best-of-mcp-servers

🏆  A ranked list of MCP servers. Updated weekly.

This curated list contains 400 awesome MCP (Model Context Protocol) servers with a total of 1M 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 16 projects
• Art & Culture 10 projects
• Browser Automation 14 projects
• Biology Medicine and Bioinformatics 3 projects
• Cloud Platforms 20 projects
• Code Execution 5 projects
• Coding Agents 12 projects
• Command Line 7 projects
• Communication 15 projects
• Customer Data Platforms 4 projects
• Databases 47 projects
• Data Platforms 2 projects
• Data Science Tools 7 projects
• Developer Tools 67 projects
• Embedded System 2 projects
• File Systems 6 projects
• Finance & Fintech 20 projects
• Gaming 7 projects
• Location Services 3 projects
• Knowledge & Memory 17 projects
• Marketing 5 projects
• Monitoring 8 projects
• Multimedia Process 2 projects
• Search & Data Extraction 32 projects
• Security 18 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 3 projects
• Workplace & Productivity 4 projects
• Other Tools and Integrations 38 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

Aggregators

MCP servers for aggregators

mindsdb/mindsdb (🥇29 · ⭐ 39K) - Connect and unify data across various platforms and databases with MindsDB as a single MCP server. ❗Unlicensed

• GitHub (👨‍💻 910 · 🔀 6.2K · 📋 4.4K - 1% open · ⏱️ 30.04.2026)

PipedreamHQ/pipedream (🥇29 · ⭐ 11K) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. ❗Unlicensed

• GitHub (👨‍💻 280 · 🔀 5.6K · 📦 14 · 📋 13K - 31% open · ⏱️ 05.05.2026)

juspay/neurolink (🥈21 · ⭐ 87) - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models.. MIT

• GitHub (👨‍💻 63 · 🔀 100 · 📦 17 · 📋 340 - 74% open · ⏱️ 04.05.2026)

metatool-ai/metamcp (🥈19 · ⭐ 2.3K) - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. MIT

• GitHub (👨‍💻 20 · 🔀 330 · 📋 170 - 44% open · ⏱️ 08.02.2026)

julien040/anyquery (🥈19 · ⭐ 1.7K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed

• GitHub (👨‍💻 11 · 🔀 120 · 📥 14K · 📦 48 · 📋 34 - 17% open · ⏱️ 25.03.2026)

mcpjungle/MCPJungle (🥈19 · ⭐ 1K) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0

• GitHub (👨‍💻 20 · 🔀 130 · 📥 4.6K · 📋 110 - 46% open · ⏱️ 04.05.2026)

1mcp-app/agent (🥈18 · ⭐ 430) - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. Apache-2

• GitHub (👨‍💻 6 · 🔀 47 · 📥 2.4K · 📦 1 · 📋 22 - 22% open · ⏱️ 29.04.2026)

TheLunarCompany/lunar (🥈18 · ⭐ 420) - MCPX is a production-ready, open-source gateway to manage MCP servers at scalecentralize tool discovery, access.. MIT

• GitHub (👨‍💻 35 · 🔀 32 · 📋 25 - 32% open · ⏱️ 05.05.2026)

sxhxliang/mcp-access-point (🥉12 · ⭐ 170) - Turn a web service into an MCP server in one click without making any code changes. MIT

• GitHub (👨‍💻 5 · 🔀 30 · 📋 16 - 12% open · ⏱️ 11.03.2026)

microsoft/mcp-gateway (🥉11 · ⭐ 620) - A reverse proxy and management layer for MCP servers, enabling scalable, session-aware routing and lifecycle.. MIT

• GitHub (👨‍💻 5 · 🔀 66 · 📋 16 - 43% open · ⏱️ 16.04.2026)

K-Dense-AI/claude-skills-mcp (🥉11 · ⭐ 380) - Intelligent search capabilities to let every model and client use Claude Agent Skills like native. MIT

• GitHub (👨‍💻 3 · 🔀 60 · 📋 6 - 83% open · ⏱️ 08.04.2026)

VeriTeknik/pluggedin-mcp-proxy (🥉11 · ⭐ 130) - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility.. Apache-2

• GitHub (👨‍💻 7 · 🔀 27 · ⏱️ 28.02.2026)

sitbon/magg (🥉9 · ⭐ 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 · 📥 95 · 📋 3 - 66% open · ⏱️ 07.08.2025)

boltmcp/boltmcp (🥉8 · ⭐ 350) - Enterprise-grade MCP orchestration platform to create, deploy, and manage custom MCP servers on-premises. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 43 · ⏱️ 21.03.2026)

