best-of-mcp-servers

🏆  A ranked list of MCP servers. Updated weekly.

This curated list contains 410 awesome MCP (Model Context Protocol) servers with a total of 480K stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!

🧙‍♂️ Discover other best-of lists or create your own.

Contents

• Aggregators 13 projects
• Art & Culture 11 projects
• Browser Automation 15 projects
• Biology Medicine and Bioinformatics 3 projects
• Cloud Platforms 16 projects
• Code Execution 3 projects
• Coding Agents 11 projects
• Command Line 7 projects
• Communication 15 projects
• Customer Data Platforms 5 projects
• Databases 47 projects
• Data Platforms 2 projects
• Data Science Tools 8 projects
• Developer Tools 65 projects
• Embedded System 2 projects
• File Systems 5 projects
• Finance & Fintech 20 projects
• Gaming 6 projects
• Location Services 3 projects
• Knowledge & Memory 16 projects
• Marketing 5 projects
• Monitoring 7 projects
• Multimedia Process 2 projects
• Search & Data Extraction 34 projects
• Security 16 projects
• Social Media 2 projects
• Sports 1 projects
• Support & Service Management 2 projects
• Text-to-Speech 2 projects
• Translation Services 1 projects
• Travel & Transportation 2 projects
• Version Control 4 projects
• Workplace & Productivity 3 projects
• Other Tools and Integrations 52 projects

Explanation

• 🥇🥈🥉  Combined project-quality score

• ⭐️  Star count from GitHub

• 🐣  New project (less than 6 months old)

• 💤  Inactive project (6 months no activity)

• 💀  Dead project (12 months no activity)

• 📈📉  Project is trending up or down

• ➕  Project was recently added

• ❗️  Warning (e.g. missing/risky license)

• 👨‍💻  Contributors count from GitHub

• 🔀  Fork count from GitHub

• 📋  Issue count from GitHub

• ⏱️  Last update timestamp on package manager

• 📥  Download count from package manager

• 📦  Number of dependent projects

•   Official implementation

•   Python codebase

•   TypeScript (or JavaScript) codebase

•   Go codebase

•   Rust codebase

•   C# Codebase

•   Java codebase

•   C/C++ codebase

•   Ruby codebase

•   Cloud Service

•   Local Service

•   Embedded Systems

•   For macOS

•   For Windows

•   For Linux

Aggregators

MCP servers for aggregators

metatool-ai/metamcp (🥇20 · ⭐ 1.9K) - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. MIT

• GitHub (👨‍💻 17 · 🔀 280 · 📋 150 - 37% open · ⏱️ 23.12.2025)

julien040/anyquery (🥇20 · ⭐ 1.6K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed

• GitHub (👨‍💻 10 · 🔀 98 · 📥 12K · 📦 47 · 📋 34 - 17% open · ⏱️ 11.11.2025)

mcpjungle/MCPJungle (🥈19 · ⭐ 810) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0

• GitHub (👨‍💻 12 · 🔀 100 · 📥 2.4K · 📋 82 - 50% open · ⏱️ 14.01.2026)

1mcp-app/agent (🥈17 · ⭐ 350) - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. Apache-2

• GitHub (👨‍💻 6 · 🔀 43 · 📥 1.4K · 📦 1 · 📋 15 - 6% open · ⏱️ 18.01.2026)

juspay/neurolink (🥈17 · ⭐ 100 · 📉) - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models.. MIT

• GitHub (👨‍💻 52 · 🔀 86 · 📋 340 - 84% open · ⏱️ 15.01.2026)

K-Dense-AI/claude-skills-mcp (🥉13 · ⭐ 270 · 🐣) - Intelligent search capabilities to let every model and client use Claude Agent Skills like native. MIT

• GitHub (👨‍💻 2 · 🔀 48 · ⏱️ 11.11.2025)

sxhxliang/mcp-access-point (🥉12 · ⭐ 160) - Turn a web service into an MCP server in one click without making any code changes. MIT

• GitHub (👨‍💻 5 · 🔀 28 · 📋 16 - 12% open · ⏱️ 30.10.2025)

VeriTeknik/pluggedin-mcp-proxy (🥉12 · ⭐ 120) - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility.. Apache-2

• GitHub (👨‍💻 7 · 🔀 25 · ⏱️ 10.12.2025)

sitbon/magg (🥉11 · ⭐ 130) - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate.. ❗️AGPL-3.0

• GitHub (🔀 23 · 📥 65 · ⏱️ 07.08.2025)

wegotdocs/open-mcp (🥉6 · ⭐ 330) - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 36 · 📋 4 - 50% open · ⏱️ 25.07.2025)

SureScaleAI/openai-gpt-image-mcp (🥉6 · ⭐ 87 · 💤) - OpenAI GPT image generation/editing MCP server. MIT

• GitHub (👨‍💻 2 · 🔀 30 · ⏱️ 31.05.2025)

tigranbs/mcgravity (🥉5 · ⭐ 81 · 💤) - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing.. Apache-2

• GitHub (🔀 5 · 📥 4 · 📋 2 - 50% open · ⏱️ 18.04.2025)

Art & Culture

MCP servers for art and culture

ahujasid/blender-mcp (🥇18 · ⭐ 16K) - MCP server for working with Blender. MIT

• GitHub (👨‍💻 19 · 🔀 1.5K · 📋 93 - 22% open · ⏱️ 15.01.2026)

cswkim/discogs-mcp-server (🥇14 · ⭐ 79) - MCP server to interact with the Discogs API. MIT

• GitHub (👨‍💻 2 · 🔀 9 · 📦 1 · 📋 5 - 20% open · ⏱️ 17.01.2026)

yuna0x0/anilist-mcp (🥈13 · ⭐ 67) - A MCP server integrating AniList API for anime and manga information. MIT

• GitHub (👨‍💻 3 · 🔀 11 · 📥 7.4K · 📦 1 · ⏱️ 28.11.2025)

abhiemj/manim-mcp-server (🥈9 · ⭐ 540 · 💤) - A local MCP server that generates animations using Manim. MIT

• GitHub (🔀 59 · ⏱️ 19.05.2025)

cantian-ai/bazi-mcp (🥈9 · ⭐ 240) - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis. ISC

• GitHub (👨‍💻 5 · 🔀 86 · 📋 3 - 66% open · ⏱️ 11.10.2025)

samuelgursky/davinci-resolve-mcp (🥉8 · ⭐ 470 · 💤) - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media.. MIT

• GitHub (👨‍💻 2 · 🔀 53 · 📋 10 - 80% open · ⏱️ 02.04.2025)

burningion/video-editing-mcp (🥉8 · ⭐ 240) - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 33 · ⏱️ 09.10.2025)

omni-mcp/isaac-sim-mcp (🥉8 · ⭐ 110 · 💤) - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. MIT

• GitHub (👨‍💻 2 · 🔀 29 · 📋 5 - 40% open · ⏱️ 23.04.2025)

r-huijts/rijksmuseum-mcp (🥉6 · ⭐ 62 · 💤) - Rijksmuseum API integration for artwork search, details, and collections. MIT

• GitHub (👨‍💻 2 · 🔀 12 · 📋 3 - 66% open · ⏱️ 07.02.2025)

diivi/aseprite-mcp (🥉5 · ⭐ 110) - MCP server using the Aseprite API to create pixel art. MIT

• GitHub (👨‍💻 2 · 🔀 9 · ⏱️ 02.09.2025)

djalal/quran-mcp-server (🥉5 · ⭐ 56 · 💤) - MCP server to interact with Quran.com corpus via the official REST API v4. MIT

• GitHub (🔀 12 · ⏱️ 31.03.2025)

Browser Automation

MCP servers for browser automation and web interaction

eat-pray-ai/yutu (🥇20 · ⭐ 360) - A fully functional MCP server and CLI for YouTube to automate YouTube operation. Apache-2

• GitHub (👨‍💻 4 · 🔀 30 · 📥 9.3K · 📦 3 · 📋 10 - 50% open · ⏱️ 16.01.2026)

executeautomation/mcp-playwright (🥈19 · ⭐ 5.2K) - An MCP server using Playwright for browser automation and webscrapping. MIT

• GitHub (👨‍💻 34 · 🔀 460 · 📋 98 - 14% open · ⏱️ 13.12.2025)

browserbase/mcp-server-browserbase (🥈16 · ⭐ 3.1K) - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more). Apache-2

• GitHub (👨‍💻 14 · 🔀 330 · 📋 35 - 45% open · ⏱️ 10.12.2025)

BrowserMCP/mcp (🥈14 · ⭐ 5.5K · 💤) - Automate your local Chrome browser. Apache-2

• GitHub (🔀 410 · 📦 28 · 📋 130 - 72% open · ⏱️ 24.04.2025)

eyalzh/browser-control-mcp (🥈14 · ⭐ 230) - An MCP server paired with a browser extension that enables LLM clients to control the users browser (Firefox). MIT

• GitHub (👨‍💻 3 · 🔀 46 · 📥 5.3K · 📋 14 - 50% open · ⏱️ 26.12.2025)

FradSer/mcp-server-apple-reminders (🥈14 · ⭐ 11) - An MCP server for interacting with Apple Reminders on macOS. MIT

• GitHub (👨‍💻 6 · 🔀 3 · 📋 21 - 23% open · ⏱️ 24.12.2025)

Operative-Sh/web-eval-agent (🥉13 · ⭐ 1.2K) - An MCP Server that autonomously debugs web applications with browser-use browser agents. Apache-2

• GitHub (👨‍💻 7 · 🔀 100 · ⏱️ 22.11.2025)

co-browser/browser-use-mcp-server (🥉13 · ⭐ 800) - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc.. MIT

• GitHub (👨‍💻 7 · 🔀 110 · 📥 120 · 📋 22 - 54% open · ⏱️ 10.07.2025)

kimtaeyoon83/mcp-server-youtube-transcript (🥉13 · ⭐ 440) - Fetch YouTube subtitles and transcripts for AI analysis. MIT

• GitHub (👨‍💻 10 · 🔀 70 · 📦 4 · 📋 10 - 60% open · ⏱️ 24.12.2025)

Automata-Labs-team/MCP-Server-Playwright (🥉12 · ⭐ 270 · 💤) - An MCP server for browser automation using Playwright. MIT

• GitHub (👨‍💻 5 · 🔀 45 · 📦 13 · 📋 6 - 83% open · ⏱️ 05.06.2025)

34892002/bilibili-mcp-js (🥉10 · ⭐ 140) - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. MIT

• GitHub (👨‍💻 3 · 🔀 23 · ⏱️ 29.10.2025)

blackwhite084/playwright-plus-python-mcp (🥉8 · ⭐ 170 · 💤) - An MCP python server using Playwright for browser automation,more suitable for llm. Apache-2

• GitHub (👨‍💻 2 · 🔀 27 · ⏱️ 07.01.2025)

Biology Medicine and Bioinformatics

MCP servers for biology, medicine and bioinformatics

genomoncology/biomcp (🥇17 · ⭐ 400) - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. MIT

• GitHub (👨‍💻 10 · 🔀 75 · 📦 5 · 📋 29 - 24% open · ⏱️ 08.01.2026)

wso2/fhir-mcp-server (🥉13 · ⭐ 78) - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless.. Apache-2

• GitHub (👨‍💻 8 · 🔀 30 · 📥 10 · ⏱️ 09.01.2026)

the-momentum/apple-health-mcp-server (🥉10 · ⭐ 98 · 🐣) - An MCP server that provides access to exported data from Apple Health. Data analytics included. MIT

• GitHub (👨‍💻 5 · 🔀 12 · 📋 15 - 40% open · ⏱️ 04.01.2026)

Cloud Platforms

MCP servers for cloud platforms

awslabs/mcp (🥇27 · ⭐ 7.9K) - AWS MCP servers for seamless integration with AWS services and resources. Apache-2

