4d62-4e9d-9d7f-098dc657c2dc.gif\")
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\r\n\r\n- [ax](https://github.com/Necmttn/ax) - Local-first telemetry and memory MCP server for AI coding agents, exposing recall, session drill-down, cost analytics, skill and hook usage, dispatches, and workflow evidence\r\n- [Edge Delta MCP](https://github.com/edgedelta/edgedelta-mcp-server) - Queries observability logs, metrics, traces, and dashboards and manages pipeline configuration, deployment, and live captures.\r\n- [Grafana MCP](https://github.com/grafana/mcp-grafana) - Provides programmatic access to Grafana dashboards, data sources, and alerting features via the Model Context Protocol\r\n- [Inspektor Gadget MCP](https://github.com/inspektor-gadget/ig-mcp-server) - Exposes eBPF-powered diagnostic tools for inspecting containers and Kubernetes workloads.\r\n- [Logfire Telemetry Analyzer](https://github.com/pydantic/logfire-mcp) - The Logfire MCP Server is here! :tada:\r\n- [openITCOCKPIT MCP](https://github.com/openITCOCKPIT/openITCOCKPIT-MCP-Server) - Investigates monitoring problems, service health, and recent changes, with optional tools for configuration and acknowledgements.\r\n- [OpenTelemetry MCP Server](https://github.com/traceloop/opentelemetry-mcp-server) - Searches and analyzes traces and spans from Jaeger, Tempo, and Traceloop backends, with filters for LLM models, errors, and token usage.\r\n- [PostHog MCP](https://github.com/PostHog/posthog/tree/master/services/mcp) - Query analytics and product data, manage feature flags and experiments, and investigate errors through PostHog.\r\n- [Prometheus Alertmanager MCP](https://github.com/ntk148v/alertmanager-mcp-server) - Queries Alertmanager status, alerts, receivers, and alert groups, and creates, updates, or deletes alert silences.\r\n- [Raygun MCP Server](https://github.com/MindscapeHQ/mcp-server-raygun) - Provides API access to Raygun's crash reporting and real user monitoring features via the Model Context Protocol\r\n- [MCP System Monitor](https://github.com/seekrays/mcp-monitor) - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.\r\n- [OrcaReplay](https://github.com/Continuum-AI-Corp/OrcaReplay) - Local recorder with MCP tools for inspecting agent traces, replaying tool calls, and comparing runs; replay and comparison can make live external calls.\r\n- [Resolve MCP](https://github.com/unitedideas/resolve-mcp) - Returns structured recovery playbooks, backoff schedules, and retry strategies for errors across common services.\r\n- [Sentry (hosted MCP)](https://github.com/getsentry/toolkit) - Sentry's remote MCP service for investigating issues, errors, traces, and performance data in coding workflows. Endpoint: `https://mcp.sentry.dev`.\r\n- [Google Cloud Observability MCP Server](https://github.com/googleapis/gcloud-mcp/tree/main/packages/observability-mcp) - Searches Google Cloud logs, metrics, traces, and error reports.\r\n- [SigNoz MCP Server](https://github.com/SigNoz/signoz-mcp-server) - Queries and investigates traces, logs, and metrics from SigNoz.\r\n- [VictoriaMetrics MCP Server](https://github.com/VictoriaMetrics/mcp-victoriametrics) - Queries VictoriaMetrics metrics and alerts, inspects rules and query behavior, and searches embedded documentation.\r\n- [AWS CloudWatch MCP Server](https://github.com/awslabs/mcp/tree/main/src/cloudwatch-mcp-server) - Queries CloudWatch logs, metrics, and alarms for monitoring and troubleshooting.\r\n\r\n- [.NET Diagnostics MCP](https://github.com/aayushmdesai/mcp-dotnet-diagnostics) - Exposes .NET runtime health and diagnostic information to AI assistants.\r\n- [Grafana Loki MCP](https://github.com/tumf/grafana-loki-mcp) - Queries Grafana Loki logs through a FastMCP server.\r\n- [Logs Sieve MCP](https://github.com/Oluwatunmise-olat/mcp-server-logs-sieve) - Queries observability-backend logs to support natural-language debugging.\r\n\r\n### Networking\r\n\r\n- [Hetzner DNS MCP](https://github.com/ni-c/hetzner-dns-mcp) - Inspects and manages Hetzner Cloud DNS zones and record sets, with a read-only mode and confirmed writes.\r\n- [Junos MCP Server](https://github.com/Juniper/junos-mcp-server) - Connects MCP clients to Juniper devices for Junos configuration and operational commands.\r\n- [NetBox MCP Server](https://github.com/netboxlabs/netbox-mcp-server) - Retrieves network inventory and related data from NetBox through a read-only MCP server.\r\n- [AWS Core Network MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-network-mcp-server) - Analyzes and troubleshoots AWS VPC, Transit Gateway, Cloud WAN, Network Firewall, and VPN resources.\r\n\r\n- [wg-easy MCP](https://github.com/ni-c/wg-easy-mcp) - Manages wg-easy WireGuard clients and server information; requires a wg-easy API account that can use Basic Authentication.\r\n\r\n### Note Taking\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/212751381-b0b2320e-6ef6-4041-a77a-de279fe5d3ae.gif\")
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\r\n\r\n- [BearMCP](https://github.com/akseyh/bear-mcp-server) - MCP Server integration for Bear note app\r\n- [EVC Team Relay MCP](https://github.com/entire-vc/evc-team-relay-mcp) - Collaborative Obsidian vault access via Team Relay — read, write, and sync notes with real-time CRDT-based conflict resolution\r\n- [Google Calendar](https://github.com/v-3/google-calendar) - Manages and schedules events, meetings, and free time slots\r\n\r\n- [Inkra MCP Server](https://github.com/juergenkoller-software/inkra-mcp) - Connects MCP clients to the native macOS Inkra Markdown editor.\r\n\r\n### Office Productivity\r\n\r\n- [CalDAV MCP](https://github.com/dominik1001/caldav-mcp) - Lists calendars and manages calendar events and tasks on authenticated CalDAV servers.\r\n- [ExcelMCP](https://github.com/haris-musa/excel-mcp-server) - Reads and writes Microsoft Excel workbooks through MCP.\r\n- [Microsoft 365 MCP Server](https://github.com/Softeria/ms-365-mcp-server) - Connects MCP clients to Microsoft 365 and Office services through Microsoft Graph, with a read-only mode.\r\n- [Google Workspace MCP](https://github.com/taylorwilsdon/google_workspace_mcp) - Connects AI clients to Gmail, Calendar, Drive, Docs, Sheets, and other Google Workspace services.\r\n- [Paperless-NGX MCP](https://github.com/baruchiro/paperless-mcp) - Searches and manages Paperless-NGX documents, tags, correspondents, document types, notes, and custom fields through its API.\r\n- [Scan MCP](https://github.com/jacksenechal/scan-mcp) - Discovers scanners, starts and monitors scan jobs, and produces multipage TIFF documents and per-job capture artifacts.\r\n\r\n### Open Data\r\n\r\n- [Israel Statistics MCP](https://github.com/reuvenaor/israel-statistics-mcp) - Queries Israeli Central Bureau of Statistics price indices, historical time series, index categories, and price-linkage calculations.\r\n- [KRS Poland MCP](https://github.com/pkolawa/krs-poland-mcp-server) - Retrieves current and historical entity records from Poland's National Court Register using a KRS number.\r\n- [MCP Brasil](https://github.com/Mcp-Brasil/mcp-brasil) - Connects to 70 Brazilian public-data sources covering government, finance, law, elections, health, education, and more.\r\n- [data.gouv.fr MCP Server](https://github.com/datagouv/datagouv-mcp) - Official server for searching and exploring datasets on France's national open-data platform.\r\n\r\n- [CKAN MCP Server](https://github.com/ondata/ckan-mcp-server) - Searches CKAN portals for datasets and metadata, explores organizations and tags, and queries DataStore tables.\r\n- [Colombian Legislation MCP](https://github.com/Angelthebestone/Normativa-colombiana-MCP) - Searches Colombian legislation and case law across official sources.\r\n- [U.S. Government Open Data MCP](https://github.com/lzinga/us-gov-open-data-mcp) - Queries 40+ U.S. government and international data APIs across economic, legislative, health, environmental, and spending domains with 300+ tools.\r\n- [Luxembourg MCP](https://github.com/amirdaraee/luxembourg-mcp) - Provides MCP access to Luxembourg public datasets from government data systems.\r\n\r\n### Project Management\r\n\r\n- [Asana MCP Server](https://github.com/roychri/mcp-server-asana) - Connects MCP clients to Asana to query and manage workspace data.\r\n- [Atlassian MCP Server (community)](https://github.com/sooperset/mcp-atlassian) - Integrates Confluence and Jira with MCP clients.