SureScaleAI/openai-gpt-image-mcp (🥉6 · ⭐ 100 · 💤) - OpenAI GPT image generation/editing MCP server. MIT

• GitHub (👨‍💻 2 · 🔀 36 · 📋 2 - 50% open · ⏱️ 31.05.2025)

tigranbs/mcgravity (🥉6 · ⭐ 96) - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing.. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 11 · 📥 250 · ⏱️ 15.02.2026)

Art & Culture

MCP servers for art and culture

ahujasid/blender-mcp (🥇17 · ⭐ 21K) - MCP server for working with Blender. MIT

• GitHub (👨‍💻 20 · 🔀 2.1K · 📋 130 - 33% open · ⏱️ 23.01.2026)

samuelgursky/davinci-resolve-mcp (🥇17 · ⭐ 970) - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media.. MIT

• GitHub (👨‍💻 6 · 🔀 110 · 📋 20 - 20% open · ⏱️ 05.05.2026)

jau123/MeiGen-AI-Design-MCP (🥈14 · ⭐ 950 · 🐣) - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-.. MIT

• GitHub (🔀 130 · 📋 4 - 50% open · ⏱️ 30.04.2026)

cswkim/discogs-mcp-server (🥈14 · ⭐ 97) - MCP server to interact with the Discogs API. MIT

• GitHub (👨‍💻 2 · 🔀 13 · 📦 2 · 📋 6 - 16% open · ⏱️ 04.05.2026)

yuna0x0/anilist-mcp (🥉11 · ⭐ 75) - A MCP server integrating AniList API for anime and manga information. MIT

• GitHub (👨‍💻 3 · 🔀 12 · 📥 7.8K · 📦 2 · ⏱️ 28.11.2025)

abhiemj/manim-mcp-server (🥉9 · ⭐ 590 · 💤) - A local MCP server that generates animations using Manim. MIT

• GitHub (🔀 71 · ⏱️ 19.05.2025)

cantian-ai/bazi-mcp (🥉9 · ⭐ 370 · 💤) - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis. ISC

• GitHub (👨‍💻 5 · 🔀 150 · 📋 3 - 66% open · ⏱️ 11.10.2025)

burningion/video-editing-mcp (🥉9 · ⭐ 260 · 💤) - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 38 · ⏱️ 09.10.2025)

diivi/aseprite-mcp (🥉8 · ⭐ 160) - MCP server using the Aseprite API to create pixel art. MIT

• GitHub (👨‍💻 4 · 🔀 17 · ⏱️ 04.05.2026)

Show 1 hidden projects...

• omni-mcp/isaac-sim-mcp (🥉9 · ⭐ 160 · 💀) - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. MIT

Browser Automation

MCP servers for browser automation and web interaction

bytedance/UI-TARS-desktop (🥇31 · ⭐ 30K · 📉) - Browser automation capabilities using Puppeteer, both support local and remote browser connection. Apache-2

• GitHub (👨‍💻 49 · 🔀 2.9K · 📥 330K · 📦 57 · 📋 530 - 59% open · ⏱️ 27.03.2026)

Skyvern-AI/skyvern (🥇30 · ⭐ 22K · 📈) - Automates browser-based workflows using LLMs and computer vision navigate pages, fill forms, extract data, handle.. ❗️AGPL-3.0

• GitHub (👨‍💻 86 · 🔀 2K · 📦 44 · 📋 340 - 13% open · ⏱️ 05.05.2026)

microsoft/playwright-mcp (🥈28 · ⭐ 32K) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility.. Apache-2

• GitHub (👨‍💻 67 · 🔀 2.6K · 📥 65K · 📋 830 - 0% open · ⏱️ 05.05.2026)

browserbase/mcp-server-browserbase (🥈19 · ⭐ 3.3K) - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more). Apache-2

• GitHub (👨‍💻 16 · 🔀 350 · 📦 13 · 📋 47 - 57% open · ⏱️ 05.05.2026)

eat-pray-ai/yutu (🥈19 · ⭐ 450) - A fully functional MCP server and CLI for YouTube to automate YouTube operation. Apache-2

• GitHub (👨‍💻 5 · 🔀 42 · 📥 11K · 📋 15 - 20% open · ⏱️ 04.05.2026)

FradSer/mcp-server-apple-events (🥈17 · ⭐ 100) - An MCP server for interacting with Apple Reminders on macOS. MIT

• GitHub (👨‍💻 14 · 🔀 34 · 📋 36 - 8% open · ⏱️ 23.04.2026)

executeautomation/mcp-playwright (🥉16 · ⭐ 5.5K) - An MCP server using Playwright for browser automation and webscrapping. MIT