• GitHub (👨‍💻 220 · 🔀 1.2K · 📦 4 · 📋 480 - 29% open · ⏱️ 16.01.2026)

Flux159/mcp-server-kubernetes (🥇24 · ⭐ 1.3K) - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. MIT

• GitHub (👨‍💻 39 · 🔀 210 · 📥 930 · 📦 10 · 📋 80 - 12% open · ⏱️ 15.01.2026)

containers/kubernetes-mcp-server (🥇24 · ⭐ 1K) - A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any.. Apache-2

• GitHub (👨‍💻 30 · 🔀 200 · 📥 15K · 📋 100 - 33% open · ⏱️ 16.01.2026)

cloudflare/mcp-server-cloudflare (🥈22 · ⭐ 3.3K) - Integration with Cloudflare services including Workers, KV, R2, and D1. Apache-2

• GitHub (👨‍💻 33 · 🔀 310 · 📦 10 · 📋 71 - 56% open · ⏱️ 15.01.2026)

weibaohui/k8m (🥈22 · ⭐ 750) - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly.. MIT

• GitHub (👨‍💻 16 · 🔀 120 · 📥 2.4K · 📋 86 - 19% open · ⏱️ 15.01.2026)

strowk/mcp-k8s-go (🥈17 · ⭐ 370) - Kubernetes cluster operations through MCP. MIT

• GitHub (👨‍💻 12 · 🔀 54 · 📥 1.2K · 📦 1 · 📋 17 - 41% open · ⏱️ 15.12.2025)

reza-gholizade/k8s-mcp-server (🥈16 · ⭐ 130) - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through.. MIT

• GitHub (👨‍💻 11 · 🔀 29 · 📥 260 · ⏱️ 17.01.2026)

nwiizo/tfmcp (🥉15 · ⭐ 350) - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading.. MIT

• GitHub (👨‍💻 3 · 🔀 25 · ⏱️ 28.12.2025)

weibaohui/kom (🥉15 · ⭐ 140) - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project.. MIT

• GitHub (👨‍💻 6 · 🔀 31 · 📦 8 · 📋 4 - 50% open · ⏱️ 18.01.2026)

alexei-led/aws-mcp-server (🥉14 · ⭐ 170) - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply.. MIT

• GitHub (🔀 30 · 📋 9 - 55% open · ⏱️ 01.12.2025)

silenceper/mcp-k8s (🥉14 · ⭐ 140) - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes.. Apache-2

• GitHub (👨‍💻 7 · 🔀 26 · 📥 380 · 📦 1 · ⏱️ 07.01.2026)

StacklokLabs/mkp (🥉14 · ⭐ 55) - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with.. Apache-2

• GitHub (👨‍💻 10 · 🔀 6 · 📋 22 - 18% open · ⏱️ 31.12.2025)

portainer/portainer-mcp (🥉13 · ⭐ 100 · 💤) - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural.. ❗️Zlib

• GitHub (👨‍💻 3 · 🔀 24 · 📥 52K · 📋 9 - 66% open · ⏱️ 30.06.2025)

aliyun/alibaba-cloud-ops-mcp-server (🥉12 · ⭐ 92) - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS.. Apache-2

• GitHub (👨‍💻 4 · 🔀 31 · 📦 2 · 📋 3 - 33% open · ⏱️ 15.01.2026)

rohitg00/kubectl-mcp-server (🥉10 · ⭐ 750) - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to.. MIT

• GitHub (👨‍💻 6 · 🔀 140 · 📋 24 - 50% open · ⏱️ 14.07.2025)

alexei-led/k8s-mcp-server (🥉10 · ⭐ 180 · 💤) - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl,.. MIT

• GitHub (🔀 35 · 📋 3 - 66% open · ⏱️ 29.04.2025)

Code Execution

MCP servers for code execution

dagger/container-use (🥇22 · ⭐ 3.5K) - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and.. Apache-2

• GitHub (👨‍💻 31 · 🔀 170 · 📥 21K · 📋 86 - 47% open · ⏱️ 07.10.2025)

alfonsograziano/node-code-sandbox-mcp (🥉10 · ⭐ 140) - A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly.. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 28 · 📋 45 - 20% open · ⏱️ 24.11.2025)

ckanthony/openapi-mcp (🥉7 · ⭐ 170) - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs. ❗Unlicensed

• GitHub (👨‍💻 4 · 🔀 29 · ⏱️ 07.11.2025)

Coding Agents

MCP servers for coding agents

oraios/serena (🥇28 · ⭐ 19K) - A fully-featured coding agent that relies on symbolic code operations by using language servers. MIT

• GitHub (👨‍💻 110 · 🔀 1.3K · 📥 840 · 📋 470 - 13% open · ⏱️ 18.01.2026)

stippi/code-assistant (🥇17 · ⭐ 140) - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple.. MIT

• GitHub (👨‍💻 8 · 🔀 21 · 📥 400 · 📋 10 - 20% open · ⏱️ 18.01.2026)

Shashankss1205/CodeGraphContext (🥈16 · ⭐ 340 · 🐣) - An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code.. MIT

• GitHub (👨‍💻 64 · 🔀 280 · 📋 300 - 22% open · ⏱️ 16.01.2026)

juehang/vscode-mcp-server (🥈16 · ⭐ 320) - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems.. MIT

• GitHub (👨‍💻 4 · 🔀 59 · 📦 4 · 📋 9 - 33% open · ⏱️ 07.01.2026)

ezyang/codemcp (🥈14 · ⭐ 1.6K) - Coding agent with basic read, write and command line tools. Apache-2

• GitHub (👨‍💻 9 · 🔀 140 · 📋 65 - 60% open · ⏱️ 25.12.2025)

rinadelph/Agent-MCP (🥉13 · ⭐ 1.1K) - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management,.. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 140 · 📋 30 - 46% open · ⏱️ 09.10.2025)

nesquikm/mcp-rubber-duck (🥉12 · ⭐ 120 · 🐣) - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining.. MIT

• GitHub (👨‍💻 4 · 🔀 18 · 📋 13 - 69% open · ⏱️ 15.01.2026)

jinzcdev/leetcode-mcp-server (🥉8 · ⭐ 80 · 💤) - MCP server enabling automated access to LeetCodes programming problems, solutions, submissions and public data with.. MIT

• GitHub (👨‍💻 3 · 🔀 18 · 📋 3 - 33% open · ⏱️ 31.05.2025)

pdavis68/RepoMapper (🥉8 · ⭐ 78) - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their.. MIT

• GitHub (👨‍💻 4 · 🔀 22 · 📋 4 - 50% open · ⏱️ 08.12.2025)

tiianhk/MaxMSP-MCP-Server (🥉7 · ⭐ 140) - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. MIT

• GitHub (👨‍💻 4 · 🔀 14 · 📋 8 - 87% open · ⏱️ 10.11.2025)

micl2e2/code-to-tree (🥉7 · ⭐ 73 · 💤) - A single-binary MCP server that converts source code into AST, regardless of language. MIT

• GitHub (🔀 10 · 📥 100 · ⏱️ 17.05.2025)

Command Line

MCP servers for command line

wonderwhy-er/DesktopCommanderMCP (🥇22 · ⭐ 5.3K) - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. MIT

• GitHub (👨‍💻 23 · 🔀 570 · 📋 130 - 53% open · ⏱️ 12.01.2026)

aymericzip/intlayer (🥇22 · ⭐ 550) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access.. Apache-2

• GitHub (👨‍💻 43 · 🔀 100 · 📦 59 · 📋 140 - 13% open · ⏱️ 18.01.2026)

g0t4/mcp-server-commands (🥈14 · ⭐ 220) - Run any command with run_command and run_script tools. MIT

• GitHub (🔀 34 · 📋 6 - 33% open · ⏱️ 29.09.2025)

tufantunc/ssh-mcp (🥉13 · ⭐ 220) - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote.. MIT

• GitHub (👨‍💻 3 · 🔀 39 · 📋 10 - 30% open · ⏱️ 03.01.2026)

MladenSU/cli-mcp-server (🥉10 · ⭐ 160) - Command line interface with secure execution and customizable security policies. MIT

• GitHub (👨‍💻 4 · 🔀 30 · 📦 1 · 📋 7 - 57% open · ⏱️ 04.07.2025)

Communication

MCP servers for communication and messaging

korotovsky/slack-mcp-server (🥇24 · ⭐ 1.1K · 📈) - The most powerful MCP server for Slack Workspaces. MIT

• GitHub (👨‍💻 25 · 🔀 180 · 📥 3.9K · 📦 30 · 📋 74 - 32% open · ⏱️ 08.01.2026)

Softeria/ms-365-mcp-server (🥇19 · ⭐ 400) - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook,.. MIT

• GitHub (👨‍💻 22 · 🔀 140 · 📦 3 · 📋 60 - 13% open · ⏱️ 16.01.2026)

line/line-bot-mcp-server (🥈18 · ⭐ 510) - MCP Server for Integrating LINE Official Account. Apache-2

• GitHub (👨‍💻 13 · 🔀 87 · 📋 38 - 36% open · ⏱️ 17.01.2026)

chigwell/telegram-mcp (🥈16 · ⭐ 580 · 📉) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages,.. Apache-2

• GitHub (👨‍💻 12 · 🔀 150 · 📋 19 - 31% open · ⏱️ 11.01.2026)

joinly-ai/joinly (🥈16 · ⭐ 420) - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots.. MIT

• GitHub (👨‍💻 5 · 🔀 51 · 📋 12 - 25% open · ⏱️ 01.12.2025)

lharries/whatsapp-mcp (🥈14 · ⭐ 5.2K) - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups. MIT

• GitHub (👨‍💻 5 · 🔀 820 · 📋 77 - 74% open · ⏱️ 13.07.2025)

chaindead/telegram-mcp (🥈14 · ⭐ 260) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and.. MIT

• GitHub (👨‍💻 3 · 🔀 31 · 📥 1.8K · 📋 6 - 66% open · ⏱️ 21.08.2025)

carterlasalle/mac_messages_mcp (🥉11 · ⭐ 220) - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs.. MIT

• GitHub (👨‍💻 7 · 🔀 27 · 📋 8 - 50% open · ⏱️ 18.01.2026)

InditexTech/mcp-teams-server (🥉10 · ⭐ 350) - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads). Apache-2

• GitHub (👨‍💻 3 · 🔀 28 · ⏱️ 01.09.2025)

adhikasp/mcp-twikit (🥉9 · ⭐ 220 · 💤) - Interact with Twitter search and timeline. MIT

• GitHub (👨‍💻 5 · 🔀 29 · ⏱️ 14.03.2025)

SaseQ/discord-mcp (🥉9 · ⭐ 150) - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your.. MIT

• GitHub (👨‍💻 5 · 🔀 32 · ⏱️ 11.08.2025)

ztxtxwd/open-feishu-mcp-server (🥉7 · ⭐ 71) - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and.. MIT

• GitHub (👨‍💻 2 · 🔀 8 · 📋 23 - 26% open · ⏱️ 15.01.2026)

zcaceres/gtasks-mcp (🥉6 · ⭐ 98 · 💤) - An MCP server to Manage Google Tasks. MIT

• GitHub (👨‍💻 2 · 🔀 35 · ⏱️ 02.02.2025)

hannesrudolph/imessage-query-fastmcp-mcp-server (🥉4 · ⭐ 75 · 💤) - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs.. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 14 · ⏱️ 27.05.2025)

Customer Data Platforms

MCP servers for customer data platforms

antvis/mcp-server-chart (🥇19 · ⭐ 3.5K) - A Model Context Protocol server for generating visual charts using AntV. MIT

• GitHub (👨‍💻 19 · 🔀 340 · 📦 7 · 📋 150 - 6% open · ⏱️ 18.01.2026)

hustcc/mcp-mermaid (🥈15 · ⭐ 370) - Generate mermaid diagram and chart with AI MCP dynamically. MIT