\r\n- [Basecamp MCP Server](https://github.com/georgeantonopoulos/Basecamp-MCP-Server) - Connects to Basecamp 3 to search projects and manage to-dos, card tables, messages, documents, and comments through OAuth.\r\n- [Jira Context MCP](https://github.com/rahulthedevil/Jira-Context-MCP) - Provides Jira ticket information to AI coding agents.\r\n- [Linear MCP Server](https://github.com/jerhadf/linear-mcp-server) - Connects MCP clients to Linear for project and issue workflows.\r\n- [Linear MCP](https://github.com/tacticlaunch/mcp-linear) - Enables AI assistants to retrieve and manage Linear issues, projects, and teams.\r\n- [Linear MCP (Go)](https://github.com/geropl/linear-mcp-go) - A Go implementation for interacting with Linear through MCP.\r\n- [Monday.com MCP Server](https://github.com/sakce/mcp-server-monday) - Interacts with Monday.com boards and items through MCP.\r\n- [Plane (community server)](https://github.com/kelvin6365/plane-mcp-server) - Manages Plane.so projects and issues through its API.\r\n- [Plane MCP Server](https://github.com/makeplane/plane-mcp-server) - Manages Plane projects, work items, cycles, modules, and related resources.\r\n- [Backlog MCP Server](https://github.com/nulab/backlog-mcp-server) - Manages Backlog projects, issues, versions, milestones, repositories, and notifications.\r\n- [Trello MCP Server](https://github.com/delorenj/mcp-server-trello) - Works with Trello boards, cards, lists, and members through MCP tools.\r\n\r\n- [Epoch](https://github.com/KyaniteLabs/Epoch) - Estimates project duration and schedule risk with PERT, COCOMO II, and Monte Carlo methods.\r\n- [Kanboard MCP Server](https://github.com/bivex/kanboard-mcp) - Connects AI assistants to Kanboard projects, tasks, and boards.\r\n- [Kelvia MCP](https://github.com/gonnagetapower/kelvia-mcp) - Shared task management for people and coding agents, including task handoffs.\r\n- [Road Poneglyph](https://github.com/xfloukiex-lab/road-poneglyph) - Reviews project plans for missing assumptions, risks, and gaps.\r\n\r\n### Research and Data\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/212751818-13da6fd2-27ca-45c4-9c64-3940ccfa6fd3.gif\")
\r\n
\r\n\r\n- [ArXiv MCP Assistant](https://github.com/blazickjp/arxiv-mcp-server) - A Model Context Protocol server for searching and analyzing arXiv papers\r\n- [ArXiv MCP Server](https://github.com/andybrandt/mcp-simple-arxiv) - Tool to work with arXiv, provide LLM with ability to search and read papers from there\r\n- [DeepResearch Assistant](https://github.com/reading-plus-ai/mcp-server-deep-research) - Generates comprehensive, well-cited research reports from a given research question\r\n- [Oorlogsbronnen AI](https://github.com/r-huijts/oorlogsbronnen-mcp) - MCP server for accessing Dutch World War II archives through the Oorlogsbronnen API. Provides structured access to historical records, photographs, and documents from 1940-1945 Netherlands.\r\n- [Open Library MCP](https://github.com/8enSmith/mcp-open-library) - Searches Open Library books and authors and retrieves book metadata, author details, and cover or author-photo URLs.\r\n- [SimplePubMed](https://github.com/andybrandt/mcp-simple-pubmed) - MCP server for searching and querying PubMed medical papers/research database\r\n- [World Bank data API](https://github.com/anshumax/world_bank_mcp_server) - An implementation of the Model Context Protocol for the World Bank open data API\r\n- [Statsnet](https://github.com/usenetstate/statsnet-mcp) - Hosted MCP server for researching company registrations, executives, court records, and financial data.\r\n- [VidWords](https://github.com/haljishi/vidwords-mcp) - Hosted YouTube MCP server for searching channel transcripts, reading captions, and analyzing video frames with timestamp citations.\r\n- [InfraNodus MCP Server](https://github.com/infranodus/mcp-server-infranodus) - Connects AI assistants to InfraNodus knowledge graphs, text-network analysis, and graph exploration tools.\r\n\r\n- [Astronomy Oracle](https://github.com/gregario/astronomy-oracle) - Provides astronomical catalog data and observing-session visibility planning.\r\n- [Data Aggregator MCP](https://github.com/musharna/data-aggregator-mcp) - Searches and retrieves research data across archives, omics registries, and scholarly literature.\r\n- [Grounding AI](https://github.com/andyliszewski/grounding-ai) - Creates a local document corpus for evidence-grounded agent answers.\r\n- [Hacker News MCP](https://github.com/imprvhub/mcp-claude-hackernews) - Browses Hacker News stories, rankings, searches, and comments.\r\n- [OmniSeek](https://github.com/Battam1111/omniseek) - Self-hosted research tools for searching podcasts, social discussions, web sources, and multilingual content.\r\n- [OpenPitch](https://github.com/Avierovich/openpitch) - Read-only, source-backed intelligence on AI startups, companies, and industry events.\r\n- [Scholar RAG MCP](https://github.com/notwhiteblank/scholar-rag-mcp) - Builds a searchable academic-paper knowledge base from local PDFs.\r\n- [TechTrend MCP](https://github.com/salwks/mcp-techTrend) - Collects academic, code, and medical-device regulatory trends from multiple sources.\r\n\r\n### Robotics\r\n\r\n- [Arduino MCP](https://github.com/vishalmysore/choturobo) - Integrates AI assistants with Arduino-based robotics boards.\r\n- [ROS MCP Server](https://github.com/robotmcp/ros-mcp-server) - Connects MCP clients to ROS robots to work with topics, services, actions, parameters, and sensor data.\r\n\r\n### Search\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/212750155-3ceddfbd-19d3-40a3-87af-8d329c8323c4.gif\")
\r\n
\r\n\r\n- [Kagi Search](https://github.com/kagisearch/kagimcp) - A Model Context Protocol (MCP) server for Kagi search.\r\n- [Worklittle Jobs](https://github.com/worklittle/jobs-mcp) - Search 4M+ jobs by visa, salary, and distance; swipe to apply and save roles to a Worklittle account. Remote OAuth MCP at `https://mcp.worklittle.com/`; [setup docs](https://docs.worklittle.com/mcp); support@worklittle.com.\r\n- [Search1API MCP](https://github.com/fatwang2/search1api-mcp) - A Model Context Protocol (MCP) server offering web search, news search, content extraction, and deep reasoning capabilities via Search1API\r\n- [DevRev](https://github.com/kpsunil97/devrev-mcp-server) - Searches and retrieves information from DevRev using its APIs\r\n- [Discourse](https://github.com/AshDevFr/discourse-mcp-server) - Searches Discourse forum posts via the Model Context Protocol (MCP)\r\n- [DuckDuckGo MCP Search Server](https://github.com/zhsama/duckduckgo-mpc-server/) - Provides DuckDuckGo web search functionality via the Model Context Protocol\r\n- [DuckDuckGo MCP Server](https://github.com/nickclyde/duckduckgo-mcp-server) - A Model Context Protocol (MCP) server that provides web search capabilities through DuckDuckGo, with additional features for content fetching and parsing.\r\n- [Elasticsearch MCP Server](https://github.com/cr7258/elasticsearch-mcp-server) - A Model Context Protocol (MCP) server implementation that provides Elasticsearch interaction.\r\n- [Everything Search Server](https://github.com/mamertofabian/mcp-everything-search) - Provides fast cross-platform file searching on Windows, macOS, and Linux\r\n- [Glean](https://github.com/longyi1207/glean-mcp-server) - Provides search and chatbot functionality via a Glean API-integrated MCP server\r\n- [Google Custom Search](https://github.com/adenot/mcp-google-search) - Provides web search and webpage content extraction using the Google Custom Search API\r\n- [Google News MCP Server](https://github.com/ChanMeng666/server-google-news) - 【Star-crossed coders unite!⭐️】Model Context Protocol (MCP) server implementation providing Google News search capabilities via SerpAPI, with automatic news categorization and multi-language support.\r\n- [Google Search Console](https://github.com/ahonn/mcp-server-gsc) - A Model Context Protocol (MCP) server providing access to Google Search Console\r\n- [GSearchMCP](https://github.com/jae-jae/g-search-mcp) - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.\r\n- [LocalRAG](https://github.com/nkapila6/mcp-local-rag) - \"primitive\" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨\r\n- [newsmcp](https://github.com/pranciskus/newsmcp) - Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.\r\n- [NYTimes Article Search Server](https://github.com/angheljf/nyt) - Searches New York Times articles from the past 30 days using keywords, returning titles, abstracts, URLs, dates, and authors\r\n- [Scholarly](https://github.com/adityak74/mcp-scholarly) - A MCP server to search for accurate academic articles.