• GitHub (👨‍💻 34 · 🔀 500 · 📋 100 - 20% open · ⏱️ 13.12.2025)

kontext-dev/browser-use-mcp-server (🥉13 · ⭐ 820 · 💤) - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc.. MIT

• GitHub (👨‍💻 7 · 🔀 110 · 📥 160 · 📋 24 - 58% open · ⏱️ 10.07.2025)

eyalzh/browser-control-mcp (🥉13 · ⭐ 280) - An MCP server paired with a browser extension that enables LLM clients to control the users browser (Firefox). MIT

• GitHub (👨‍💻 3 · 🔀 61 · 📥 6.4K · 📋 14 - 50% open · ⏱️ 31.03.2026)

refreshdotdev/web-eval-agent (🥉12 · ⭐ 1.2K) - An MCP Server that autonomously debugs web applications with browser-use browser agents. Apache-2

• GitHub (👨‍💻 7 · 🔀 110 · 📋 15 - 20% open · ⏱️ 22.11.2025)

VikashLoomba/MCP-Server-Playwright (🥉12 · ⭐ 290 · 💤) - A Model Context Protocol server that provides browser automation capabilities using Playwright. MIT

• GitHub (👨‍💻 5 · 🔀 50 · 📦 14 · 📋 6 - 83% open · ⏱️ 05.06.2025)

kimtaeyoon83/mcp-server-youtube-transcript (🥉10 · ⭐ 530) - Fetch YouTube subtitles and transcripts for AI analysis. MIT

• GitHub (👨‍💻 10 · 🔀 85 · 📋 12 - 66% open · ⏱️ 24.12.2025)

34892002/bilibili-mcp-js (🥉10 · ⭐ 160) - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. MIT

• GitHub (👨‍💻 3 · 🔀 27 · 📋 7 - 14% open · ⏱️ 30.03.2026)

Show 1 hidden projects...

• BrowserMCP/mcp (🥉14 · ⭐ 6.5K · 💀) - Automate your local Chrome browser. Apache-2

Biology Medicine and Bioinformatics

MCP servers for biology, medicine and bioinformatics

genomoncology/biomcp (🥇23 · ⭐ 500) - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. MIT

• GitHub (👨‍💻 10 · 🔀 97 · 📥 2.2K · ⏱️ 01.05.2026)

wso2/fhir-mcp-server (🥉12 · ⭐ 120) - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless.. Apache-2

• GitHub (👨‍💻 8 · 🔀 39 · 📥 17 · ⏱️ 04.05.2026)

the-momentum/apple-health-mcp-server (🥉9 · ⭐ 180) - An MCP server that provides access to exported data from Apple Health. Data analytics included. MIT

• GitHub (👨‍💻 5 · 🔀 14 · 📋 15 - 40% open · ⏱️ 10.02.2026)

Cloud Platforms

MCP servers for cloud platforms

awslabs/mcp (🥇28 · ⭐ 9K) - AWS MCP servers for seamless integration with AWS services and resources. Apache-2

• GitHub (👨‍💻 260 · 🔀 1.5K · 📦 4 · 📋 590 - 26% open · ⏱️ 05.05.2026)

txn2/kubefwd (🥇27 · ⭐ 4.1K) - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log.. Apache-2

• GitHub (👨‍💻 49 · 🔀 220 · 📥 390K · 📦 4 · 📋 200 - 0% open · ⏱️ 29.04.2026)

containers/kubernetes-mcp-server (🥈26 · ⭐ 1.5K) - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any**.. Apache-2

• GitHub (👨‍💻 53 · 🔀 280 · 📥 46K · 📋 190 - 19% open · ⏱️ 05.05.2026)

kubestellar/console (🥈24 · ⭐ 81 · 🐣) - Multi-cluster Kubernetes dashboard with built-in MCP server (kc-agent) for AI-assisted operations, real-time.. Apache-2

• GitHub (👨‍💻 51 · 🔀 73 · 📥 2.3K · 📋 6.1K - 0% open · ⏱️ 06.05.2026)

Flux159/mcp-server-kubernetes (🥈23 · ⭐ 1.4K) - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. MIT

• GitHub (👨‍💻 43 · 🔀 240 · 📥 1.5K · 📦 18 · 📋 99 - 10% open · ⏱️ 03.05.2026)

cloudflare/mcp-server-cloudflare (🥈22 · ⭐ 3.7K) - Integration with Cloudflare services including Workers, KV, R2, and D1. Apache-2

• GitHub (👨‍💻 38 · 🔀 380 · 📦 13 · 📋 110 - 28% open · ⏱️ 30.04.2026)