• GitHub (👨‍💻 9 · 🔀 42 · 📦 4 · 📋 12 - 16% open · ⏱️ 16.12.2025)

hustcc/mcp-echarts (🥉14 · ⭐ 190 · 🐣) - Generate visual charts using Apache ECharts with AI MCP dynamically. MIT

• GitHub (👨‍💻 10 · 🔀 33 · 📋 15 - 6% open · ⏱️ 08.01.2026)

tinybirdco/mcp-tinybird (🥉6 · ⭐ 75) - An MCP server to interact with a Tinybird Workspace from any MCP client. Apache-2

• GitHub (👨‍💻 8 · 🔀 16 · 📋 2 - 50% open · ⏱️ 01.09.2025)

Databases

MCP servers for database integration and management

googleapis/genai-toolbox (🥇27 · ⭐ 12K) - Open source MCP server specializing in easy, fast, and secure tools for Databases. Apache-2

• GitHub (👨‍💻 90 · 🔀 1.1K · 📋 400 - 25% open · ⏱️ 16.01.2026)

Canner/wren-engine (🥇22 · ⭐ 530 · 📈) - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents. Apache-2

• GitHub (👨‍💻 25 · 🔀 150 · 📥 120 · 📋 300 - 13% open · ⏱️ 12.01.2026)

supabase-community/supabase-mcp (🥇20 · ⭐ 2.4K) - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform.. Apache-2

• GitHub (👨‍💻 13 · 🔀 290 · 📋 80 - 62% open · ⏱️ 14.01.2026)

neo4j-contrib/mcp-neo4j (🥇19 · ⭐ 880) - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances). MIT

• GitHub (👨‍💻 16 · 🔀 220 · 📥 890 · 📋 69 - 27% open · ⏱️ 22.12.2025)

domdomegg/airtable-mcp-server (🥇19 · ⭐ 390) - Airtable database integration with schema inspection, read and write capabilities. MIT

• GitHub (👨‍💻 9 · 🔀 120 · 📥 27K · 📦 5 · 📋 27 - 29% open · ⏱️ 16.01.2026)

benborla/mcp-server-mysql (🥈18 · ⭐ 1.1K) - MySQL database integration in NodeJS with configurable access controls and schema inspection. MIT

• GitHub (👨‍💻 19 · 🔀 280 · 📋 69 - 43% open · ⏱️ 18.11.2025)

redis/mcp-redis (🥈18 · ⭐ 390) - The Redis official MCP Server offers an interface to manage and search data in Redis. MIT

• GitHub (👨‍💻 22 · 🔀 81 · 📋 20 - 25% open · ⏱️ 13.01.2026)

pab1it0/prometheus-mcp-server (🥈18 · ⭐ 340) - Query and analyze Prometheus, open-source monitoring system. MIT

• GitHub (👨‍💻 13 · 🔀 72 · 📥 370 · ⏱️ 10.01.2026)

qdrant/mcp-server-qdrant (🥈16 · ⭐ 1.2K) - A Qdrant MCP server. Apache-2

• GitHub (👨‍💻 8 · 🔀 220 · 📦 6 · 📋 30 - 63% open · ⏱️ 10.12.2025)

xing5/mcp-google-sheets (🥈16 · ⭐ 600) - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read,.. MIT

• GitHub (👨‍💻 14 · 🔀 160 · 📋 35 - 37% open · ⏱️ 06.12.2025)

Snowflake-Labs/mcp (🥈16 · ⭐ 210) - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying.. Apache-2

• GitHub (👨‍💻 13 · 🔀 65 · 📋 55 - 20% open · ⏱️ 18.12.2025)

tuannvm/mcp-trino (🥈16 · ⭐ 87) - A Go implementation of a Model Context Protocol (MCP) server for Trino. MIT

• GitHub (👨‍💻 16 · 🔀 34 · 📥 2.4K · 📋 17 - 23% open · ⏱️ 06.01.2026)

crystaldba/postgres-mcp (🥈15 · ⭐ 1.8K) - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health.. MIT

• GitHub (👨‍💻 5 · 🔀 190 · 📥 160 · 📦 6 · 📋 30 - 76% open · ⏱️ 11.11.2025)

centralmind/gateway (🥈15 · ⭐ 510) - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL,.. Apache-2

• GitHub (👨‍💻 11 · 🔀 65 · 📥 1.3K · 📋 49 - 28% open · ⏱️ 18.07.2025)

gannonh/firebase-mcp (🥈15 · ⭐ 230 · 💤) - Firebase services including Auth, Firestore and Storage. MIT

• GitHub (👨‍💻 4 · 🔀 44 · 📦 4 · 📋 30 - 3% open · ⏱️ 26.05.2025)

ClickHouse/mcp-clickhouse (🥈14 · ⭐ 650) - ClickHouse database integration with schema inspection and query capabilities. Apache-2

• GitHub (👨‍💻 18 · 🔀 140 · 📋 41 - 43% open · ⏱️ 16.12.2025)

designcomputer/mysql_mcp_server (🥈13 · ⭐ 1.1K · 💤) - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines. MIT

• GitHub (👨‍💻 7 · 🔀 220 · 📋 55 - 76% open · ⏱️ 05.06.2025)

neondatabase-labs/mcp-server-neon (🥈13 · ⭐ 540) - An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres. MIT

• GitHub (👨‍💻 17 · 🔀 95 · 📋 27 - 25% open · ⏱️ 15.01.2026)

chroma-core/chroma-mcp (🥈13 · ⭐ 470) - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities. Apache-2

• GitHub (👨‍💻 6 · 🔀 96 · 📥 100 · 📋 23 - 47% open · ⏱️ 17.09.2025)

FreePeak/db-mcp-server (🥈13 · ⭐ 340) - A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon)... MIT

• GitHub (👨‍💻 5 · 🔀 54 · 📋 23 - 43% open · ⏱️ 13.01.2026)

wenb1n-dev/mysql_mcp_server_pro (🥈13 · ⭐ 290) - Supports SSE, STDIO; not only limited to MySQLs CRUD functionality; also includes database exception analysis.. MIT

• GitHub (👨‍💻 2 · 🔀 39 · 📋 42 - 30% open · ⏱️ 28.08.2025)

kiliczsh/mcp-mongo-server (🥈13 · ⭐ 270 · 💤) - A Model Context Protocol Server for MongoDB. MIT

• GitHub (👨‍💻 7 · 🔀 49 · 📦 3 · ⏱️ 27.05.2025)

cr7258/elasticsearch-mcp-server (🥈13 · ⭐ 240) - MCP Server implementation that provides Elasticsearch interaction. Apache-2

• GitHub (👨‍💻 7 · 🔀 52 · 📋 16 - 37% open · ⏱️ 15.12.2025)

furey/mongodb-lens (🥈13 · ⭐ 200 · 💤) - MongoDB Lens: Full Featured MCP Server for MongoDB Databases. MIT

• GitHub (👨‍💻 3 · 🔀 26 · 📦 2 · ⏱️ 23.04.2025)

confluentinc/mcp-confluent (🥈13 · ⭐ 130) - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. MIT

• GitHub (👨‍💻 10 · 🔀 37 · 📦 1 · 📋 10 - 20% open · ⏱️ 18.12.2025)

XGenerationLab/xiyan_mcp_server (🥉12 · ⭐ 230) - An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the.. Apache-2

• GitHub (👨‍💻 9 · 🔀 46 · 📥 32 · 📋 13 - 69% open · ⏱️ 26.09.2025)

ktanaka101/mcp-server-duckdb (🥉12 · ⭐ 170 · 💤) - DuckDB database integration with schema inspection and query capabilities. MIT

• GitHub (👨‍💻 4 · 🔀 23 · 📦 1 · 📋 9 - 22% open · ⏱️ 05.05.2025)

zilliztech/mcp-server-milvus (🥉11 · ⭐ 210) - MCP Server for Milvus / Zilliz, making it possible to interact with your database. Apache-2

• GitHub (👨‍💻 9 · 🔀 62 · 📋 20 - 30% open · ⏱️ 24.12.2025)

isaacwasserman/mcp-snowflake-server (🥉11 · ⭐ 170) - Snowflake integration implementing read and (optional) write operations as well as insight tracking. ❗️GPL-3.0

• GitHub (👨‍💻 10 · 🔀 71 · 📋 18 - 44% open · ⏱️ 07.10.2025)

ergut/mcp-bigquery-server (🥉11 · ⭐ 130 · 💤) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying.. MIT

• GitHub (👨‍💻 3 · 🔀 30 · 📦 3 · 📋 6 - 50% open · ⏱️ 03.04.2025)

rashidazarang/airtable-mcp (🥉11 · ⭐ 63) - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features.. MIT

• GitHub (👨‍💻 2 · 🔀 20 · ⏱️ 31.12.2025)

pab1it0/adx-mcp-server (🥉11 · ⭐ 50) - Query and analyze Azure Data Explorer databases. MIT

• GitHub (👨‍💻 5 · 🔀 23 · 📥 82 · ⏱️ 09.11.2025)

subnetmarco/pgmcp (🥉10 · ⭐ 520 · 🐣) - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. ❗Unlicensed

• GitHub (🔀 54 · 📥 160 · 📋 5 - 20% open · ⏱️ 25.09.2025)

runekaagaard/mcp-alchemy (🥉10 · ⭐ 380) - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server.. MPL-2.0

• GitHub (👨‍💻 6 · 🔀 56 · ⏱️ 15.08.2025)

QuantGeekDev/mongo-mcp (🥉9 · ⭐ 170 · 💤) - MongoDB integration that enables LLMs to interact directly with databases. MIT

• GitHub (👨‍💻 2 · 🔀 33 · 📦 2 · ⏱️ 15.03.2025)

aliyun/alibabacloud-tablestore-mcp-server (🥉9 · ⭐ 150) - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and.. Apache-2

• GitHub (👨‍💻 2 · 🔀 39 · ⏱️ 07.01.2026)

f4ww4z/mcp-mysql-server (🥉9 · ⭐ 140) - Node.js-based MySQL database integration that provides secure MySQL database operations. MIT

• GitHub (👨‍💻 9 · 🔀 32 · 📋 13 - 69% open · ⏱️ 14.11.2025)

LucasHild/mcp-server-bigquery (🥉9 · ⭐ 120 · 💤) - BigQuery database integration with schema inspection and query capabilities. MIT

• GitHub (👨‍💻 5 · 🔀 34 · 📋 9 - 22% open · ⏱️ 30.05.2025)

ChristianHinge/dicom-mcp (🥉9 · ⭐ 78) - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. MIT

• GitHub (👨‍💻 3 · 🔀 23 · 📋 3 - 66% open · ⏱️ 15.12.2025)

sirmews/mcp-pinecone (🥉8 · ⭐ 150 · 💤) - Pinecone integration with vector search capabilities. MIT

• GitHub (👨‍💻 2 · 🔀 34 · ⏱️ 31.01.2025)

jparkerweb/mcp-sqlite (🥉8 · ⭐ 80 · 💤) - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. MIT

• GitHub (🔀 10 · ⏱️ 02.06.2025)

TheRaLabs/legion-mcp (🥉7 · ⭐ 81 · 💤) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL,.. ❗️GPL-3.0

• GitHub (🔀 21 · 📋 4 - 75% open · ⏱️ 11.05.2025)

wenb1n-dev/SmartDB_MCP (🥉6 · ⭐ 120 · 🐣) - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for.. MIT

• GitHub (👨‍💻 4 · 🔀 9 · 📋 12 - 75% open · ⏱️ 14.09.2025)

weaviate/mcp-server-weaviate (🥉5 · ⭐ 160 · 💤) - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory.. ❗Unlicensed