\r\n- [SearXNG MCP](https://github.com/ihor-sokoliuk/mcp-searxng) - Provides web search functionality via the SearXNG API using the Model Context Protocol\r\n- [SearxNG MCP Server](https://github.com/SecretiveShell/MCP-searxng) - MCP server for connecting agentic systems to search systems via searXNG\r\n- [Tavily MCP Server](https://github.com/kshern/mcp-tavily.git) - Provides advanced search and content extraction via the Tavily API, using the Model Context Protocol (MCP)\r\n- [Tavily search](https://github.com/RamXX/mcp-tavily) - An MCP server for Tavily's search API\r\n- [Tavily Search Server](https://github.com/Tomatio13/mcp-server-tavily) - Provides AI-powered search results, including text, URIs, and titles, via the Tavily API\r\n- [Trieve MCP Server](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) - All-in-one infrastructure for search, recommendations, RAG, and analytics offered via API\r\n- [Typesense](https://github.com/suhail-ak-s/mcp-typesense-server) - Provides AI models with access to Typesense search capabilities for data discovery, search, and analysis\r\n- [Unsplash Image Server](https://github.com/hellokaton/unsplash-mcp-server) - 🔎 A MCP server for Unsplash image search.\r\n- [WebSearch MCP](https://github.com/pskill9/web-search) - Web search using free google search (NO API KEYS REQUIRED)\r\n- [BuyWhere](https://github.com/BuyWhere/buywhere-mcp) - Real-time product search and price comparison for Singapore and Southeast Asia. Search 260K+ products from Lazada, Shopee, FairPrice, Courts, and other major SEA merchants.\r\n- [ContextWire](https://github.com/keptlive/contextwire-mcp) - Hosted MCP API for web search, extraction, and research.\r\n- [Toolradar MCP](https://github.com/Nadeus/toolradar-mcp) - Search, compare, and retrieve pricing for software tools.\r\n\r\n- [Brave Search MCP Server](https://github.com/brave/brave-search-mcp-server) - Provides web, local, place, image, video, news, and AI summarization search through Brave Search.\r\n- [Jina AI MCP](https://github.com/jina-ai/MCP) - Connects MCP clients to Jina's web search, reader, and embedding APIs.\r\n- [Amazon Kendra Index MCP Server](https://github.com/awslabs/mcp/tree/main/src/amazon-kendra-index-mcp-server) - Connects MCP clients to Amazon Kendra indices for search and retrieval-augmented generation.\r\n- [AWS Documentation MCP Server](https://github.com/awslabs/mcp/tree/main/src/aws-documentation-mcp-server) - Searches, reads, and recommends content from AWS documentation.\r\n- [AnySearch MCP Server](https://github.com/anysearch-ai/anysearch-mcp-server) - Offers general and vertical search, batch queries, and URL content extraction.\r\n\r\n- [Agent Search MCP](https://github.com/lennney/agent-search-mcp) - Performs free-first English and Chinese web search with inspectable multi-source evidence.\r\n- [Driflyte MCP Server](https://github.com/serkan-ozal/driflyte-mcp-server) - Retrieves topic-specific knowledge from recursively crawled and indexed web pages.\r\n- [Gopher and Gemini MCP](https://github.com/cameronrye/gopher-mcp) - Browses resources on the Gopher and Gemini protocols.\r\n- [pdfmux](https://github.com/NameetP/pdfmux) - Extracts PDF content and flags pages that could not be read reliably.\r\n\r\n### Security\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/212750147-854a394f-fee9-4080-9770-78a4b7ece53f.gif\")
\r\n
\r\n\r\n- [Binary Ninja MCP](https://github.com/fosdickio/binary_ninja_mcp) - Connects to Binary Ninja for function analysis, decompilation, cross references, annotations, and reverse-engineering workflows.\r\n- [CLI-MCP Secure Server](https://github.com/MladenSU/cli-mcp-server) - Command line interface for MCP clients with secure execution and customizable security policies\r\n- [Code Sandbox](https://github.com/Automata-Labs-team/code-sandbox-mcp) - An MCP server to create secure code sandbox environment for executing code within Docker containers. This MCP server provides AI applications with a safe and isolated environment for running code while maintaining security through containerization.\r\n- [Cycode CLI MCP](https://github.com/cycodehq/cycode-cli) - Experimental MCP mode for the Cycode CLI, exposing status checks and file or path scans for secrets, dependency vulnerabilities and license issues, IaC misconfigurations, and SAST findings.\r\n- [Descope](https://github.com/descope-sample-apps/descope-mcp-server) - Provides a server interface for interacting with Descope's Management APIs to search and retrieve project information\r\n- [DNStwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.\r\n- [DomScan](https://github.com/estevecastells/domscan-mcp) - MCP server for domain intelligence: availability, DNS, WHOIS/RDAP, SSL, subdomains, valuation, email security and typosquatting/brand protection.\r\n- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources.\r\n- [MCP Audit](https://github.com/P4ST4S/mcp-audit) - Transparent stdio and HTTP proxy for MCP traffic that records signed audit logs, redacts payloads, and applies configurable tool policies and rate limits.\r\n- [MCP Guardian](https://github.com/eqtylab/mcp-guardian) - Manage / Proxy / Secure your MCP Servers\r\n- [MCP Security Auditor](https://github.com/qianniuspace/mcp-security-audit) - A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.\r\n- [Okta](https://github.com/kapilduraphe/okta-mcp-server) - Manages Okta users and groups via a Claude-integrated server\r\n- [OpenCTI](https://github.com/Spathodea-Network/opencti-mcp) - A Model Context Protocol (MCP) server providing standardized access to OpenCTI threat intelligence data\r\n- [operant-mcp](https://github.com/operantlabs/operant-mcp) - Security testing MCP server with 51 tools for penetration testing, network forensics, memory analysis, and vulnerability assessment.\r\n- [ORKL MCP Server](https://github.com/fr0gger/MCP_Security) - This is a repository to experiment with MCP for security\r\n- [OSV MCP](https://github.com/StacklokLabs/osv-mcp) - Queries the Open Source Vulnerabilities database by package version or commit, supports batch checks, and retrieves vulnerability details.\r\n- [RAD Security MCP](https://github.com/rad-security/mcp-server) - Queries cloud and Kubernetes security findings, container inventories, and runtime data through RAD Security, with configurable tool scopes and read-only access.\r\n- [Rubrik MCP](https://github.com/rubrikinc/rubrik-mcp) - Supports offline Rubrik Security Cloud API discovery and authenticated queries for workloads, events, clusters, and SLA domains; write tools require local policy enablement.\r\n- [SafePythonExecutor](https://github.com/maxim-saplin/mcp_safe_local_python_executor) - Stdio MCP Server wrapping custom Python runtime (LocalPythonExecutor) from Hugging Faces' `smolagents` framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes) while providing safeguards and limiting operations/imports that are allowed inside the runtime.\r\n- [Skycloak MCP](https://github.com/sky-cloak/skycloak-mcp) - Managed Keycloak identity MCP server for AI agents (OIDC/OAuth realms, users, clients, SSO). Hosted endpoint: https://mcp.skycloak.io · Docs: https://skycloak.io/mcp\r\n- [Solana Rug Check](https://github.com/kukapay/rug-check-mcp) - An MCP server that detects potential risks in Solana meme tokens.\r\n- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) - A Model Context Protocol (MCP) server for querying the VirusTotal API.\r\n- [VISO TRUST MCP](https://github.com/visotrust/viso-mcp-server) - Retrieves and manages vendor relationships, assessments, questionnaires, and third-party risk information through the VISO TRUST API.\r\n- [WhoAmI MCP](https://github.com/kukapay/whoami-mcp) - A lightweight MCP server that tells you exactly who you are.\r\n- [AgentFolio](https://github.com/0xbrainkid/agentfolio-mcp-server) - MCP server for agent profiles, identity checks, trust scores, and marketplace discovery.\r\n- [Lodestar Stamp](https://github.com/Banjo-Ventures/lodestar-stamp-mcp) - Read-only MCP server for dated business receipts and cited public-source lookups at `https://api.lodestarindex.com/mcp`; its `.well-known/mcp.json` file is discovery metadata, not the server endpoint.\r\n\r\n- [Ghidra MCP](https://github.com/LaurieWired/GhidraMCP) - Exposes Ghidra analysis and reverse engineering operations to MCP clients.