TencentCloudBase/CloudBase-AI-ToolKit (🥈22 · ⭐ 1K) - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless.. MIT

• GitHub (👨‍💻 16 · 🔀 120 · 📦 4 · 📋 200 - 5% open · ⏱️ 30.04.2026)

weibaohui/k8m (🥈21 · ⭐ 810) - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly.. MIT

• GitHub (👨‍💻 17 · 🔀 140 · 📥 2.9K · 📋 93 - 21% open · ⏱️ 10.04.2026)

hashicorp/terraform-mcp-server (🥉20 · ⭐ 1.4K) - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery,.. MPL-2.0

• GitHub (👨‍💻 26 · 🔀 150 · 📦 1 · 📋 61 - 19% open · ⏱️ 28.04.2026)

rohitg00/kubectl-mcp-server (🥉17 · ⭐ 880) - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to.. MIT

• GitHub (👨‍💻 7 · 🔀 170 · 📥 68 · 📋 33 - 9% open · ⏱️ 08.04.2026)

reza-gholizade/k8s-mcp-server (🥉17 · ⭐ 160) - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through.. MIT

• GitHub (👨‍💻 11 · 🔀 34 · 📥 370 · ⏱️ 04.05.2026)

weibaohui/kom (🥉15 · ⭐ 150) - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project.. MIT

• GitHub (👨‍💻 6 · 🔀 34 · 📦 11 · 📋 5 - 60% open · ⏱️ 06.02.2026)

strowk/mcp-k8s-go (🥉14 · ⭐ 380) - Kubernetes cluster operations through MCP. MIT

• GitHub (👨‍💻 12 · 🔀 56 · 📥 1.6K · 📦 2 · 📋 18 - 44% open · ⏱️ 15.12.2025)

alexei-led/k8s-mcp-server (🥉14 · ⭐ 210) - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl,.. MIT

• GitHub (🔀 39 · ⏱️ 27.02.2026)

portainer/portainer-mcp (🥉14 · ⭐ 140) - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural.. ❗️Zlib

• GitHub (👨‍💻 4 · 🔀 38 · 📥 56K · 📋 17 - 64% open · ⏱️ 26.02.2026)

StacklokLabs/mkp (🥉14 · ⭐ 57) - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with.. Apache-2

• GitHub (👨‍💻 10 · 🔀 7 · 📋 22 - 18% open · ⏱️ 04.05.2026)

nwiizo/tfmcp (🥉13 · ⭐ 360) - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading.. MIT

• GitHub (👨‍💻 3 · 🔀 27 · ⏱️ 26.03.2026)

silenceper/mcp-k8s (🥉13 · ⭐ 140) - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes.. Apache-2

• GitHub (👨‍💻 7 · 🔀 28 · 📥 480 · ⏱️ 12.04.2026)

aliyun/alibaba-cloud-ops-mcp-server (🥉13 · ⭐ 110) - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS.. Apache-2

• GitHub (👨‍💻 4 · 🔀 34 · 📦 2 · ⏱️ 04.02.2026)

alexei-led/aws-mcp-server (🥉12 · ⭐ 180) - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply.. MIT

• GitHub (👨‍💻 2 · 🔀 31 · ⏱️ 27.02.2026)

Code Execution

MCP servers for code execution

pydantic/pydantic-ai (🥇35 · ⭐ 17K) - Run Python code in a secure sandbox via MCP tool calls. MIT

• GitHub (👨‍💻 440 · 🔀 2K · 📦 4.6K · 📋 2.2K - 17% open · ⏱️ 05.05.2026)

dagger/container-use (🥈19 · ⭐ 3.8K) - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and.. Apache-2

• GitHub (👨‍💻 33 · 🔀 190 · 📥 26K · 📋 94 - 51% open · ⏱️ 23.02.2026)

mavdol/capsule (🥉15 · ⭐ 280 · 🐣) - Run untrusted Python/JavaScript code in WebAssembly sandboxes. Apache-2

• GitHub (🔀 18 · 📦 1 · ⏱️ 25.04.2026)

alfonsograziano/node-code-sandbox-mcp (🥉10 · ⭐ 150) - A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly.. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 31 · 📋 46 - 21% open · ⏱️ 24.11.2025)

ckanthony/openapi-mcp (🥉7 · ⭐ 180) - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 35 · ⏱️ 21.03.2026)

Coding Agents

MCP servers for coding agents

oraios/serena (🥇29 · ⭐ 24K) - A fully-featured coding agent that relies on symbolic code operations by using language servers. MIT

• GitHub (👨‍💻 170 · 🔀 1.6K · 📥 1.4K · 📋 670 - 8% open · ⏱️ 05.05.2026)