• GitHub (🔀 42 · 📋 3 - 66% open · ⏱️ 22.05.2025)

hannesrudolph/sqlite-explorer-fastmcp-mcp-server (🥉3 · ⭐ 100) - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This.. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 25 · 📋 4 - 75% open · ⏱️ 18.07.2025)

Data Platforms

MCP servers for data platforms

keboola/mcp-server (🥇19 · ⭐ 80) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola.. MIT

• GitHub (👨‍💻 25 · 🔀 21 · ⏱️ 16.01.2026)

dbt-labs/dbt-mcp (🥉18 · ⭐ 460) - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata.. Apache-2

• GitHub (👨‍💻 32 · 🔀 99 · 📥 13 · 📦 2 · 📋 84 - 17% open · ⏱️ 16.01.2026)

Data Science Tools

MCP servers for data science tools

MigoXLab/dingo (🥇19 · ⭐ 620) - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingos rule-.. Apache-2

• GitHub (👨‍💻 20 · 🔀 64 · 📋 30 - 16% open · ⏱️ 14.01.2026)

datalayer/jupyter-mcp-server (🥈17 · ⭐ 850 · 📉) - Model Context Protocol (MCP) Server for Jupyter. BSD-3

• GitHub (👨‍💻 17 · 🔀 140 · 📋 72 - 26% open · ⏱️ 17.01.2026)

optuna/optuna-mcp (🥈13 · ⭐ 67) - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna. MIT

• GitHub (👨‍💻 7 · 🔀 21 · ⏱️ 10.11.2025)

zcaceres/markdownify-mcp (🥉12 · ⭐ 2.4K) - An MCP server to convert almost any file or web content into Markdown. MIT

• GitHub (👨‍💻 7 · 🔀 190 · 📋 23 - 65% open · ⏱️ 02.09.2025)

jjsantos01/jupyter-notebook-mcp (🥉8 · ⭐ 120 · 💤) - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. MIT

• GitHub (🔀 24 · ⏱️ 31.03.2025)

reading-plus-ai/mcp-server-data-exploration (🥉7 · ⭐ 520 · 💤) - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. MIT

• GitHub (👨‍💻 2 · 🔀 64 · 📋 8 - 87% open · ⏱️ 22.03.2025)

kdqed/zaturn (🥉7 · ⭐ 70) - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. MIT

• GitHub (👨‍💻 2 · 🔀 10 · ⏱️ 12.11.2025)

ChronulusAI/chronulus-mcp (🥉6 · ⭐ 100 · 💤) - Predict anything with Chronulus AI forecasting and prediction agents. MIT

• GitHub (🔀 19 · ⏱️ 23.04.2025)

Developer Tools

MCP servers for developer tools

eyaltoledano/claude-task-master (🥇27 · ⭐ 25K) - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider.. ❗Unlicensed

• GitHub (👨‍💻 54 · 🔀 2.4K · 📦 12 · 📋 610 - 21% open · ⏱️ 15.01.2026)

public-ui/kolibri (🥇26 · ⭐ 240) - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs,.. ❗️EUPL-1.2

• GitHub (👨‍💻 37 · 🔀 45 · 📦 110 · 📋 1.9K - 7% open · ⏱️ 16.01.2026)

GLips/Figma-Context-MCP (🥇20 · ⭐ 13K) - Provide coding agents direct access to Figma data to help them one-shot design implementation. MIT

• GitHub (👨‍💻 23 · 🔀 1K · 📋 140 - 14% open · ⏱️ 01.01.2026)

mobile-next/mobile-mcp (🥇20 · ⭐ 3.1K) - MCP Server for Android/iOS application and device automation, development and app scraping... Apache-2

• GitHub (👨‍💻 20 · 🔀 270 · 📦 2 · 📋 110 - 23% open · ⏱️ 15.01.2026)

haris-musa/excel-mcp-server (🥇17 · ⭐ 3.1K) - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts,.. MIT

• GitHub (👨‍💻 10 · 🔀 350 · 📋 58 - 53% open · ⏱️ 22.12.2025)

Jpisnice/shadcn-ui-mcp-server (🥇17 · ⭐ 2.6K) - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. MIT

• GitHub (👨‍💻 13 · 🔀 280 · ⏱️ 29.12.2025)

gitkraken/gk-cli (🥇17 · ⭐ 350 · 💤) - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but.. ❗Unlicensed

• GitHub (👨‍💻 6 · 🔀 260 · 📥 180K · 📋 85 - 14% open · ⏱️ 26.06.2025)

robotmcp/ros-mcp-server (🥈16 · ⭐ 940) - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control.. Apache-2

• GitHub (👨‍💻 12 · 🔀 130 · 📥 5 · 📋 55 - 21% open · ⏱️ 08.12.2025)

idosal/git-mcp (🥈15 · ⭐ 7.4K) - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation. Apache-2

• GitHub (👨‍💻 13 · 🔀 640 · 📋 54 - 61% open · ⏱️ 22.08.2025)

cjo4m06/mcp-shrimp-task-manager (🥈15 · ⭐ 2K) - A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-.. MIT

• GitHub (👨‍💻 9 · 🔀 220 · 📦 3 · 📋 76 - 40% open · ⏱️ 21.08.2025)

joshuayoes/ios-simulator-mcp (🥈15 · ⭐ 1.5K) - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS.. MIT

• GitHub (👨‍💻 11 · 🔀 67 · 📦 1 · 📋 26 - 50% open · ⏱️ 15.01.2026)

isaacphi/mcp-language-server (🥈15 · ⭐ 1.4K · 💤) - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools.. BSD-3

• GitHub (👨‍💻 4 · 🔀 100 · 📦 3 · 📋 46 - 56% open · ⏱️ 03.06.2025)

utensils/mcp-nixos (🥈15 · ⭐ 400) - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-.. MIT

• GitHub (👨‍💻 6 · 🔀 19 · 📦 1 · 📋 24 - 16% open · ⏱️ 07.01.2026)

storybookjs/mcp (🥈15 · ⭐ 170 · 🐣) - Help agents automatically write and test stories for your UI components. MIT

• GitHub (👨‍💻 10 · 🔀 17 · 📋 12 - 41% open · ⏱️ 09.01.2026)

bgauryy/octocode-mcp (🥈14 · ⭐ 670) - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in.. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 53 · 📥 17 · ⏱️ 18.01.2026)

etsd-tech/mcp-pointer (🥈14 · ⭐ 560 · 🐣) - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor,.. MIT

• GitHub (👨‍💻 4 · 🔀 52 · 📥 66 · ⏱️ 12.11.2025)

jasonjmcghee/claude-debugs-for-you (🥈14 · ⭐ 480) - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and.. MIT

• GitHub (👨‍💻 5 · 🔀 42 · 📥 210 · 📋 21 - 38% open · ⏱️ 20.12.2025)

hyperb1iss/droidmind (🥈14 · ⭐ 330) - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation.. Apache-2

• GitHub (🔀 49 · 📋 11 - 45% open · ⏱️ 07.01.2026)

SDGLBL/mcp-claude-code (🥈14 · ⭐ 300) - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project.. MIT

• GitHub (👨‍💻 4 · 🔀 34 · 📥 280 · 📋 18 - 11% open · ⏱️ 29.08.2025)

tumf/mcp-text-editor (🥈14 · ⭐ 180) - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. MIT

• GitHub (👨‍💻 12 · 🔀 23 · 📦 1 · ⏱️ 05.01.2026)

aashari/mcp-server-atlassian-bitbucket (🥈14 · ⭐ 100) - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces,.. ❗Unlicensed

• GitHub (👨‍💻 8 · 🔀 44 · 📦 1 · 📋 26 - 11% open · ⏱️ 03.12.2025)

JetBrains/mcp-jetbrains (🥈13 · ⭐ 940) - Connect to JetBrains IDE. Apache-2

• GitHub (👨‍💻 6 · 🔀 68 · 📥 85 · 📦 1 · 📋 67 - 47% open · ⏱️ 18.08.2025)

kadykov/mcp-openapi-schema-explorer (🥈13 · ⭐ 63) - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. MIT

• GitHub (👨‍💻 5 · 🔀 12 · 📦 1 · ⏱️ 15.01.2026)

InditexTech/mcp-server-simulator-ios-idb (🥈12 · ⭐ 290) - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through.. Apache-2

• GitHub (👨‍💻 7 · 🔀 24 · 📋 6 - 33% open · ⏱️ 02.09.2025)

Govcraft/rust-docs-mcp-server (🥈12 · ⭐ 240) - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search.. MIT

• GitHub (👨‍💻 4 · 🔀 30 · 📥 470 · 📋 14 - 50% open · ⏱️ 24.11.2025)

comet-ml/opik-mcp (🥈12 · ⭐ 200) - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. Apache-2

• GitHub (👨‍💻 7 · 🔀 32 · 📋 29 - 3% open · ⏱️ 13.11.2025)

PostHog/mcp (🥈12 · ⭐ 140) - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. MIT

• GitHub (👨‍💻 13 · 🔀 24 · 📋 33 - 48% open · ⏱️ 10.10.2025)

yangkyeongmo/mcp-server-apache-airflow (🥈12 · ⭐ 130) - MCP server that connects to Apache Airflow using official client. MIT

• GitHub (👨‍💻 10 · 🔀 34 · 📋 17 - 17% open · ⏱️ 17.10.2025)

janreges/ai-distiller (🥈12 · ⭐ 120) - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that.. MIT

• GitHub (🔀 13 · 📥 1.8K · 📋 10 - 70% open · ⏱️ 03.08.2025)

zillow/auto-mobile (🥈12 · ⭐ 73) - Tool suite built around an MCP server for Android automation for developer workflow and testing. Apache-2

• GitHub (👨‍💻 10 · 🔀 10 · 📥 280 · 📋 8 - 62% open · ⏱️ 19.10.2025)

hloiseau/mcp-gopls (🥉11 · ⭐ 59) - A MCP server for interacting with Gos Language Server Protocol (gopls) and benefit from advanced Go code analysis.. Apache-2

• GitHub (👨‍💻 4 · 🔀 7 · ⏱️ 07.01.2026)

janwilmake/openapi-mcp-server (🥉10 · ⭐ 870) - Connect any HTTP/REST API server using an Open API spec (v3). MIT

• GitHub (👨‍💻 6 · 🔀 88 · ⏱️ 26.10.2025)

TencentEdgeOne/edgeone-pages-mcp (🥉10 · ⭐ 350) - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. MIT

• GitHub (🔀 53 · 📦 3 · 📋 13 - 38% open · ⏱️ 27.10.2025)

r-huijts/xcode-mcp-server (🥉10 · ⭐ 350) - Xcode integration for project management, file operations, and build automation. MIT

• GitHub (👨‍💻 3 · 🔀 26 · ⏱️ 26.08.2025)

admica/FileScopeMCP (🥉10 · ⭐ 280) - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and.. ❗️GPL-3.0

• GitHub (👨‍💻 4 · 🔀 33 · 📋 9 - 66% open · ⏱️ 04.09.2025)

JoshuaRileyDev/app-store-connect-mcp-server (🥉10 · ⭐ 270) - An MCP server to communicate with the App Store Connect API for iOS Developers. MIT

• GitHub (👨‍💻 3 · 🔀 31 · 📋 9 - 55% open · ⏱️ 02.09.2025)

YuChenSSR/mindmap-mcp-server (🥉10 · ⭐ 210 · 💤) - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. MIT

• GitHub (🔀 22 · 📦 3 · 📋 6 - 50% open · ⏱️ 20.05.2025)

delano/postman-mcp-server (🥉10 · ⭐ 140) - Interact with Postman API. MIT

• GitHub (👨‍💻 4 · 🔀 33 · 📋 6 - 66% open · ⏱️ 24.07.2025)

augmnt/augments-mcp-server (🥉10 · ⭐ 100 · 🐣) - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-.. MIT