\r\n\r\n- [CVE MCP Server](https://github.com/mukul975/cve-mcp-server) - Collects vulnerability and threat intelligence through CVE lookup, scoring, and related security tools.\r\n\r\n- [Burp Suite MCP Server](https://github.com/PortSwigger/mcp-server) - Connects Burp Suite to MCP clients through an extension and stdio or SSE transports.\r\n- [Bitwarden MCP Server](https://github.com/bitwarden/mcp-server) - Exposes Bitwarden vault and organization tools for local MCP clients.\r\n- [Wazuh MCP Server](https://github.com/gensecaihq/Wazuh-MCP-Server) - Provides Wazuh SIEM tools for alerts, agents, vulnerabilities, compliance, and threat response; read-only by default.\r\n- [Auth0 MCP Server](https://github.com/auth0/auth0-mcp-server) - Manages Auth0 tenants, users, applications, and related identity resources.\r\n- [Caido MCP Server](https://github.com/c0tton-fluff/caido-mcp-server) - Inspects and analyzes Caido HTTP traffic and security findings through MCP.\r\n- [radare2 MCP Server](https://github.com/radareorg/radare2-mcp) - Exposes radare2 analysis tools for inspecting binaries and reverse engineering.\r\n- [AWS CloudTrail MCP Server](https://github.com/awslabs/mcp/tree/main/src/cloudtrail-mcp-server) - Searches AWS account activity and CloudTrail Lake events for auditing and troubleshooting.\r\n- [Hex-Rays IDA MCP Server](https://github.com/HexRaysSA/ida-mcp) - Exposes IDA databases and reverse-engineering tools through the IDA Pro plugin.\r\n- [Infisical MCP Server](https://github.com/Infisical/infisical-mcp-server) - Accesses Infisical projects, environments, and secrets, with optional tool allowlisting and secret-value masking.\r\n- [Okta Open Source MCP Server](https://github.com/okta/okta-mcp-server) - Official server that connects MCP clients to Okta identity management APIs.\r\n\r\n- [Blind Auditor MCP](https://github.com/Sim-xia/Blind-Auditor) - Runs a staged code audit and amendment workflow through MCP.\r\n- [DashClaw](https://github.com/ucsandman/DashClaw) - Adds approval gates and an audit ledger for supported agent actions that could be destructive or costly.\r\n\r\n### Social Media\r\n\r\n- [Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights) - Audiense Insights MCP Server is a server based on the Model Context Protocol (MCP) that allows Claude and other MCP-compatible clients to interact with your Audiense Insights account\r\n- [PostFast](https://github.com/peturgeorgievv-factory/postfast-mcp) - Hosted MCP server to schedule, publish, and analyze social posts across 11 platforms (X, Instagram, TikTok, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram, Facebook, GBP) from Claude/ChatGPT/Cursor. OAuth, 13 tools, no self-host.\r\n- [Twikit](https://github.com/adhikasp/mcp-twikit) - A Model Context Protocol (MCP) server for interacting with Twitter.\r\n- [X (Twitter)](https://github.com/EnesCinr/twitter-mcp) - A Model Context Protocol server allows to interact with Twitter, enabling posting tweets and searching Twitter.\r\n- [X (Twitter)](https://github.com/vidhupv/x-mcp) - Manages and publishes X/Twitter posts via Claude chat\r\n- [BulkPublish](https://github.com/azeemkafridi/bulkpublish-api) - API and MCP server for AI-agent social media planning, scheduling, publishing, media, and analytics. [Documentation](https://app.bulkpublish.com/docs)\r\n- [ContHunt](https://github.com/Synthenova/conthunt-mcp) - Hosted OAuth MCP server for finding and researching trending short-form videos across TikTok, Instagram Reels, and YouTube Shorts.\r\n- [SocialClaw](https://github.com/ndesv21/socialclaw) - MCP server for scheduling, publishing, and tracking social posts across major social platforms.\r\n- [Reddit MCP Server](https://github.com/Hawstein/mcp-server-reddit) - Searches Reddit communities and retrieves posts, comments, and subreddit information.\r\n\r\n- [Bluesky Social MCP](https://github.com/gwbischof/bluesky-social-mcp) - Connects MCP clients to Bluesky through the atproto client.\r\n- [Posthive](https://github.com/AstaBlackClove/posthive) - Self-hosted social media scheduling and publishing with MCP tools for managing posts.\r\n- [Velog MCP](https://github.com/milcho0604/velog-mcp) - Reads, drafts, publishes, and backs up Velog articles.\r\n- [Wenyan MCP Server](https://github.com/caol64/wenyan-mcp) - Formats Markdown and prepares content for publication to WeChat and other supported platforms.\r\n\r\n### Sports and Fitness\r\n\r\n- [Balldontlie MCP](https://github.com/mikechao/balldontlie-mcp) - Retrieves NBA, NFL, and MLB teams, players, games, and schedules through the Balldontlie API.\r\n- [Cadence](https://github.com/rajanshxrma/cadence) - Combines local WHOOP and Apple Health data with coding activity for personal trend analysis.\r\n- [Garmin Local MCP](https://github.com/anup-shesh/garmin-local-mcp) - Syncs Garmin data to a local warehouse for analysis, including when the API is unavailable.\r\n- [MLB API MCP Server](https://github.com/guillochon/mlb-api-mcp) - Provides access to Major League Baseball statistics and game data.\r\n- [MusclesWorked MCP](https://github.com/csjoblom/musclesworked-mcp) - Looks up muscles used by exercises, finds alternative movements, and analyzes workout muscle coverage through the MusclesWorked API.\r\n- [Oura MCP](https://github.com/Rajskij/oura-mcp) - Provides read-only sleep, readiness, activity, stress, workout, and vital-sign data through Oura OAuth; requires an active Oura subscription.\r\n- [Strava MCP](https://github.com/r-huijts/strava-mcp) - Reads authenticated Strava activities, routes, segments, and athlete data, with route export tools.\r\n\r\n### System Automation\r\n\r\n![](\"https://user-images.githubusercontent.com/74038190/212750996-938b257b-266c-45a7-9af7-655341c0f58b.gif\")
\r\n
\r\n\r\n- [Airflow MCP Server](https://github.com/yangkyeongmo/mcp-server-apache-airflow) - Provides a Model Context Protocol (MCP) server for standardized Apache Airflow interaction\r\n- [Android MCP](https://github.com/minhalvp/android-mcp-server) - An MCP server that provides control over Android devices via adb\r\n- [AWS MCP Bridge](https://github.com/alexei-led/aws-mcp-server) - A lightweight service that enables AI assistants to execute AWS CLI commands (in safe containerized environment) through the Model Context Protocol (MCP). Bridges Claude, Cursor, and other MCP-aware AI tools with AWS CLI for enhanced cloud infrastructure management.\r\n- [Docker](https://github.com/ckreiling/mcp-server-docker) - Manages and interacts with Docker containers using natural language\r\n- [Firefly MCP](https://github.com/gofireflyio/firefly-mcp) - Manages and codifies cloud and SaaS resources via Infrastructure as Code, enabling seamless integration with Firefly\r\n- [Frank Fiegel](https://github.com/punkpeye) - Automates processes\r\n- [Github Actions](https://github.com/ko1ynnky/github-actions-mcp-server) - GitHub Actions Model Context Protocol Server\r\n- [Hekmon](https://github.com/hekmon8) - Manages and controls Home Assistant devices and Jenkins CI/CD pipelines via Model Context Protocol (MCP)\r\n- [Higress Ops MCP](https://github.com/higress-group/higress-ops-mcp-server) - A Model Context Protocol (MCP) server implementation that enables comprehensive configuration and management of Higress.\r\n- [Kom Kubernetes Manager](https://github.com/weibaohui/kom) - kom 是一个用于 Kubernetes 操作的工具，SDK级的kubectl、client-go的使用封装。并且支持作为管理k8s 的 MCP server。 它提供了一系列功能来管理 Kubernetes 资源，包括创建、更新、删除和获取资源，甚至使用SQL查询k8s资源。这个项目支持多种 Kubernetes 资源类型的操作，并能够处理自定义资源定义（CRD）。 通过使用 kom，你可以轻松地进行资源的增删改查和日志获取以及操作POD内文件等动作。\r\n- [KubeEye](https://github.com/wenhuwang/mcp-k8s-eye) - MCP Server for kubernetes management and analyze workload status\r\n- [KubeMCP](https://github.com/alexei-led/k8s-mcp-server) - K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments\r\n- [Mac App Launcher](https://github.com/JoshuaRileyDev/mac-apps-launcher) - Launches and manages macOS applications via an MCP server\r\n- [MCP Installer](https://github.com/anaisbetts/mcp-installer) - An MCP server that installs other MCP servers for you\r\n- [MCP Shell Executor](https://github.com/tumf/mcp-shell-server) - Securely executes whitelisted shell commands remotely via the Model Context Protocol (MCP), providing stdin support and detailed output\r\n- [Melaya](https://melaya.org/en/product/mcp) - Remote MCP server that operates a paired Android phone through its accessibility tree, tapping, typing and swiping in apps that expose accessibility nodes, with no per-app integration or vendor API. Also drives a paired browser and runs agent pipelines. OAuth 2.1 with dynamic client registration, so the MCP client needs no API key and no config; the phone side requires the Melaya Android app with its accessibility service enabled. Scoped to apps the user allow-lists, with on-device approval before anything posts under their identity. Endpoint: https://api.melaya.org/mcp\r\n- [MultiCluster MCP Gateway](https://github.com/yanmxa/multicluster-mcp-server) - The gateway for GenAI systems to interact with multiple Kubernetes clusters through the MCP\r\n- [Multiverse MCP](https://github.com/lamemind/mcp-server-multiverse) - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.