CodeGraphContext/CodeGraphContext (🥇26 · ⭐ 3.2K) - An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code.. MIT

• GitHub (👨‍💻 100 · 🔀 560 · 📥 790 · 📦 5 · 📋 500 - 26% open · ⏱️ 03.05.2026)

mediar-ai/terminator (🥈23 · ⭐ 1.4K) - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models.. MIT

• GitHub (👨‍💻 15 · 🔀 200 · 📥 1.5K · 📋 150 - 0% open · ⏱️ 21.04.2026)

stippi/code-assistant (🥈18 · ⭐ 160) - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple.. MIT

• GitHub (👨‍💻 12 · 🔀 26 · 📥 560 · 📋 11 - 18% open · ⏱️ 03.05.2026)

nesquikm/mcp-rubber-duck (🥈18 · ⭐ 160) - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining.. MIT

• GitHub (👨‍💻 4 · 🔀 23 · 📦 2 · 📋 47 - 48% open · ⏱️ 27.04.2026)

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 (🥉14 · ⭐ 1.2K · 💤) - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management,.. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 160 · 📋 35 - 51% open · ⏱️ 09.10.2025)

juehang/vscode-mcp-server (🥉13 · ⭐ 360) - 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 · 🔀 69 · 📋 10 - 40% open · ⏱️ 07.01.2026)

jinzcdev/leetcode-mcp-server (🥉10 · ⭐ 110) - MCP server enabling automated access to LeetCodes programming problems, solutions, submissions and public data with.. MIT

• GitHub (👨‍💻 4 · 🔀 17 · 📋 4 - 50% open · ⏱️ 18.03.2026)

tiianhk/MaxMSP-MCP-Server (🥉9 · ⭐ 210) - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. MIT

• GitHub (👨‍💻 4 · 🔀 22 · 📋 8 - 87% open · ⏱️ 10.11.2025)

pdavis68/RepoMapper (🥉9 · ⭐ 160) - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their.. MIT

• GitHub (👨‍💻 4 · 🔀 33 · 📋 4 - 50% open · ⏱️ 08.12.2025)

micl2e2/code-to-tree (🥉6 · ⭐ 83) - A single-binary MCP server that converts source code into AST, regardless of language. MIT

• GitHub (👨‍💻 2 · 🔀 11 · 📥 150 · ⏱️ 14.03.2026)

Command Line

MCP servers for command line

aymericzip/intlayer (🥇24 · ⭐ 710) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access.. Apache-2

• GitHub (👨‍💻 49 · 🔀 110 · 📦 85 · 📋 180 - 8% open · ⏱️ 05.05.2026)

wonderwhy-er/DesktopCommanderMCP (🥈21 · ⭐ 6K) - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. MIT

• GitHub (👨‍💻 33 · 🔀 690 · 📋 190 - 57% open · ⏱️ 30.04.2026)

g0t4/mcp-server-commands (🥈17 · ⭐ 220) - Run any command with run_command and run_script tools. MIT

• GitHub (👨‍💻 3 · 🔀 33 · 📋 8 - 37% open · ⏱️ 09.04.2026)

tufantunc/ssh-mcp (🥉12 · ⭐ 440) - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote.. MIT

• GitHub (👨‍💻 3 · 🔀 65 · 📦 2 · 📋 18 - 61% open · ⏱️ 03.01.2026)

ferrislucas/iterm-mcp (🥉11 · ⭐ 560 · 💤) - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you.. MIT

• GitHub (👨‍💻 7 · 🔀 63 · 📦 2 · 📋 16 - 37% open · ⏱️ 20.09.2025)

tumf/mcp-shell-server (🥉11 · ⭐ 170) - A secure shell command execution server implementing the Model Context Protocol (MCP). MIT

• GitHub (👨‍💻 11 · 🔀 42 · 📦 2 · 📋 3 - 66% open · ⏱️ 02.04.2026)

MladenSU/cli-mcp-server (🥉10 · ⭐ 170 · 💤) - Command line interface with secure execution and customizable security policies. MIT

• GitHub (👨‍💻 4 · 🔀 30 · 📦 2 · 📋 7 - 57% open · ⏱️ 04.07.2025)

Communication

MCP servers for communication and messaging

elie222/inbox-zero (🥇28 · ⭐ 11K) - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or.. ❗Unlicensed

• GitHub (👨‍💻 64 · 🔀 1.3K · 📥 140 · 📋 230 - 35% open · ⏱️ 05.05.2026)

korotovsky/slack-mcp-server (🥇25 · ⭐ 1.6K · 📈) - The most powerful MCP server for Slack Workspaces. MIT