• GitHub (👨‍💻 2 · 🔀 15 · 📥 10 · ⏱️ 12.01.2026)

abrinsmead/mindpilot-mcp (🥉10 · ⭐ 69) - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent.. MIT

• GitHub (👨‍💻 3 · 🔀 8 · 📋 12 - 58% open · ⏱️ 28.11.2025)

wise-vision/mcp_server_ros_2 (🥉10 · ⭐ 63) - MCP server for ROS2 enabling AI-driven robotics applications and services. MPL-2.0

• GitHub (👨‍💻 3 · 🔀 5 · 📋 8 - 50% open · ⏱️ 26.11.2025)

ckreiling/mcp-server-docker (🥉9 · ⭐ 670 · 💤) - Integrate with Docker to manage containers, images, volumes, and networks. ❗️GPL-3.0

• GitHub (👨‍💻 3 · 🔀 89 · 📋 11 - 72% open · ⏱️ 05.06.2025)

automation-ai-labs/mcp-link (🥉9 · ⭐ 590 · 💤) - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema). MIT

• GitHub (🔀 69 · 📋 9 - 66% open · ⏱️ 03.04.2025)

biegehydra/BifrostMCP (🥉9 · ⭐ 200) - Connect to VSCode ide and use semantic tools like find_usages. ❗️AGPL-3.0

• GitHub (👨‍💻 5 · 🔀 35 · 📋 20 - 40% open · ⏱️ 15.12.2025)

langfuse/mcp-server-langfuse (🥉9 · ⭐ 150 · 💤) - MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management. MIT

• GitHub (🔀 35 · 📋 5 - 80% open · ⏱️ 15.02.2025)

sammcj/mcp-package-version (🥉9 · ⭐ 120 · 💤) - An MCP Server to help LLMs suggest the latest stable package versions when writing code. MIT

• GitHub (👨‍💻 5 · 🔀 23 · 📥 100 · 📦 1 · 📋 5 - 60% open · ⏱️ 14.05.2025)

sapientpants/sonarqube-mcp-server (🥉9 · ⭐ 100) - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code.. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 16 · 📥 160 · 📦 1 · ⏱️ 14.11.2025)

lamemind/mcp-server-multiverse (🥉9 · ⭐ 75 · 💤) - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with.. MIT

• GitHub (🔀 14 · 📋 6 - 33% open · ⏱️ 04.06.2025)

xzq-xu/jvm-mcp-server (🥉9 · ⭐ 74) - An implementation project of a JVM-based MCP (Model Context Protocol) server. MIT

• GitHub (👨‍💻 6 · 🔀 17 · 📋 5 - 40% open · ⏱️ 03.11.2025)

zcaceres/fetch-mcp (🥉8 · ⭐ 670) - An MCP server to flexibly fetch JSON, text, and HTML data. MIT

• GitHub (👨‍💻 5 · 🔀 110 · 📋 18 - 44% open · ⏱️ 02.09.2025)

mhmzdev/figma-flutter-mcp (🥉8 · ⭐ 190 · 🐣) - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets.. MIT

• GitHub (👨‍💻 2 · 🔀 11 · 📋 6 - 83% open · ⏱️ 20.09.2025)

CircleCI-Public/mcp-server-circleci (🥉8 · ⭐ 75) - Enable AI Agents to fix build failures from CircleCI. ❗Unlicensed

• GitHub (👨‍💻 19 · 🔀 41 · 📦 2 · 📋 19 - 68% open · ⏱️ 01.10.2025)

ckanthony/gin-mcp (🥉8 · ⭐ 68) - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. MIT

• GitHub (👨‍💻 3 · 🔀 14 · 📦 4 · 📋 7 - 42% open · ⏱️ 07.11.2025)

traceloop/opentelemetry-mcp-server (🥉7 · ⭐ 150 · 🐣) - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). Apache-2

• GitHub (👨‍💻 3 · 🔀 12 · 📋 8 - 87% open · ⏱️ 17.11.2025)

docker/hub-mcp (🥉7 · ⭐ 110) - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened.. Apache-2

• GitHub (👨‍💻 4 · 🔀 75 · ⏱️ 12.01.2026)

ReAPI-com/mcp-openapi (🥉7 · ⭐ 77 · 💤) - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate.. MIT

• GitHub (🔀 14 · ⏱️ 30.03.2025)

YuChenSSR/multi-ai-advisor-mcp (🥉7 · ⭐ 73 · 💤) - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing.. MIT

• GitHub (👨‍💻 3 · 🔀 20 · ⏱️ 02.04.2025)

st3v3nmw/sourcerer-mcp (🥉6 · ⭐ 100 · 🐣) - MCP for semantic code search & navigation that reduces token waste. MIT

• GitHub (🔀 10 · 📋 3 - 33% open · ⏱️ 10.11.2025)

stass/lldb-mcp (🥉6 · ⭐ 74 · 💤) - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling. BSD-2

• GitHub (🔀 8 · ⏱️ 26.03.2025)

ShenghaiWang/xcodebuild (🥉5 · ⭐ 78) - Build iOS Xcode workspace/project and feed back errors to llm. MIT

• GitHub (👨‍💻 4 · 🔀 8 · ⏱️ 15.08.2025)

lpigeon/unitree-go2-mcp-server (🥉5 · ⭐ 66 · 💤) - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using.. Apache-2

• GitHub (👨‍💻 2 · 🔀 10 · ⏱️ 12.05.2025)

Embedded System

MCP servers for embedded system

stack-chan/stack-chan (🥇18 · ⭐ 1.1K) - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions.. Apache-2

• GitHub (👨‍💻 19 · 🔀 130 · 📥 37 · 📋 100 - 23% open · ⏱️ 23.11.2025)

horw/esp-mcp (🥉4 · ⭐ 130) - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 13 · 📋 35 - 88% open · ⏱️ 27.12.2025)

File Systems

MCP servers for file systems

8b-is/smart-tree (🥇18 · ⭐ 210) - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token.. MIT

• GitHub (👨‍💻 6 · 🔀 21 · 📥 1K · 📋 7 - 14% open · ⏱️ 18.01.2026)

mark3labs/mcp-filesystem-server (🥈15 · ⭐ 580) - Golang implementation for local file system access. MIT

• GitHub (👨‍💻 8 · 🔀 91 · 📥 1.1K · 📦 29 · 📋 26 - 46% open · ⏱️ 23.11.2025)

cyberchitta/llm-context.py (🥉11 · ⭐ 290) - Share code context with LLMs via MCP or clipboard. Apache-2

• GitHub (👨‍💻 2 · 🔀 26 · 📋 5 - 60% open · ⏱️ 19.11.2025)

mamertofabian/mcp-everything-search (🥉10 · ⭐ 290) - Fast Windows file search using Everything SDK. MIT

• GitHub (👨‍💻 2 · 🔀 37 · 📥 120 · 📋 11 - 90% open · ⏱️ 20.10.2025)

isaacphi/mcp-gdrive (🥉9 · ⭐ 250 · 💤) - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. MIT

• GitHub (👨‍💻 3 · 🔀 90 · 📦 5 · 📋 10 - 70% open · ⏱️ 07.05.2025)

Finance & Fintech

MCP servers for finance & fintech

mcpdotdirect/evm-mcp-server (🥇14 · ⭐ 360) - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts,.. MIT

• GitHub (👨‍💻 9 · 🔀 81 · 📦 1 · 📋 8 - 25% open · ⏱️ 26.11.2025)

polygon-io/mcp_polygon (🥇14 · ⭐ 250 · 📉) - An MCP server that provides access to Polygon.io financial market data APIs for stocks, indices, forex, options, and.. MIT

• GitHub (👨‍💻 8 · 🔀 66 · 📋 24 - 75% open · ⏱️ 18.11.2025)

base/base-mcp (🥈13 · ⭐ 340 · 💤) - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet.. MIT

• GitHub (👨‍💻 7 · 🔀 110 · 📦 1 · 📋 9 - 55% open · ⏱️ 22.04.2025)

QuantConnect/mcp-server (🥈13 · ⭐ 63) - A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect.. Apache-2

• GitHub (👨‍💻 5 · 🔀 21 · 📋 22 - 27% open · ⏱️ 09.09.2025)

ferdousbhai/investor-agent (🥈12 · ⭐ 300) - Yahoo Finance integration to fetch stock market data including options recommendations. MIT

• GitHub (👨‍💻 6 · 🔀 49 · 📦 1 · ⏱️ 03.01.2026)

armorwallet/armor-crypto-mcp (🥈12 · ⭐ 190 · 💤) - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin.. ❗️GPL-3.0

• GitHub (👨‍💻 6 · 🔀 27 · ⏱️ 27.05.2025)

narumiruna/yfinance-mcp (🥈12 · ⭐ 89) - An MCP server that uses yfinance to obtain information from Yahoo Finance. MIT

• GitHub (👨‍💻 6 · 🔀 30 · ⏱️ 11.01.2026)

XeroAPI/xero-mcp-server (🥈11 · ⭐ 170) - An MCP server that integrates with Xeros API, allowing for standardized access to Xeros accounting and business.. MIT

• GitHub (👨‍💻 14 · 🔀 80 · 📋 23 - 73% open · ⏱️ 05.12.2025)

alchemyplatform/alchemy-mcp-server (🥈11 · ⭐ 72) - Allow AI agents to interact with Alchemys blockchain APIs. MIT

• GitHub (👨‍💻 4 · 🔀 28 · 📋 3 - 33% open · ⏱️ 04.12.2025)

ariadng/metatrader-mcp-server (🥉10 · ⭐ 150) - Enable AI LLMs to execute trades using MetaTrader 5 platform. MIT

• GitHub (👨‍💻 2 · 🔀 41 · 📥 37 · ⏱️ 09.10.2025)

heurist-network/heurist-mesh-mcp-server (🥉9 · ⭐ 63) - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation,.. MIT

• GitHub (👨‍💻 6 · 🔀 15 · ⏱️ 15.01.2026)

doggybee/mcp-server-ccxt (🥉8 · ⭐ 120 · 💤) - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library... MIT

• GitHub (👨‍💻 4 · 🔀 26 · 📦 1 · 📋 2 - 50% open · ⏱️ 03.06.2025)

kukapay/freqtrade-mcp (🥉8 · ⭐ 100) - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. MIT

• GitHub (🔀 30 · ⏱️ 06.12.2025)

QuantGeekDev/coincap-mcp (🥉7 · ⭐ 90 · 💤) - Real-time cryptocurrency market data integration using CoinCaps public API, providing access to crypto prices and.. MIT

• GitHub (👨‍💻 2 · 🔀 27 · 📦 2 · ⏱️ 30.01.2025)

OctagonAI/octagon-mcp-server (🥉7 · ⭐ 89) - Octagon AI Agents to integrate private and public market data. MIT

• GitHub (👨‍💻 4 · 🔀 19 · ⏱️ 21.07.2025)

berlinbra/alpha-vantage-mcp (🥉7 · ⭐ 88) - Alpha Vantage API integration to fetch both stock and crypto information. MIT

• GitHub (👨‍💻 6 · 🔀 36 · ⏱️ 22.10.2025)

aaronjmars/web3-research-mcp (🥉6 · ⭐ 150) - Deep Research for crypto - free & fully local. Apache-2

• GitHub (👨‍💻 3 · 🔀 56 · ⏱️ 31.10.2025)

kukapay/crypto-indicators-mcp (🥉6 · ⭐ 110) - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. MIT

• GitHub (🔀 42 · 📋 3 - 66% open · ⏱️ 06.12.2025)

kukapay/cryptopanic-mcp-server (🥉6 · ⭐ 63) - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. MIT

• GitHub (👨‍💻 2 · 🔀 22 · ⏱️ 09.12.2025)

Bankless/onchain-mcp (🥉5 · ⭐ 76 · 💤) - Bankless Onchain API to interact with smart contracts, query transaction and token information. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 20 · 📋 2 - 50% open · ⏱️ 18.03.2025)