\r\n- [Netskope NPA MCP](https://github.com/johnneerdael/netskope-mcp) - Manages Netskope Network Private Access infrastructure via a Model Context Protocol server and Large Language Models\r\n- [POX MCP Network Manager](https://github.com/davidlin2k/pox-mcp-server) - A Model Context Protocol (MCP) server for the POX SDN controller\r\n- [Pulumi](https://github.com/dogukanakkaya/pulumi-mcp-server) - Manages and deploys cloud infrastructure using code\r\n- [Shortcuts MCP Server](https://github.com/recursechat/mcp-server-apple-shortcuts) - Lets AI assistants control Apple Shortcuts automations on macOS\r\n- [Macuse](https://macuse.app) - Complete MCP server for macOS with native app integrations (Calendar, Mail, Notes, Reminders, Messages) and UI automation capabilities. Works with Claude Desktop, Cursor, and Raycast.\r\n- [SimControl](https://github.com/JoshuaRileyDev/simulator-mcp-server) - Programmatically controls iOS simulators, enabling actions like booting, installing apps, and launching them\r\n- [SwiftMCPGUI](https://github.com/NakaokaRei/swift-mcp-gui.git) - Programmatically controls macOS mouse and keyboard via the Model Context Protocol (MCP)\r\n- [TaskWarrior MCP](https://github.com/awwaiid/mcp-server-taskwarrior) - MCP Server for TaskWarrior!\r\n- [TermCtrlMCP](https://github.com/GongRzhe/terminal-controller-mcp) - A Model Context Protocol (MCP) server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.\r\n- [Terraform MCP](https://github.com/nwiizo/tfmcp) - 🌍 Terraform Model Context Protocol (MCP) Tool - An experimental CLI tool that enables AI assistants to manage and operate Terraform environments. Supports reading Terraform configurations, analyzing plans, applying configurations, and managing state with Claude Desktop integration. ⚡️\r\n- [Windows Control](https://github.com/Cheffromspace/nutjs-windows-control) - MCP server for Windows OS automation\r\n- [Linux MCP Server](https://github.com/rhel-lightspeed/linux-mcp-server) - Runs read-only diagnostic tools across one or more remote Linux hosts.\r\n- [Apple Events MCP Server](https://github.com/FradSer/mcp-server-apple-events) - Controls macOS Calendar and Reminders through native Apple Events and EventKit APIs.\r\n- [Windows-MCP](https://github.com/CursorTouch/Windows-MCP) - Exposes Windows app and UI controls, file navigation, input simulation, and testing tools.\r\n- [Android MCP by CursorTouch](https://github.com/CursorTouch/Android-MCP) - Controls Android devices over ADB and accessibility APIs for app navigation, UI automation, and testing.\r\n- [Cua Driver](https://github.com/trycua/cua) - Provides MCP tools for controlling native desktop apps and browsers across macOS, Windows, and Linux.\r\n\r\n### Travel and Transportation\r\n\r\n- [FlightRadar24](https://github.com/sunsetcoder/flightradar24-mcp-server) - Model Context Protocol server for Flight Tracking\r\n- [Ignav Flights](https://github.com/gusgordon/ignav-skill) - Hosted MCP server providing live flight prices, booking links, and airport lookup for AI agents.\r\n- [MAQAMI Travel](https://github.com/negm17111995/mcp-server) - Official MAQAMI MCP server for hotel and flight booking: search live rates across 3M+ hotels, then prebook and book. Hosted Streamable HTTP endpoint, no API key.\r\n- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) - A Model Context Protocol (MCP) server that provides access to NS (Dutch Railways) travel information through Claude AI. This server enables Claude to fetch real-time train travel information and disruptions using the official Dutch NS API.\r\n- [OneBusAway MCP Server](https://github.com/cyanheads/onebusaway-mcp-server) - Queries OneBusAway transit APIs for stops, routes, real-time arrivals, vehicle positions, schedules, and service alerts.\r\n- [StayingAPI](https://github.com/stayingapi/hotel-mcp) - Hosted MCP server for hotel and short-rental data across Airbnb, Booking.com, Vrbo and Google Hotels. Remote, OAuth 2.1; seven read-only tools for search, availability, pricing and reviews.\r\n- [Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server) - Provides travel planning functionalities like location search, route calculation, and time zone retrieval via Google Maps APIs\r\n- [Transitland MCP Server](https://github.com/cyanheads/transitland-mcp-server) - Searches Transitland’s global transit registry for operators, GTFS, GTFS-Realtime and GBFS feeds with license terms, routes, stops, and departures.\r\n- [Pocket Drives](https://github.com/RevList/pocket-drives-mcp) - Search peer-to-peer luxury, exotic, and electric-vehicle rentals; booking finishes in the iOS app.\r\n- [TableJourney](https://github.com/lewismvaughan/tablejourney-mcp) - Read-only MCP server for food travel data, verified restaurants and markets, food festivals, and trip planning across 214 cities.\r\n- [12306 MCP](https://github.com/Joooook/12306-mcp) - Searches and filters China Railway 12306 train ticket information, including transfer routes.\r\n\r\n- [Chelaile Transit MCP](https://github.com/PeanutSplash/chelaile-mcp) - Provides real-time Chinese bus and metro arrivals, stops, search, and route planning.\r\n\r\n### Version Control\r\n\r\n- [Forgejo MCP](https://github.com/raohwork/forgejo-mcp) - Manages Gitea and Forgejo repositories, issues, pull requests, releases, milestones, and wiki pages.\r\n- [Gitee](https://github.com/oschina/mcp-gitee) - mcp-gitee is a Model Context Protocol (MCP) server implementation for Gitee. It provides a set of tools that interact with Gitee's API, allowing AI assistants to manage repository, issues, pull requests, etc.\r\n- [GitLab Dynamic MCP](https://github.com/jmrplens/gitlab-mcp-server) - Discovers and executes GitLab actions through a compact two-tool interface, with authenticated stdio or HTTP connections.\r\n- [GitLab Merge Request MCP](https://github.com/kopfrechner/gitlab-mr-mcp) - Interact seamlessly with GitLab repositories to manage merge requests and issues. Fetch details, add comments, and streamline your code review process with ease.\r\n- [GitMCP Ingest](https://github.com/adhikasp/mcp-git-ingest) - A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.\r\n- [Bitbucket MCP Server](https://github.com/MatanYemini/bitbucket-mcp) - Works with Bitbucket repositories, pull requests, issues, and code search.\r\n\r\n### Web Scraping\r\n\r\n- [Firecrawl MCP Server](https://github.com/firecrawl/firecrawl-mcp-server) - Search, scrape, crawl, and map websites, and return structured data from page content through Firecrawl's API.\r\n- [Bright Data MCP](https://github.com/brightdata/brightdata-mcp) - Provides public web search, page scraping, structured data extraction, and browser automation tools.\r\n- [Olostep MCP](https://github.com/olostep/olostep-mcp-server) - Searches the web, scrapes pages, crawls sites, maps URLs, and runs batch extraction through the Olostep API.\r\n- [Supadata MCP](https://github.com/supadata-ai/mcp) - Retrieves video transcripts and media metadata, scrapes or crawls websites, and extracts structured content through the Supadata API.\r\n\r\n### Workflow Automation\r\n\r\n\r\n