• GitHub (👨‍💻 40 · 🔀 300 · 📥 8.9K · 📦 39 · 📋 110 - 39% open · ⏱️ 03.03.2026)

chigwell/telegram-mcp (🥈20 · ⭐ 1.1K) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages,.. Apache-2

• GitHub (👨‍💻 29 · 🔀 270 · 📋 32 - 34% open · ⏱️ 05.05.2026)

Softeria/ms-365-mcp-server (🥈20 · ⭐ 680) - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook,.. MIT

• GitHub (👨‍💻 43 · 🔀 260 · 📋 130 - 7% open · ⏱️ 04.05.2026)

line/line-bot-mcp-server (🥈17 · ⭐ 580) - MCP Server for Integrating LINE Official Account. Apache-2

• GitHub (👨‍💻 15 · 🔀 100 · 📋 46 - 17% open · ⏱️ 28.04.2026)

joinly-ai/joinly (🥈17 · ⭐ 500) - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots.. MIT

• GitHub (👨‍💻 5 · 🔀 80 · 📋 16 - 43% open · ⏱️ 19.03.2026)

lharries/whatsapp-mcp (🥉15 · ⭐ 5.6K · 💤) - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups. MIT

• GitHub (👨‍💻 5 · 🔀 990 · 📋 97 - 77% open · ⏱️ 13.07.2025)

InditexTech/mcp-teams-server (🥉14 · ⭐ 370) - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads). Apache-2

• GitHub (👨‍💻 3 · 🔀 34 · 📋 3 - 33% open · ⏱️ 16.03.2026)

chaindead/telegram-mcp (🥉14 · ⭐ 330) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and.. MIT

• GitHub (👨‍💻 3 · 🔀 43 · 📥 2.5K · 📋 10 - 40% open · ⏱️ 27.02.2026)

SaseQ/discord-mcp (🥉14 · ⭐ 300) - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your.. MIT

• GitHub (👨‍💻 10 · 🔀 66 · 📥 51 · 📋 11 - 45% open · ⏱️ 25.04.2026)

carterlasalle/mac_messages_mcp (🥉12 · ⭐ 280) - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs.. MIT

• GitHub (👨‍💻 14 · 🔀 42 · 📋 11 - 54% open · ⏱️ 04.05.2026)

areweai/tsgram-mcp (🥉8 · ⭐ 89 · 💤) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the.. MIT

• GitHub (👨‍💻 2 · 🔀 23 · ⏱️ 26.06.2025)

ztxtxwd/open-feishu-mcp-server (🥉7 · ⭐ 85) - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and.. MIT

• GitHub (👨‍💻 3 · 🔀 10 · 📋 24 - 25% open · ⏱️ 27.01.2026)

zcaceres/gtasks-mcp (🥉6 · ⭐ 130) - An MCP server to Manage Google Tasks. MIT

• GitHub (👨‍💻 2 · 🔀 48 · 📋 11 - 81% open · ⏱️ 10.03.2026)

hannesrudolph/imessage-query-fastmcp-mcp-server (🥉5 · ⭐ 77) - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs.. ❗Unlicensed

• GitHub (🔀 16 · ⏱️ 03.02.2026)

Customer Data Platforms

MCP servers for customer data platforms

antvis/mcp-server-chart (🥇21 · ⭐ 4K) - A Model Context Protocol server for generating visual charts using AntV. MIT

• GitHub (👨‍💻 22 · 🔀 380 · 📦 11 · 📋 170 - 2% open · ⏱️ 28.04.2026)

hustcc/mcp-mermaid (🥈15 · ⭐ 540) - Generate mermaid diagram and chart with AI MCP dynamically. MIT

• GitHub (👨‍💻 11 · 🔀 50 · 📦 4 · 📋 17 - 17% open · ⏱️ 25.04.2026)

hustcc/mcp-echarts (🥉13 · ⭐ 230) - Generate visual charts using Apache ECharts with AI MCP dynamically. MIT

• GitHub (👨‍💻 11 · 🔀 35 · 📋 18 - 11% open · ⏱️ 30.01.2026)

tinybirdco/mcp-tinybird (🥉6 · ⭐ 79 · 💤) - An MCP server to interact with a Tinybird Workspace from any MCP client. Apache-2

• GitHub (👨‍💻 8 · 🔀 17 · 📋 2 - 50% open · ⏱️ 01.09.2025)

Databases

MCP servers for database integration and management

googleapis/genai-toolbox (🥇27 · ⭐ 15K) - Open source MCP server specializing in easy, fast, and secure tools for Databases. Apache-2