Gaming

MCP servers for gaming

IvanMurzak/Unity-MCP (🥇24 · ⭐ 780) - MCP Server for Unity Editor and for a game made with Unity. Apache-2

• GitHub (👨‍💻 11 · 🔀 93 · 📥 15K · 📋 190 - 13% open · ⏱️ 18.01.2026)

CoderGamester/mcp-unity (🥈21 · ⭐ 1.2K · 📈) - MCP Server for Unity3d Game Engine integration for game development. MIT

• GitHub (👨‍💻 17 · 🔀 150 · 📥 310 · 📋 59 - 3% open · ⏱️ 13.01.2026)

Coding-Solo/godot-mcp (🥈14 · ⭐ 1.4K) - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing.. MIT

• GitHub (👨‍💻 6 · 🔀 170 · 📋 33 - 30% open · ⏱️ 05.01.2026)

pab1it0/chess-mcp (🥉11 · ⭐ 59) - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing.. MIT

• GitHub (🔀 17 · ⏱️ 15.11.2025)

opgginc/opgg-mcp (🥉9 · ⭐ 62) - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion.. MIT

• GitHub (👨‍💻 4 · 🔀 13 · 📋 7 - 14% open · ⏱️ 13.12.2025)

rishijatia/fantasy-pl-mcp (🥉8 · ⭐ 68) - An MCP server for real-time Fantasy Premier League data and analysis tools. MIT

• GitHub (👨‍💻 2 · 🔀 19 · 📦 1 · ⏱️ 15.08.2025)

Location Services

MCP servers for location services and geospatial data

mahdin75/gis-mcp (🥇16 · ⭐ 91) - A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations.. MIT

• GitHub (👨‍💻 12 · 🔀 33 · 📋 12 - 8% open · ⏱️ 18.12.2025)

jagan-shanmugam/open-streetmap-mcp (🥉7 · ⭐ 160 · 💤) - An OpenStreetMap MCP server with location-based services and geospatial data. MIT

• GitHub (👨‍💻 2 · 🔀 36 · ⏱️ 30.06.2025)

Knowledge & Memory

MCP servers for knowledge graphs and memory management

upstash/context7 (🥇25 · ⭐ 42K) - Up-to-date code documentation for LLMs and AI code editors. MIT

• GitHub (👨‍💻 100 · 🔀 2K · 📥 1K · 📋 1.1K - 7% open · ⏱️ 17.01.2026)

apecloud/ApeRAG (🥇18 · ⭐ 1K) - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your.. Apache-2

• GitHub (👨‍💻 20 · 🔀 110 · 📋 400 - 12% open · ⏱️ 13.01.2026)

graphlit/graphlit-mcp-server (🥈13 · ⭐ 370) - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then.. MIT

• GitHub (👨‍💻 4 · 🔀 50 · 📦 3 · ⏱️ 12.01.2026)

mem0ai/mem0-mcp (🥈12 · ⭐ 560) - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for.. Apache-2

• GitHub (👨‍💻 6 · 🔀 110 · 📋 4 - 25% open · ⏱️ 07.12.2025)

CheMiguel23/MemoryMesh (🥈12 · ⭐ 330) - Enhanced graph-based memory with a focus on AI role-play and story generation. MIT

• GitHub (👨‍💻 4 · 🔀 45 · ⏱️ 17.01.2026)

pi22by7/In-Memoria (🥈11 · ⭐ 140 · 🐣) - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and.. MIT

• GitHub (👨‍💻 3 · 🔀 27 · 📋 24 - 12% open · ⏱️ 23.12.2025)

lostintangent/gistpad-mcp (🥈10 · ⭐ 180) - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a.. MIT

• GitHub (👨‍💻 3 · 🔀 27 · 📋 21 - 4% open · ⏱️ 16.01.2026)

jinzcdev/markmap-mcp-server (🥈10 · ⭐ 160 · 💤) - An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports.. MIT

• GitHub (👨‍💻 2 · 🔀 27 · 📦 1 · ⏱️ 12.06.2025)

entanglr/zettelkasten-mcp (🥈10 · ⭐ 130 · 💤) - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you.. MIT

• GitHub (🔀 26 · 📋 7 - 71% open · ⏱️ 25.04.2025)

bitbonsai/mcp-obsidian (🥉9 · ⭐ 340 · 🐣) - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive.. ❗Unlicensed

• GitHub (👨‍💻 6 · 🔀 19 · 📋 13 - 38% open · ⏱️ 23.12.2025)

hannesrudolph/mcp-ragdocs (🥉9 · ⭐ 250) - An MCP server implementation that provides tools for retrieving and processing documentation through vector search,.. MIT

• GitHub (👨‍💻 4 · 🔀 29 · 📦 1 · ⏱️ 18.07.2025)

ragieai/ragie-mcp-server (🥉9 · ⭐ 85 · 💤) - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and.. MIT

• GitHub (👨‍💻 3 · 🔀 19 · ⏱️ 20.05.2025)

kaliaboi/mcp-zotero (🥉8 · ⭐ 140 · 💤) - A connector for LLMs to work with collections and sources on your Zotero Cloud. MIT

• GitHub (👨‍💻 3 · 🔀 18 · 📦 1 · ⏱️ 04.02.2025)

0xshellming/mcp-summarizer (🥉7 · ⭐ 150 · 💤) - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books,.. ❗Unlicensed

• GitHub (🔀 23 · ⏱️ 28.02.2025)

redleaves/context-keeper (🥉6 · ⭐ 130 · 🐣) - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-.. MIT

• GitHub (👨‍💻 2 · 🔀 4 · ⏱️ 13.01.2026)

Marketing

MCP servers for marketing

pipeboard-co/meta-ads-mcp (🥇14 · ⭐ 420) - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize.. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 110 · 📋 19 - 21% open · ⏱️ 19.12.2025)

open-strategy-partners/osp_marketing_tools (🥈10 · ⭐ 260 · 💤) - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing.. CC-BY-SA-4.0

• GitHub (👨‍💻 5 · 🔀 42 · ⏱️ 23.04.2025)

stape-io/google-tag-manager-mcp-server (🥉9 · ⭐ 88) - This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google.. Apache-2

• GitHub (👨‍💻 5 · 🔀 39 · 📋 2 - 50% open · ⏱️ 13.10.2025)

gomarble-ai/facebook-ads-mcp-server (🥉8 · ⭐ 210) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and.. MIT

• GitHub (👨‍💻 5 · 🔀 53 · 📋 2 - 50% open · ⏱️ 21.08.2025)

gomarble-ai/google-ads-mcp-server (🥉7 · ⭐ 89) - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management.. MIT

• GitHub (👨‍💻 2 · 🔀 34 · ⏱️ 17.12.2025)

Monitoring

MCP servers for monitoring

grafana/mcp-grafana (🥇25 · ⭐ 2.1K) - Search dashboards, investigate incidents and query datasources in your Grafana instance. Apache-2

• GitHub (👨‍💻 47 · 🔀 230 · 📥 48K · 📦 2 · 📋 150 - 26% open · ⏱️ 16.01.2026)

getsentry/sentry-mcp (🥈18 · ⭐ 510) - Sentry.io integration for error tracking and performance monitoring. ❗Unlicensed

• GitHub (👨‍💻 30 · 🔀 69 · 📥 110 · 📋 150 - 24% open · ⏱️ 16.01.2026)

VictoriaMetrics-Community/mcp-victoriametrics (🥈16 · ⭐ 110) - Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring,.. Apache-2

• GitHub (👨‍💻 9 · 🔀 13 · 📥 1K · 📋 17 - 23% open · ⏱️ 13.01.2026)

pydantic/logfire-mcp (🥉12 · ⭐ 140) - Provides access to OpenTelemetry traces and metrics through Logfire. MIT

• GitHub (👨‍💻 9 · 🔀 24 · 📦 1 · 📋 13 - 38% open · ⏱️ 05.01.2026)

mpeirone/zabbix-mcp-server (🥉9 · ⭐ 130) - Zabbix integration for hosts, items, triggers, templates, problems, data and more. ❗️GPL-3.0

• GitHub (👨‍💻 6 · 🔀 40 · 📋 12 - 41% open · ⏱️ 16.10.2025)

seekrays/mcp-monitor (🥉9 · ⭐ 76) - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to.. Apache-2

• GitHub (👨‍💻 5 · 🔀 17 · 📥 99 · ⏱️ 02.08.2025)

hyperb1iss/lucidity-mcp (🥉7 · ⭐ 77 · 💤) - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from.. Apache-2

• GitHub (🔀 21 · ⏱️ 19.03.2025)

Multimedia Process

MCP servers for multimedia process

sunriseapps/imagesorcery-mcp (🥇9 · ⭐ 270) - ComputerVision-based sorcery of image recognition and editing tools for AI assistants. MIT

• GitHub (👨‍💻 2 · 🔀 37 · 📋 6 - 33% open · ⏱️ 28.08.2025)

Search & Data Extraction

MCP servers for search and data extraction

brightdata/brightdata-mcp (🥇20 · ⭐ 1.9K) - Discover, extract, and interact with the web - one interface powering automated access across the public internet. MIT

• GitHub (👨‍💻 15 · 🔀 250 · 📋 34 - 8% open · ⏱️ 18.01.2026)

exa-labs/exa-mcp-server (🥇18 · ⭐ 3.6K) - A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This.. MIT

• GitHub (👨‍💻 15 · 🔀 270 · 📦 5 · 📋 53 - 39% open · ⏱️ 15.01.2026)

brave/brave-search-mcp-server (🥇17 · ⭐ 520) - Web search capabilities using Braves Search API. MIT

• GitHub (👨‍💻 17 · 🔀 110 · 📋 30 - 36% open · ⏱️ 16.01.2026)

ihor-sokoliuk/mcp-searxng (🥇15 · ⭐ 400) - A Model Context Protocol Server for SearXNG. MIT

• GitHub (👨‍💻 11 · 🔀 70 · 📦 5 · 📋 27 - 40% open · ⏱️ 09.11.2025)

lfnovo/content-core (🥇15 · ⭐ 110) - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web.. MIT

• GitHub (👨‍💻 5 · 🔀 27 · 📦 25 · 📋 8 - 62% open · ⏱️ 16.01.2026)

blazickjp/arxiv-mcp-server (🥈14 · ⭐ 2K) - Search ArXiv research papers. Apache-2

• GitHub (👨‍💻 9 · 🔀 160 · 📦 12 · 📋 34 - 82% open · ⏱️ 19.08.2025)

Aas-ee/open-webSearch (🥈13 · ⭐ 590) - Web search using free multi-engine search (NO API KEYS REQUIRED) Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. Apache-2

• GitHub (👨‍💻 4 · 🔀 93 · 📋 22 - 36% open · ⏱️ 26.10.2025)

apify/mcp-server-rag-web-browser (🥈13 · ⭐ 200) - An MCP server for Apifys open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in.. Apache-2

• GitHub (👨‍💻 3 · 🔀 27 · ⏱️ 21.08.2025)

tinyfish-io/agentql-mcp (🥈13 · ⭐ 140) - MCP server that provides AgentQLs data extraction capabilities. MIT

• GitHub (👨‍💻 5 · 🔀 32 · 📦 3 · ⏱️ 27.12.2025)

jae-jae/fetcher-mcp (🥈12 · ⭐ 960 · 📈) - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and.. MIT

• GitHub (👨‍💻 5 · 🔀 88 · 📋 14 - 7% open · ⏱️ 14.01.2026)

mikechao/brave-search-mcp (🥈12 · ⭐ 91) - Web, Image, News, Video, and Local Point of Interest search capabilities using Braves Search API. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 16 · 📥 98 · 📦 1 · ⏱️ 12.01.2026)

nickclyde/duckduckgo-mcp-server (🥈11 · ⭐ 730 · 💤) - Web search using DuckDuckGo. MIT