\r\n\r\n- [Chargebee AgentKit MCP](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) - Seamlessly integrate AI agents with Chargebee using AgentKit for smarter billing and subscription workflows.\r\n- [Fibery](https://github.com/Fibery-inc/fibery-mcp-server) - Enables natural language interaction with Fibery workspaces via LLM integration, allowing querying, creation, and updating of entities\r\n- [Make AI Connector](https://github.com/integromat/make-mcp-server) - Connects AI assistants to Make automation workflows, enabling AI-driven execution and interaction with scenarios\r\n- [Airtable MCP](https://github.com/rashidazarang/airtable-mcp) - Airtable integration for AI-powered applications via Anthropic's Model Context Protocol (MCP). Connect your AI tools directly to Airtable for seamless data access and management.\r\n- [Attio MCP Server](https://github.com/hmk/attio-mcp-server) - Connects Claude (and similar clients) to the Attio CRM API for reading and writing company data\r\n- [ClaudeTasks](https://github.com/arpitbatra123/mcp-googletasks) - Manages Google Tasks via Claude, enabling creation, updating, and deletion of tasks and lists\r\n- [Dify](https://github.com/YanxingLiu/dify-mcp-server) - Model Context Protocol (MCP) Server for dify workflows\r\n- [Dify Workflow Executor](https://github.com/gotoolkits/mcp-difyworkflow-server) - mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify workflows.\r\n- [iFlytek Workflow](https://github.com/iflytek/ifly-workflow-mcp-server) - This a simple implementation of an MCP server using iFlytek. It enables calling iFlytek workflows through MCP tools.\r\n- [kintone](https://github.com/macrat/mcp-server-kintone) - Connects AI tools to kintone data for querying and manipulation\r\n- [Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol) - Integrates with various APIs via function calls for interacting with different services\r\n- [MiroMCP](https://github.com/evalstate/mcp-miro) - Connects Claude to Miro whiteboards, enabling creation, manipulation, and bulk operations on board elements\r\n- [n8n](https://github.com/leonardsellem/n8n-mcp-server) - MCP server that provides tools and resources for interacting with n8n API\r\n- [NotionMCP](https://github.com/danhilse/notion_mcp) - A simple MCP integration that allows Claude to read and manage a personal Notion todo list\r\n- [NTFY-MCP Notifier](https://github.com/teddyzxcv/ntfy-mcp) - Sends ntfy notifications upon Model Context Protocol task completion\r\n- [Orbit by Noveum](https://orbit.noveum.ai/mcp) - Manage issues, projects, sprints, docs and files through a hosted Streamable HTTP server with workspace-scoped OAuth.\r\n- [Pipedream MCP](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) - Connect APIs, remarkably fast. Free for developers.\r\n- [Process Street MCP Server](https://github.com/process-street/process-street-mcp) - Connect MCP clients to Process Street workflows, runs, tasks, users, datasets, and operational records. [Documentation](https://www.process.st/help/docs/mcp-server/) · hosted endpoint `https://mcp.process.st/`.\r\n- [Productboard](https://github.com/kenjihikmatullah/productboard-mcp) - Integrate the Productboard API into agentic workflows via MCP\r\n- [Rootly MCP Integration](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) - Integrates Rootly with MCP-compatible IDEs for rapid incident resolution\r\n- [Salesforce MCP Integrator](https://github.com/lciesielski/mcp-salesforce-example) - Integrates with Salesforce via the Model Context Protocol (MCP) to send emails and deploy Apex code\r\n- [Todoist](https://github.com/abhiz123/todoist-mcp-server) - MCP server for Todoist integration enabling natural language task management with Claude\r\n- [UserFeedbackMCP](https://github.com/mrexodia/user-feedback-mcp) - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.\r\n- [AstraNL](https://github.com/ASTRANL/astranl-mcp) - MCP server for AI-agent coordination, EU company and VAT checks, and matching requests to service providers.\r\n- [Jenkins MCP Server Plugin](https://github.com/jenkinsci/mcp-server-plugin) - Exposes Jenkins operations as MCP tools and resources.\r\n- [Alibaba Cloud DevOps MCP Server](https://github.com/aliyun/alibabacloud-devops-mcp-server) - Connects MCP clients to Alibaba Cloud Yunxiao DevOps projects and workflows.\r\n- [AWS Step Functions Tool MCP Server](https://github.com/awslabs/mcp/tree/main/src/stepfunctions-tool-mcp-server) - Exposes selected Step Functions state machines as MCP tools for invoking existing workflows.\r\n- [Harness MCP Server](https://github.com/harness/mcp-server) - Exposes Harness CI/CD and platform resources through a compact set of tools.\r\n- [YepCode MCP](https://github.com/yepcode/mcp-server-js) - Exposes tagged YepCode processes as callable tools and manages process executions, schedules, storage, and workspace variables.\r\n\r\n### Other Tools and Integrations\r\n\r\n- [AgentQL MCP](https://github.com/tinyfish-io/agentql-mcp) - Model Context Protocol server that integrates AgentQL's data extraction capabilities.\r\n- [Aiven MCP](https://github.com/Aiven-Open/mcp-aiven) - Model Context Protocol server for Aiven\r\n- [Apify MCP Server](https://github.com/apify/apify-mcp-server) - Connects MCP clients to Apify Actors for web scraping and data extraction.\r\n- [Axiom](https://github.com/axiomhq/mcp-server-axiom) - Axiom Model Context Protocol Server\r\n- [Box](https://github.com/box-community/mcp-server-box) - An MCP server capable of interacting with the Box API\r\n- [Clera](https://github.com/getclera/mcp) - Hosted MCP server to search 210,000+ vetted startup candidates, review Clera's picks for your open roles and request intros from Claude, ChatGPT or Cursor. OAuth 2.1, no self-host.\r\n- [eSignatures](https://github.com/esignaturescom/mcp-server-esignatures) - MCP server for eSignatures (https://esignatures.com)\r\n- [Fewsats](https://github.com/Fewsats/fewsats-mcp) - Securely processes AI agent purchases via integrated payment methods and offers\r\n- [Fireproof MCP Server](https://github.com/fireproof-storage/mcp-database-server) - Store and load JSON documents from LLM tool use\r\n- [Graphlit MCP Server](https://github.com/graphlit/graphlit-mcp-server) - Model Context Protocol (MCP) Server for Graphlit Platform\r\n- [Hyperbrowser](https://github.com/hyperbrowserai/mcp) - A MCP server implementation for hyperbrowser\r\n- [Integration App](https://github.com/integration-app/mcp-server) - Exposes tools from Integration App workspaces as an MCP server for use with applications\r\n- [Keboola Connection MCP Server](https://github.com/keboola/keboola-mcp-server) - Provides MCP server access to Keboola Connection's Storage API and data\r\n- [Needle](https://github.com/needle-ai/needle-mcp) - Integration of Needle in modelcontextprotocol\r\n- [Neon MCP Server](https://github.com/neondatabase/mcp-server-neon) - MCP server for interacting with Neon Management API and databases\r\n- [Packrift](https://github.com/Packrift/packrift-mcp) - Packaging catalog, pricing, inventory, shipping estimate, packaging recommendation, and cart helper tools for Packrift.\r\n- [Rember MCP Flashcards](https://github.com/rember/rember-mcp) - A Model Context Protocol (MCP) server for Rember.\r\n- [ScreenshotOne](https://github.com/screenshotone/mcp/) - A simple implementation of an MCP server for the ScreenshotOne API\r\n- [Thirdweb](https://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcp) - Unifies access to Thirdweb's blockchain tools and services via the Model Context Protocol\r\n- [Unstructured](https://github.com/Unstructured-IO/UNS-MCP) - Manages Unstructured API sources, destinations, and workflows via command-line tools\r\n- [Vectorize MCP Server](https://github.com/vectorize-io/vectorize-mcp-server/) - Official Vectorize MCP Server\r\n- [Verodat](https://github.com/Verodat/verodat-mcp-server) - Verodat MCP Server Implementation\r\n- [Xero](https://github.com/XeroAPI/xero-mcp-server) - An MCP server that integrates with the MCP protocol. https://modelcontextprotocol.io/introduction\r\n- [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) - Searches Airbnb for listings and provides detailed listing information via structured JSON\r\n- [Alby NWC MCP Server](https://github.com/getalby/nwc-mcp-server) - Connect a bitcoin lightning wallet to your LLM using Nostr Wallet Connect and Model Context Protocol\r\n- [Algorand](https://github.com/GoPlausible/algorand-mcp) - Algorand Model Context Protocol (Server & Client)\r\n- [AlphaVantage MCP Server](https://github.com/berlinbra/alpha-vantage-mcp) - MCP Server for Alpha Advantage API\r\n- [Ancestry GEDCOM Server](https://github.com/reeeeemo/ancestry-mcp) - Ancestry MCP server made with Python that allows interactability with .ged (GEDCOM) files\r\n- [AniList MCP](https://github.com/yuna0x0/anilist-mcp) - AniList MCP server for accessing AniList API data\r\n- [Apache APISIX](https://github.com/apache/apisix) - The Cloud-Native API Gateway and AI Gateway\r\n- [apappascs](https://github.com/apappascs) - Manages and hosts open-source projects related to MCP servers and AI\r\n- [Apple Calendar](https://github.com/Omar-v2/mcp-ical) - A Model Context Protocol Server that allows you to interact with your MacOS Calendar through natural language.