• GitHub (👨‍💻 120 · 🔀 1.5K · 📦 2 · 📋 560 - 25% open · ⏱️ 05.05.2026)

ArcadeData/arcadedb (🥇26 · ⭐ 840) - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL,.. Apache-2

• GitHub (👨‍💻 44 · 🔀 100 · 📥 9.1K · 📦 1 · 📋 1.4K - 2% open · ⏱️ 05.05.2026)

planetscale/cli (🥇25 · ⭐ 650) - The CLI for PlanetScale Database. Apache-2

• GitHub (👨‍💻 61 · 🔀 58 · 📥 490K · 📋 140 - 4% open · ⏱️ 22.04.2026)

baserow/baserow (🥇24 · ⭐ 4.8K) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities. ❗Unlicensed

• GitHub (👨‍💻 79 · 🔀 580 · 📋 4.4K - 25% open · ⏱️ 05.05.2026)

supabase-community/supabase-mcp (🥇23 · ⭐ 2.7K) - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform.. Apache-2

• GitHub (👨‍💻 17 · 🔀 340 · 📦 240 · 📋 100 - 60% open · ⏱️ 05.05.2026)

Canner/wren-engine (🥈21 · ⭐ 660) - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents. Apache-2

• GitHub (👨‍💻 32 · 🔀 200 · 📥 120 · 📋 300 - 14% open · ⏱️ 30.04.2026)

domdomegg/airtable-mcp-server (🥈21 · ⭐ 440) - Airtable database integration with schema inspection, read and write capabilities. MIT

• GitHub (👨‍💻 10 · 🔀 130 · 📥 140K · 📦 6 · 📋 33 - 15% open · ⏱️ 04.05.2026)

confluentinc/mcp-confluent (🥈20 · ⭐ 150) - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. MIT

• GitHub (👨‍💻 25 · 🔀 48 · 📥 36 · 📦 1 · 📋 140 - 42% open · ⏱️ 05.05.2026)

benborla/mcp-server-mysql (🥈19 · ⭐ 1.6K) - MySQL database integration in NodeJS with configurable access controls and schema inspection. MIT

• GitHub (👨‍💻 27 · 🔀 200 · 📋 80 - 46% open · ⏱️ 10.03.2026)

neo4j-contrib/mcp-neo4j (🥈19 · ⭐ 940) - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances). MIT

• GitHub (👨‍💻 22 · 🔀 240 · 📥 1.5K · 📋 74 - 14% open · ⏱️ 10.04.2026)

ClickHouse/mcp-clickhouse (🥈18 · ⭐ 770) - ClickHouse database integration with schema inspection and query capabilities. Apache-2

• GitHub (👨‍💻 21 · 🔀 160 · 📋 55 - 40% open · ⏱️ 29.04.2026)

redis/mcp-redis (🥈18 · ⭐ 500) - The Redis official MCP Server offers an interface to manage and search data in Redis. MIT

• GitHub (👨‍💻 26 · 🔀 91 · 📋 28 - 32% open · ⏱️ 22.04.2026)

pab1it0/prometheus-mcp-server (🥈18 · ⭐ 430) - Query and analyze Prometheus, open-source monitoring system. MIT

• GitHub (👨‍💻 19 · 🔀 90 · 📥 570 · ⏱️ 05.05.2026)

qdrant/mcp-server-qdrant (🥈17 · ⭐ 1.4K) - A Qdrant MCP server. Apache-2

• GitHub (👨‍💻 10 · 🔀 260 · 📦 7 · 📋 39 - 46% open · ⏱️ 27.04.2026)

tuannvm/mcp-trino (🥈17 · ⭐ 100) - A Go implementation of a Model Context Protocol (MCP) server for Trino. MIT

• GitHub (👨‍💻 17 · 🔀 45 · 📥 16K · 📋 26 - 46% open · ⏱️ 16.04.2026)

cr7258/elasticsearch-mcp-server (🥈16 · ⭐ 270) - MCP Server implementation that provides Elasticsearch interaction. Apache-2

• GitHub (👨‍💻 11 · 🔀 55 · 📋 19 - 42% open · ⏱️ 26.04.2026)

crystaldba/postgres-mcp (🥈15 · ⭐ 2.7K) - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health.. MIT

• GitHub (👨‍💻 10 · 🔀 280 · 📥 230 · 📦 8 · 📋 44 - 70% open · ⏱️ 22.01.2026)

xing5/mcp-google-sheets (🥈15 · ⭐ 840) - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read,.. MIT