• GitHub (👨‍💻 5 · 🔀 130 · 📦 12 · ⏱️ 11.03.2025)

kagisearch/kagimcp (🥈11 · ⭐ 260) - Official Kagi Search MCP Server. MIT

• GitHub (👨‍💻 6 · 🔀 30 · 📋 8 - 25% open · ⏱️ 17.11.2025)

andybrandt/mcp-simple-arxiv (🥈11 · ⭐ 180) - MCP for LLM to search and read papers from arXiv. MIT

• GitHub (👨‍💻 6 · 🔀 24 · 📦 35 · ⏱️ 07.09.2025)

fatwang2/search1api-mcp (🥈11 · ⭐ 160 · 💤) - Search via search1api (requires paid API key). MIT

• GitHub (👨‍💻 2 · 🔀 38 · 📦 2 · 📋 5 - 20% open · ⏱️ 06.04.2025)

vectorize-io/vectorize-mcp-server (🥉10 · ⭐ 100 · 💤) - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text.. MIT

• GitHub (👨‍💻 6 · 🔀 25 · ⏱️ 12.06.2025)

jae-jae/g-search-mcp (🥉9 · ⭐ 240 · 💤) - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. MIT

• GitHub (🔀 27 · 📋 5 - 40% open · ⏱️ 14.06.2025)

hellokaton/unsplash-mcp-server (🥉9 · ⭐ 200) - A MCP server for Unsplash image search. MIT

• GitHub (👨‍💻 3 · 🔀 21 · 📋 8 - 25% open · ⏱️ 07.07.2025)

andybrandt/mcp-simple-pubmed (🥉8 · ⭐ 150) - MCP to search and read medical / life sciences papers from PubMed. MIT

• GitHub (👨‍💻 7 · 🔀 33 · 📋 4 - 75% open · ⏱️ 17.12.2025)

just-every/mcp-read-website-fast (🥉8 · ⭐ 130) - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving.. MIT

• GitHub (👨‍💻 3 · 🔀 21 · 📋 4 - 25% open · ⏱️ 29.08.2025)

nkapila6/mcp-local-rag (🥉8 · ⭐ 96) - primitive RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. MIT

• GitHub (👨‍💻 5 · 🔀 17 · ⏱️ 05.01.2026)

reading-plus-ai/mcp-server-deep-research (🥉7 · ⭐ 200 · 💤) - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise.. MIT

• GitHub (👨‍💻 2 · 🔀 24 · ⏱️ 25.03.2025)

scrapeless-ai/scrapeless-mcp-server (🥉7 · ⭐ 150) - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web.. MIT

• GitHub (👨‍💻 4 · 🔀 23 · 📦 1 · ⏱️ 23.09.2025)

just-every/mcp-screenshot-website-fast (🥉7 · ⭐ 97) - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for.. MIT

• GitHub (👨‍💻 3 · 🔀 10 · ⏱️ 21.07.2025)

takashiishida/arxiv-latex-mcp (🥉7 · ⭐ 82) - Get the LaTeX source of arXiv papers to handle mathematical content and equations. MIT

• GitHub (🔀 8 · 📥 99 · ⏱️ 15.08.2025)

ConechoAI/openai-websearch-mcp (🥉7 · ⭐ 81) - This is a Python-based MCP server that provides OpenAI web_search build-in tool. MIT

• GitHub (👨‍💻 3 · 🔀 18 · ⏱️ 12.09.2025)

ChanMeng666/server-google-news (🥉6 · ⭐ 100) - Google News integration with automatic topic categorization, multi-language support, and comprehensive search.. MIT

• GitHub (👨‍💻 9 · 🔀 20 · 📋 3 - 66% open · ⏱️ 01.01.2026)

OctagonAI/octagon-deep-research-mcp (🥉6 · ⭐ 80 · 💤) - Lightning-Fast, High-Accuracy Deep Research Agent. MIT

• GitHub (👨‍💻 2 · 🔀 13 · ⏱️ 03.06.2025)

leehanchung/bing-search-mcp (🥉6 · ⭐ 69 · 💤) - Web search capabilities using Microsoft Bing Search API. MIT

• GitHub (🔀 8 · ⏱️ 04.04.2025)

erithwik/mcp-hn (🥉6 · ⭐ 58) - An MCP server to search Hacker News, get top stories, and more. MIT

• GitHub (👨‍💻 5 · 🔀 18 · 📦 1 · ⏱️ 14.07.2025)

deadletterq/mcp-opennutrition (🥉5 · ⭐ 150 · 💤) - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. ❗️GPL-3.0

• GitHub (👨‍💻 2 · 🔀 18 · ⏱️ 11.06.2025)

SecretiveShell/MCP-searxng (🥉5 · ⭐ 110 · 💤) - An MCP Server to connect to searXNG instances. MIT

• GitHub (👨‍💻 3 · 🔀 20 · 📋 2 - 50% open · ⏱️ 21.02.2025)

zhsama/duckduckgo-mcp-server (🥉5 · ⭐ 69 · 💤) - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. MIT

• GitHub (👨‍💻 2 · 🔀 8 · 📋 4 - 25% open · ⏱️ 04.04.2025)

Security

MCP servers for security analysis and vulnerability scanning

mrexodia/ida-pro-mcp (🥇22 · ⭐ 5.1K) - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement.. MIT

• GitHub (👨‍💻 31 · 🔀 540 · 📋 140 - 24% open · ⏱️ 09.01.2026)

zinja-coder/jadx-ai-mcp (🥇21 · ⭐ 1.1K) - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol.. Apache-2

• GitHub (👨‍💻 5 · 🔀 120 · 📥 21K · 📋 45 - 22% open · ⏱️ 08.01.2026)

LaurieWired/GhidraMCP (🥈18 · ⭐ 7.1K · 💤) - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides.. Apache-2

• GitHub (👨‍💻 10 · 🔀 540 · 📥 23K · 📋 71 - 54% open · ⏱️ 23.06.2025)

mariocandela/beelzebub (🥈18 · ⭐ 1.8K) - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt.. ❗️GPL-3.0

• GitHub (👨‍💻 13 · 🔀 170 · 📋 30 - 6% open · ⏱️ 15.01.2026)

gbrigandi/mcp-server-wazuh (🥈17 · ⭐ 160) - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for.. MIT

• GitHub (🔀 45 · 📥 1.3K · 📋 18 - 11% open · ⏱️ 08.12.2025)

jtang613/GhidrAssistMCP (🥈16 · ⭐ 400 · 🐣) - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no.. MIT

• GitHub (👨‍💻 7 · 🔀 30 · 📥 1.6K · 📋 11 - 18% open · ⏱️ 12.01.2026)

radareorg/radare2-mcp (🥈14 · ⭐ 120) - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse.. MIT

• GitHub (👨‍💻 8 · 🔀 24 · 📥 120 · 📋 10 - 40% open · ⏱️ 09.12.2025)

zinja-coder/apktool-mcp-server (🥉13 · ⭐ 280) - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. Apache-2

• GitHub (👨‍💻 3 · 🔀 38 · 📥 770 · ⏱️ 12.09.2025)

fosdickio/binary_ninja_mcp (🥉13 · ⭐ 170) - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client... ❗️GPL-3.0

• GitHub (👨‍💻 7 · 🔀 45 · 📋 35 - 48% open · ⏱️ 23.12.2025)

semgrep/mcp (🥉11 · ⭐ 630) - Allow AI agents to scan code for security vulnerabilites using Semgrep. MIT

• GitHub (👨‍💻 18 · 🔀 55 · 📋 29 - 41% open · ⏱️ 28.10.2025)

BurtTheCoder/mcp-maigret (🥉9 · ⭐ 220 · 💤) - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This.. MIT

• GitHub (👨‍💻 5 · 🔀 33 · 📦 1 · ⏱️ 03.03.2025)

securityfortech/secops-mcp (🥉9 · ⭐ 170) - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface... MIT

• GitHub (👨‍💻 5 · 🔀 26 · ⏱️ 17.09.2025)

BurtTheCoder/mcp-shodan (🥉7 · ⭐ 99 · 💤) - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches,.. MIT

• GitHub (👨‍💻 4 · 🔀 18 · 📦 1 · ⏱️ 03.03.2025)

13bm/GhidraMCP (🥉7 · ⭐ 83 · 💤) - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for.. ❗Unlicensed

• GitHub (🔀 15 · 📥 290 · ⏱️ 26.03.2025)

BurtTheCoder/mcp-virustotal (🥉6 · ⭐ 100 · 💤) - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and.. MIT

• GitHub (👨‍💻 4 · 🔀 15 · 📦 1 · 📋 2 - 50% open · ⏱️ 03.03.2025)

roadwy/cve-search_mcp (🥉5 · ⭐ 78) - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to.. MIT

• GitHub (👨‍💻 4 · 🔀 14 · 📋 2 - 50% open · ⏱️ 26.07.2025)

Social Media

Integration with social media platforms to allow posting, analytics, and interaction management

karanb192/reddit-mcp-buddy (🥇14 · ⭐ 340 · 🐣) - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude.. MIT

• GitHub (🔀 51 · 📥 640 · ⏱️ 22.10.2025)

HagaiHen/facebook-mcp-server (🥉8 · ⭐ 93) - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the.. MIT

• GitHub (👨‍💻 3 · 🔀 35 · ⏱️ 20.08.2025)

Sports

MCP servers for sports data and analytics

r-huijts/strava-mcp (🥇12 · ⭐ 220) - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs. MIT

• GitHub (👨‍💻 12 · 🔀 32 · 📋 7 - 42% open · ⏱️ 13.01.2026)

Support & Service Management

MCP servers for support & service management

sooperset/mcp-atlassian (🥇23 · ⭐ 4K) - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data.. MIT

• GitHub (👨‍💻 66 · 🔀 820 · 📦 6 · 📋 320 - 31% open · ⏱️ 12.01.2026)

nguyenvanduocit/jira-mcp (🥉12 · ⭐ 79) - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool.. MIT

• GitHub (👨‍💻 6 · 🔀 19 · 📥 1.2K · 📋 7 - 14% open · ⏱️ 10.11.2025)

Text-to-Speech

MCP servers for text-to-speech

mbailey/voicemode (🥇20 · ⭐ 600) - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through.. MIT

• GitHub (👨‍💻 14 · 🔀 76 · 📋 61 - 4% open · ⏱️ 18.01.2026)

mberg/kokoro-tts-mcp (🥉6 · ⭐ 71) - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local.. Apache-2

• GitHub (👨‍💻 3 · 🔀 15 · ⏱️ 12.09.2025)

Translation Services

MCP servers for translation services

translated/lara-mcp (🥇8 · ⭐ 75) - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and.. MIT

• GitHub (👨‍💻 3 · 🔀 16 · 📦 2 · ⏱️ 06.10.2025)

Travel & Transportation

MCP servers for travel services and transportation

openbnb-org/mcp-server-airbnb (🥇10 · ⭐ 360) - Provides tools to search Airbnb and get listing details. MIT

• GitHub (👨‍💻 3 · 🔀 92 · 📥 460 · 📋 15 - 33% open · ⏱️ 18.07.2025)

cobanov/teslamate-mcp (🥉9 · ⭐ 110) - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query.. MIT

• GitHub (👨‍💻 5 · 🔀 13 · ⏱️ 29.11.2025)

Version Control

MCP servers for version control

github/github-mcp-server (🥇32 · ⭐ 26K) - Official GitHub server for integration with repository management, PRs, issues, and more. MIT

• GitHub (👨‍💻 100 · 🔀 3.3K · 📥 220K · 📦 4 · 📋 680 - 20% open · ⏱️ 16.01.2026)

Tiberriver256/mcp-server-azure-devops (🥈16 · ⭐ 320) - Azure DevOps integration for repository management, work items, and pipelines. MIT