\r\n- [Apple Reminders MCP](https://github.com/FradSer/mcp-server-apple-reminders) - Provides native macOS integration for managing Apple Reminders via a Model Context Protocol (MCP) server\r\n- [Ashra MCP Server](https://github.com/getrupt/ashra-mcp) - A Model Context Protocol server for Ashra\r\n- [Awesome MCP Clients](https://github.com/punkpeye/awesome-mcp-clients/) - A collection of MCP clients.\r\n- [Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers) - Awesome MCP Servers - A curated list of Model Context Protocol servers\r\n- [Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers) - A collection of MCP servers.\r\n- [Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers) - A curated list of Model Context Protocol (MCP) servers\r\n- [BearMCP](https://github.com/bart6114/my-bear-mcp-server/) - Provides read-only access to Bear notes for AI assistants via the Model Context Protocol (MCP)\r\n- [Bilibili MCP Searcher](https://github.com/34892002/bilibili-mcp-js) - Searches Bilibili videos via a Model Context Protocol (MCP) API, providing video metadata and supporting pagination\r\n- [Bitable MCP](https://github.com/lloydzhou/bitable-mcp) - This MCP server provides access to Lark Bitable through the Model Context Protocol. It allows users to interact with Bitable tables using predefined tools.\r\n- [Bluesky Context Server](https://github.com/keturiosakys/bluesky-context-server) - Enables MCP clients to query Bluesky instances\r\n- [Box MCP Server](https://github.com/hmk/box-mcp-server) - A Box model context protocol server to search, read and access files\r\n- [Bruno MCP Runner](https://github.com/hungthai1401/bruno-mcp) - MCP Server for running Bruno Collections\r\n- [CalcMCP](https://github.com/githejie/mcp-server-calculator) - A Model Context Protocol server for calculating.\r\n- [CFBD API](https://github.com/lenwood/cfbd-mcp-server) - An MCP server enabling CFBD API queries within Claude Desktop.\r\n- [ChatSum](https://github.com/mcpso/mcp-server-chatsum) - Query and Summarize your chat messages.\r\n- [Claude DateTime Server](https://github.com/ZeparHyfar/mcp-datetime) - A MCP server for datetime formatting and file name generation.\r\n- [Claude MCP Gateway](https://github.com/boilingdata/mcp-server-and-gw) - An MCP stdio to HTTP SSE transport gateway with example server and MCP client\r\n- [Claude MCP Manager](https://github.com/zueai/mcp-manager) - simple web ui to manage mcp (model context protocol) servers in the claude app\r\n- [Claude Notes Connector](https://github.com/sirmews/apple-notes-mcp) - Read your Apple Notes with Claude Model Context Protocol\r\n- [Claude Time Server](https://github.com/andybrandt/mcp-simple-timeserver) - Simple solution to give Claude ability to check current time via MCP\r\n- [Claude Weather MCP](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) - Provides real-time weather data, forecasts, and historical information for Claude Desktop\r\n- [Confluence MCP Client](https://github.com/KS-GEN-AI/confluence-mcp-server) - A test of confluence mcp server\r\n- [Databricks MCP Connector](https://github.com/JordiNeil/mcp-databricks-server) - MCP Server for Databricks\r\n- [DaVinci Resolve AI Assistant](https://github.com/samuelgursky/davinci-resolve-mcp) - MCP server integration for DaVinci Resolve\r\n- [Dicom](https://github.com/ChristianHinge/dicom-mcp) - Model Context Protocol (MCP) for interacting with dicom servers (PACS etc.)\r\n- [Docker MCP](https://github.com/QuantGeekDev/docker-mcp) - A docker MCP Server (modelcontextprotocol)\r\n- [DriveContext Server](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) - Model Context Protocol Servers\r\n- [Drupal](https://github.com/Omedia/mcp-server-drupal) - TS based companion MCP server for the Drupal MCP module that works with the STDIO transport.\r\n- [DuneAI Bridge](https://github.com/kukapay/dune-analytics-mcp) - A mcp server that bridges Dune Analytics data to AI agents.\r\n- [fastn.ai – Unified API MCP Server](https://github.com/fastnai/mcp-fastn) - A unified API server enabling dynamic tool execution and integration with services like Claude.ai and Cursor.ai\r\n- [Fathom Analytics](https://github.com/mackenly/mcp-fathom-analytics) - MCP server for Fathom Analytics\r\n- [FetchMCP](https://github.com/zcaceres/fetch-mcp) - A flexible HTTP fetching Model Context Protocol server.\r\n- [FirstCycling Data Server](https://github.com/r-huijts/firstcycling-mcp) - This is a Model Context Protocol (MCP) server that provides professional cycling data from FirstCycling. It allows you to retrieve information about professional cyclists, race results, and more.\r\n- [FPL MCP Server](https://github.com/rishijatia/fantasy-pl-mcp/) - Fantasy Premier League MCP Server\r\n- [Framelink Figma Connector](https://github.com/GLips/Figma-Context-MCP) - MCP server to provide Figma layout information to AI coding agents like Cursor\r\n- [Gentoro](https://github.com/gentoro-GT/mcp-nodejs-server) - Integration layer between MCP Clients and Gentoro MCP Server implementation\r\n- [Ghost](https://github.com/MFYDev/ghost-mcp) - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.\r\n- [Git-MCP Server](https://github.com/modelcontextprotocol/servers/tree/main/src/git) - Model Context Protocol Servers\r\n- [GitHub ModelContext Server](https://github.com/modelcontextprotocol/servers/tree/main/src/github) - Model Context Protocol Servers\r\n- [GitIngest MCP Server](https://github.com/puravparab/Gitingest-MCP) - Provides GitHub repository information (summaries, structure, file content) to MCP clients like Claude Desktop and Cursor\r\n- [GitLab MCP](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) - Model Context Protocol Servers\r\n- [Goodnews](https://github.com/VectorInstitute/mcp-goodnews) - A simple MCP application that delivers curated positive and uplifting news stories.\r\n- [Gru Sandbox](https://github.com/babelcloud/gru-sandbox) - A self-hostable sandbox for MCP and AI agents.\r\n- [HackerNews MCP Server](https://github.com/pskill9/hn-server) - Fetches and structures Hacker News stories (top, new, ask, show, jobs) via an MCP server\r\n- [HackerNewsMCP](https://github.com/erithwik/mcp-hn) - MCP Server for Hackernews\r\n- [HackMD MCP](https://github.com/yuna0x0/hackmd-mcp) - A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.\r\n- [HDW LinkedIn](https://github.com/horizondatawave/hdw-mcp-server) - A Model Context Protocol (MCP) server that provides comprehensive access to LinkedIn data and functionalities using the HorizonDataWave API, enabling not only data retrieval but also robust management of user accounts.\r\n- [Heurist Mesh MCP Server](https://github.com/heurist-network/heurist-mesh-mcp-server) - Connects Claude to blockchain and web3 tools via the Heurist Mesh API\r\n- [Holaspirit](https://github.com/syucream/holaspirit-mcp-server) - A MCP server that accesses to Holaspirit\r\n- [Hyperliquid](https://github.com/mektigboy/server-hyperliquid) - MCP Hyperliquid (https://app.hyperliquid.xyz) server\r\n- [Iaptic MCP Server](https://github.com/iaptic/mcp-server-iaptic) - Model Context Protocol server for interacting with iaptic\r\n- [Jeamee](https://github.com/jeamee) - A desktop application for discovering and installing MCP servers\r\n- [Jina Reader](https://github.com/wong2/mcp-jina-reader) - Fetches and displays remote URL content as Markdown\r\n- [Jira MCP Client](https://github.com/KS-GEN-AI/jira-mcp-server) - A test of jira mcp server\r\n- [JSON](https://github.com/GongRzhe/JSON-MCP-Server) - JSON handling and processing mcp server\r\n- [Kibela](https://github.com/kiwamizamurai/mcp-kibela-server) - MCP server implementation for Kibela API integration\r\n- [KukaPay Token Minter](https://github.com/kukapay/token-minter-mcp) - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.