• GitHub (👨‍💻 14 · 🔀 110 · 📋 67 - 28% open · ⏱️ 19.11.2025)

adhikasp/mcp-git-ingest (🥉9 · ⭐ 300 · 💤) - Read and analyze GitHub repositories with your LLM. MIT

• GitHub (👨‍💻 3 · 🔀 41 · ⏱️ 26.01.2025)

kopfrechner/gitlab-mr-mcp (🥉9 · ⭐ 76) - Interact seamlessly with issues and merge requests of your GitLab projects. MIT

• GitHub (👨‍💻 8 · 🔀 23 · 📋 8 - 37% open · ⏱️ 19.08.2025)

Workplace & Productivity

MCP servers for workplace & productivity

taylorwilsdon/google_workspace_mcp (🥇23 · ⭐ 1.2K) - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats,.. MIT

• GitHub (👨‍💻 41 · 🔀 340 · 📥 2.5K · 📋 140 - 17% open · ⏱️ 07.01.2026)

MarkusPfundstein/mcp-gsuite (🥉11 · ⭐ 470 · 💤) - Integration with gmail and Google Calendar. MIT

• GitHub (👨‍💻 6 · 🔀 91 · 📦 3 · 📋 24 - 66% open · ⏱️ 14.04.2025)

takumi0706/google-calendar-mcp (🥉10 · ⭐ 53) - An MCP server to interface with the Google Calendar API. Based on TypeScript. MIT

• GitHub (👨‍💻 3 · 🔀 8 · 📦 1 · ⏱️ 21.09.2025)

Other Tools and Integrations

MCP servers for other tools and integrations

jlowin/fastmcp (🥇34 · ⭐ 22K) - A high-level framework for building MCP servers in Python. Apache-2

• GitHub (👨‍💻 180 · 🔀 1.6K · 📦 9.7K · 📋 1.2K - 18% open · ⏱️ 18.01.2026)

mediar-ai/screenpipe (🥇26 · ⭐ 16K) - Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-.. MIT

• GitHub (👨‍💻 85 · 🔀 1.3K · 📥 21K · 📋 1.1K - 21% open · ⏱️ 09.12.2025)

punkpeye/fastmcp (🥇26 · ⭐ 2.9K) - A high-level framework for building MCP servers in TypeScript. MIT

• GitHub (👨‍💻 50 · 🔀 240 · 📦 1.4K · 📋 120 - 30% open · ⏱️ 19.01.2026)

apify/apify-mcp-server (🥇21 · ⭐ 700) - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search.. MIT

• GitHub (👨‍💻 17 · 🔀 93 · 📥 2.7K · 📦 3 · 📋 130 - 16% open · ⏱️ 15.01.2026)

wanaku-ai/wanaku (🥇19 · ⭐ 93) - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating.. Apache-2

• GitHub (👨‍💻 17 · 🔀 33 · 📥 950 · 📋 230 - 30% open · ⏱️ 14.01.2026)

metorial/metorial (🥈17 · ⭐ 3.2K) - Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included. Apache-2

• GitHub (👨‍💻 7 · 🔀 340 · ⏱️ 23.12.2025)

chrishayuk/mcp-cli (🥈16 · ⭐ 1.8K) - Yet another CLI tool for testing MCP servers. ❗Unlicensed

• GitHub (👨‍💻 19 · 🔀 300 · 📋 85 - 17% open · ⏱️ 13.12.2025)

PV-Bhat/vibe-check-mcp-server (🥈15 · ⭐ 450 · 📉) - An MCP server that prevents cascading errors and scope creep by calling a Vibe-check agent to ensure user alignment. MIT

• GitHub (👨‍💻 10 · 🔀 59 · 📋 14 - 28% open · ⏱️ 06.11.2025)

caol64/wenyan-mcp (🥈13 · ⭐ 980) - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. Apache-2

• GitHub (👨‍💻 2 · 🔀 110 · 📋 35 - 71% open · ⏱️ 14.01.2026)

suekou/mcp-notion-server (🥈13 · ⭐ 840 · 💤) - Interacting with Notion API. MIT

• GitHub (👨‍💻 9 · 🔀 150 · 📋 26 - 42% open · ⏱️ 14.05.2025)

thingsboard/thingsboard-mcp (🥈13 · ⭐ 83) - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your.. Apache-2

• GitHub (👨‍💻 4 · 🔀 15 · 📥 89 · 📋 16 - 25% open · ⏱️ 22.12.2025)

MarkusPfundstein/mcp-obsidian (🥈12 · ⭐ 2.7K · 💤) - Interacting with Obsidian via REST API. MIT

• GitHub (👨‍💻 17 · 🔀 330 · 📦 1 · 📋 59 - 81% open · ⏱️ 28.06.2025)

evalstate/mcp-hfspace (🥈12 · ⭐ 380 · 💤) - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports.. MIT

• GitHub (👨‍💻 7 · 🔀 58 · 📦 2 · 📋 14 - 57% open · ⏱️ 13.06.2025)

blurrah/mcp-graphql (🥈12 · ⭐ 350) - Allows the AI to query GraphQL servers. MIT

• GitHub (👨‍💻 7 · 🔀 57 · 📥 130 · 📦 2 · 📋 16 - 31% open · ⏱️ 31.07.2025)

ttommyth/interactive-mcp (🥈12 · ⭐ 330) - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. MIT

• GitHub (👨‍💻 5 · 🔀 29 · 📦 1 · 📋 16 - 43% open · ⏱️ 09.09.2025)

ivnvxd/mcp-server-odoo (🥈12 · ⭐ 140) - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. MPL-2.0

• GitHub (👨‍💻 2 · 🔀 73 · 📋 17 - 58% open · ⏱️ 14.09.2025)

ivo-toby/contentful-mcp (🥈12 · ⭐ 61) - Update, create, delete content, content-models and assets in your Contentful Space. MIT

• GitHub (👨‍💻 6 · 🔀 16 · 📋 17 - 41% open · ⏱️ 17.01.2026)

wong2/mcp-cli (🥈11 · ⭐ 400) - CLI tool for testing MCP servers. ❗️GPL-3.0

• GitHub (👨‍💻 4 · 🔀 34 · 📦 57 · 📋 14 - 50% open · ⏱️ 07.08.2025)

tacticlaunch/mcp-linear (🥈11 · ⭐ 120) - Integrates with Linear project management system. MIT

• GitHub (👨‍💻 6 · 🔀 25 · 📦 2 · 📋 7 - 71% open · ⏱️ 05.09.2025)

roychri/mcp-server-asana (🥈11 · ⭐ 110) - This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as.. MIT

• GitHub (👨‍💻 7 · 🔀 40 · ⏱️ 08.01.2026)

anaisbetts/mcp-youtube (🥉10 · ⭐ 490 · 💤) - Fetch YouTube subtitles. MIT

• GitHub (👨‍💻 3 · 🔀 56 · 📋 10 - 70% open · ⏱️ 20.03.2025)

inkbytefo/ScreenMonitorMCP (🥉10 · ⭐ 68 · 🐣) - Real-time screen analysis, context-aware recording, and UI monitoring MCP server. Supports AI vision, event hooks, and.. MIT

• GitHub (👨‍💻 3 · 🔀 18 · ⏱️ 06.08.2025)

smithery-ai/mcp-obsidian (🥉9 · ⭐ 1.3K) - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown.. ❗️AGPL-3.0

• GitHub (👨‍💻 7 · 🔀 81 · 📋 27 - 55% open · ⏱️ 02.01.2026)

tevonsb/homeassistant-mcp (🥉9 · ⭐ 520 · 💤) - Access Home Assistant data and control devices (lights, switches, thermostats, etc). Apache-2

• GitHub (👨‍💻 3 · 🔀 46 · 📋 15 - 93% open · ⏱️ 01.02.2025)

awkoy/replicate-flux-mcp (🥉9 · ⭐ 84) - Provides the ability to generate images via Replicates API. MIT

• GitHub (👨‍💻 4 · 🔀 16 · 📦 1 · ⏱️ 06.08.2025)

marcelmarais/spotify-mcp-server (🥉8 · ⭐ 220) - Control Spotify playback and manage playlists. ❗Unlicensed

• GitHub (👨‍💻 11 · 🔀 56 · 📋 7 - 28% open · ⏱️ 11.01.2026)

nguyenvanduocit/all-in-one-model-context-protocol (🥉8 · ⭐ 96 · 💤) - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge.. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 10 · 📥 340 · ⏱️ 24.02.2025)

apinetwork/piapi-mcp-server (🥉8 · ⭐ 66) - PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly.. MIT

• GitHub (👨‍💻 5 · 🔀 22 · ⏱️ 15.08.2025)

NON906/omniparser-autogui-mcp (🥉8 · ⭐ 61 · 💤) - Automatic operation of on-screen GUI. MIT

• GitHub (🔀 12 · ⏱️ 02.03.2025)

johannesbrandenburger/typst-mcp (🥉7 · ⭐ 96) - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst,.. MIT

• GitHub (👨‍💻 3 · 🔀 10 · ⏱️ 08.12.2025)

rember/rember-mcp (🥉7 · ⭐ 60 · 💤) - Create spaced repetition flashcards in Rember to remember anything you learn in your chats. MIT

• GitHub (🔀 9 · 📦 1 · ⏱️ 28.03.2025)

integromat/make-mcp-server (🥉6 · ⭐ 150) - Turn your Make scenarios into callable tools for AI assistants. MIT

• GitHub (👨‍💻 3 · 🔀 41 · 📋 2 - 50% open · ⏱️ 27.10.2025)

githejie/mcp-server-calculator (🥉6 · ⭐ 140 · 💤) - This server enables LLMs to use calculator for precise numerical calculations. MIT

• GitHub (🔀 21 · 📋 2 - 50% open · ⏱️ 10.05.2025)

Seym0n/tiktok-mcp (🥉6 · ⭐ 120 · 💤) - Interact with TikTok videos. MIT

• GitHub (👨‍💻 2 · 🔀 18 · ⏱️ 10.06.2025)

Rai220/think-mcp (🥉6 · ⭐ 90 · 💤) - Enhances any agents reasoning capabilities by integrating the think-tools, as described in Anthropics article. MIT

• GitHub (🔀 11 · ⏱️ 16.04.2025)

SecretiveShell/MCP-wolfram-alpha (🥉6 · ⭐ 71) - An MCP server for querying wolfram alpha API. MIT

• GitHub (👨‍💻 4 · 🔀 18 · 📋 3 - 33% open · ⏱️ 18.08.2025)

allenporter/mcp-server-home-assistant (🥉6 · ⭐ 66 · 💤) - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control. Apache-2

• GitHub (👨‍💻 2 · 🔀 8 · 📋 6 - 66% open · ⏱️ 02.03.2025)

hiromitsusasaki/raindrop-io-mcp-server (🥉6 · ⭐ 66 · 💤) - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). ❗Unlicensed

• GitHub (👨‍💻 4 · 🔀 15 · ⏱️ 04.06.2025)

mrjoshuak/godoc-mcp (🥉5 · ⭐ 96 · 💤) - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types.. MIT

• GitHub (🔀 13 · 📋 4 - 75% open · ⏱️ 25.06.2025)

isaacwasserman/mcp-vegalite-server (🥉4 · ⭐ 95 · 💤) - Generate visualizations from fetched data using the VegaLite format and renderer. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 19 · 📋 4 - 25% open · ⏱️ 16.05.2025)

Related Resources

• Awesome MCP Servers: A curated list of awesome Model Context Protocol (MCP) servers.
• Awesome MCP Clients: A curated list of awesome Model Context Protocol (MCP) clients.
• Best-of lists: Discover other best-of lists with awesome open-source projects on all kinds of topics.

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Contributions are encouraged and always welcome! If you like to add or update projects, choose one of the following ways:

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