\r\n- [Lightdash](https://github.com/syucream/lightdash-mcp-server) - A MCP(Model Context Protocol) server that accesses to Lightdash\r\n- [Luke Fan](https://github.com/badkk) - Provides macOS and Windows desktop apps for exploring MCP (Model Context Protocol) servers\r\n- [ManimMCPServer](https://github.com/abhiemj/manim-mcp-server) - A server for rendering Manim animation code, receiving scripts, and returning generated videos\r\n- [Markdownify](https://github.com/zcaceres/mcp-markdownify-server) - A Model Context Protocol server for converting almost anything to Markdown\r\n- [Markdownify MCP](https://github.com/zcaceres/markdownify-mcp) - A Model Context Protocol server for converting almost anything to Markdown\r\n- [MCP Badges](https://github.com/mcpx-dev/mcp-badges) - Get your projects MCP (Model Context Protocol) badges\r\n- [MCP Chat Client](https://github.com/flux159/mcp-chat) - Open Source Generic MCP Client for testing & evaluating mcp servers and agents\r\n- [MCP CLI Inspector](https://github.com/wong2/mcp-cli) - A CLI inspector for the Model Context Protocol\r\n- [MCP Compass](https://github.com/liuyoshio/mcp-compass) - MCP Discovery & Recommendation Service - Find the right MCP server for your needs\r\n- [Skillselion](https://github.com/skillselion/skillselion-mcp) - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the [Skillselion](https://skillselion.com) catalog (ranked by installs); `load_skill` fetches a real SKILL.md mid-task\r\n- [MCP Create](https://github.com/tesla0225/mcp-create) - Dynamically creates, manages, and runs Model Context Protocol (MCP) servers\r\n- [MCP Everything Server](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) - Model Context Protocol Servers\r\n- [MCP Fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) - Model Context Protocol Servers\r\n- [MCP File Merger](https://github.com/exoticknight/mcp-file-merger) - MCP server for merging multiple files into one\r\n- [MCP Filesystem Server](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) - Model Context Protocol Servers\r\n- [MCP G Suite Connector](https://github.com/MarkusPfundstein/mcp-gsuite) - MCP Server to interact with Google Gsuite prodcuts\r\n- [MCP Gateway](https://github.com/lightconetech/mcp-gateway) - A gateway demo for MCP SSE Server\r\n- [MCP Google Maps Server](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) - Model Context Protocol Servers\r\n- [MCP Image Compressor](https://github.com/InhiblabCore/mcp-image-compression) - Compresses JPEG, PNG, WebP, and AVIF images quickly and efficiently, optimizing for size and quality\r\n- [MCP Inspector](https://github.com/openMF/mcp-mifosx) - Model Context Protocol - MCP for Mifos X\r\n- [MCP ODBC Bridge](https://github.com/OpenLinkSoftware/mcp-odbc-server) - Typescript based Model Context Procotol (MCP) Server for Open Database Connectivity (ODBC)\r\n- [MCP Pandoc](https://github.com/vivekVells/mcp-pandoc) - MCP server for document format conversion using pandoc.\r\n- [MCP Proxy](https://github.com/sparfenyuk/mcp-proxy) - Connect to MCP servers that run on SSE transport, or expose stdio servers as an SSE server using the MCP Proxy server.\r\n- [MCP Proxy Aggregator](https://github.com/TBXark/mcp-proxy) - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single HTTP server.\r\n- [MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub) - Discover the most comprehensive and up-to-date collection of MCP servers in the market. This repository serves as a centralized hub, offering an extensive catalog of open-source and proprietary MCP servers, complete with features, documentation links, and contributors.\r\n- [MCP Time Server](https://github.com/SecretiveShell/MCP-timeserver) - A simple MCP server that exposes datetime information to agentic systems and chat REPLs\r\n- [MCP-Proxy SSE](https://github.com/punkpeye/mcp-proxy) - A TypeScript SSE proxy for MCP servers that use stdio transport.\r\n- [MCPHub](https://github.com/Jeamee/MCPHub-Desktop) - Desktop APP for Discover and Install MCP Servers\r\n- [Metorial](https://github.com/metorial/metorial) - Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included\r\n- [Michael Latman](https://github.com/michaellatman) - A GitHub user profile showcasing software projects in various languages\r\n- [Mike Coughlin](https://github.com/macoughl) - A GitHub profile showcasing software projects and contributions\r\n- [National Parks API Server](https://github.com/KyrieTangSheng/mcp-server-nationalparks) - Provides real-time data on U.S. National Parks, including details, alerts, and activities\r\n- [NostrMCP](https://github.com/AbdelStark/nostr-mcp) - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.\r\n- [Notion MCP](https://github.com/Badhansen/notion-mcp) - A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list.\r\n- [Obsidian MCP](https://github.com/MarkusPfundstein/mcp-obsidian) - MCP server that interacts with Obsidian via the Obsidian rest API community plugin\r\n- [OctoMind MCP](https://github.com/OctoMind-dev/octomind-mcp) - An MCP server for octomind tools, resources and prompts\r\n- [OpenDAL MCP Server](https://github.com/Xuanwo/mcp-server-opendal) - Model Context Protocol Server for Apache OpenDAL™\r\n- [OpenRPC](https://github.com/shanejonas/openrpc-mpc-server) - A Model Context Protocol (MCP) server that provides JSON-RPC functionality through OpenRPC.\r\n- [Oura MCP Server](https://github.com/tomekkorbak/oura-mcp-server) - MCP server for Oura API integration\r\n- [Postman MCP Adapter](https://github.com/delano/postman-mcp-server) - An MCP server that provides access to Postman.\r\n- [PyMCP-MSSQL](https://github.com/amornpan/py-mcp-mssql) - A Python server providing language models with MSSQL database access via the Model Context Protocol\r\n- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - Model Context Protocol (MCP) that allows LLMs to use QGIS Desktop\r\n- [Quarkus MCP Filesystem Server](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) - Model Context Protocol Servers in Quarkus\r\n- [Quarkus MCP JDBC Server](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) - Model Context Protocol Servers in Quarkus\r\n- [QuickChart](https://github.com/GongRzhe/Quickchart-MCP-Server) - A Model Context Protocol server for generating charts using QuickChart.io . It allows you to create various types of charts through MCP tools.\r\n- [Quran.com API MCP Server](https://github.com/djalal/quran-mcp-server) - Quran.com API integration for verse search, translation and tafsir\r\n- [RabbitMQ MCP Server](https://github.com/kenliao94/mcp-server-rabbitmq) - MCP server for interacting with RabbitMQ\r\n- [Reaper](https://github.com/dschuler36/reaper-mcp-server) - An MCP Server for interacting with Reaper projects.\r\n- [Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer) - An MCP Server to enable global access to Rememberizer\r\n- [Remote MCP](https://github.com/ssut/Remote-MCP) - A type-safe solution to remote MCP communication, enabling effortless integration for centralized management of Model Context.\r\n- [RemoveDuplicates.org](https://github.com/suvadadepolo-blip/remove-duplicates) - Remove duplicate lines or CSV/TSV rows (e.g. pasted from Excel or Google Sheets) with one read-only tool; free hosted Streamable HTTP endpoint `https://removeduplicates.org/mcp`, no API key.\r\n- [ROADrecon MCP Bridge](https://github.com/atomicchonk/roadrecon_mcp_server) - Claude MCP server to perform analysis on ROADrecon data\r\n- [Rquest](https://github.com/xxxbrian/mcp-rquest) - A MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. It also supports converting PDF and HTML documents to Markdown for easier processing by LLMs.\r\n- [SentryMCP](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) - Model Context Protocol Servers\r\n- [Sequential Thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking) - Model Context Protocol Servers\r\n- [ServiceNow](https://github.com/osomai/servicenow-mcp) - MCP Server for ServiceNow\r\n- [SheetMCP](https://github.com/xing5/mcp-google-sheets) - Manages Google Sheets via a Model Context Protocol server, providing functions for creating, reading, updating, and deleting spreadsheets and their contents\r\n- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) - MCP server for querying the Shodan API\r\n- [SonarQube MCP AI Connector](https://github.com/sapientpants/sonarqube-mcp-server) - Model Context Protocol (MCP) server for SonarQube\r\n- [Speech.sh MCP Server](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) - Simple curl script to play aloud what you type, useful if your voice is suddenly broken.\r\n- [Spotify](https://github.com/varunneal/spotify-mcp) - MCP to connect Claude with Spotify.\r\n- [SQLite MCP Insights Server](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) - Model Context Protocol Servers\r\n- [Starwind UI](https://github.com/Boston343/starwind-ui-mcp/) - Local MCP server implementation for Starwind UI that you can use with Cursor, Windsurf, and other A"}