• GitHub (👨‍💻 17 · 🔀 200 · 📋 41 - 39% open · ⏱️ 15.03.2026)

centralmind/gateway (🥈15 · ⭐ 530 · 💤) - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL,.. Apache-2

• GitHub (👨‍💻 11 · 🔀 65 · 📥 1.5K · 📋 50 - 28% open · ⏱️ 18.07.2025)

FreePeak/db-mcp-server (🥈15 · ⭐ 370) - A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon)... MIT

• GitHub (👨‍💻 7 · 🔀 63 · 📋 26 - 46% open · ⏱️ 19.04.2026)

gannonh/firebase-mcp (🥈15 · ⭐ 240 · 💤) - Firebase services including Auth, Firestore and Storage. MIT

• GitHub (👨‍💻 4 · 🔀 42 · 📦 4 · 📋 35 - 14% open · ⏱️ 26.05.2025)

designcomputer/mysql_mcp_server (🥉14 · ⭐ 1.2K · 💤) - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines. MIT

• GitHub (👨‍💻 7 · 🔀 230 · 📋 58 - 74% open · ⏱️ 05.06.2025)

neondatabase/mcp-server-neon (🥉14 · ⭐ 590) - MCP server for interacting with Neon Management API and databases. MIT

• GitHub (👨‍💻 18 · 🔀 110 · 📋 38 - 28% open · ⏱️ 05.05.2026)

Snowflake-Labs/mcp (🥉14 · ⭐ 280) - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying.. Apache-2

• GitHub (👨‍💻 16 · 🔀 89 · 📋 64 - 26% open · ⏱️ 13.04.2026)

kiliczsh/mcp-mongo-server (🥉14 · ⭐ 280) - A Model Context Protocol Server for MongoDB. MIT

• GitHub (👨‍💻 7 · 🔀 53 · 📦 3 · 📋 18 - 11% open · ⏱️ 06.02.2026)

LucasHild/mcp-server-bigquery (🥉13 · ⭐ 120) - BigQuery database integration with schema inspection and query capabilities. MIT

• GitHub (👨‍💻 5 · 🔀 36 · 📋 10 - 30% open · ⏱️ 07.02.2026)

chroma-core/chroma-mcp (🥉12 · ⭐ 540 · 💤) - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities. Apache-2

• GitHub (👨‍💻 6 · 🔀 110 · 📥 160 · 📋 28 - 50% open · ⏱️ 17.09.2025)

wenb1n-dev/mysql_mcp_server_pro (🥉12 · ⭐ 240 · 💤) - Supports SSE, STDIO; not only limited to MySQLs CRUD functionality; also includes database exception analysis.. MIT

• GitHub (👨‍💻 2 · 🔀 41 · 📋 43 - 32% open · ⏱️ 28.08.2025)

ergut/mcp-bigquery-server (🥉12 · ⭐ 140) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying.. MIT

• GitHub (👨‍💻 4 · 🔀 32 · 📦 6 · 📋 7 - 28% open · ⏱️ 20.04.2026)

XGenerationLab/xiyan_mcp_server (🥉11 · ⭐ 230) - An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the.. Apache-2

• GitHub (👨‍💻 9 · 🔀 47 · 📥 42 · 📋 14 - 71% open · ⏱️ 11.02.2026)

isaacwasserman/mcp-snowflake-server (🥉11 · ⭐ 180 · 💤) - Snowflake integration implementing read and (optional) write operations as well as insight tracking. ❗️GPL-3.0

• GitHub (👨‍💻 10 · 🔀 75 · 📋 21 - 52% open · ⏱️ 07.10.2025)

ktanaka101/mcp-server-duckdb (🥉11 · ⭐ 170 · 💤) - DuckDB database integration with schema inspection and query capabilities. MIT

• GitHub (👨‍💻 4 · 🔀 20 · 📦 1 · 📋 12 - 41% open · ⏱️ 05.05.2025)

jparkerweb/mcp-sqlite (🥉11 · ⭐ 100) - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. MIT

• GitHub (👨‍💻 2 · 🔀 13 · 📦 5 · ⏱️ 04.04.2026)

alexander-zuev/supabase-mcp-server (🥉10 · ⭐ 820 · 💤) - Supabase MCP Server with support for SQL query execution and database exploration tools. Apache-2

• GitHub (👨‍💻 2 · 🔀 99 · ⏱️ 05.08.2025)

subnetmarco/pgmcp (🥉10 · ⭐ 530 · 💤) - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. ❗Unlicensed

• GitHub (🔀 61 · 📥 250 · 📋 5 - 20% open · ⏱️ 25.09.2025)

runekaagaard/mcp-alchemy (🥉10 · ⭐ 400 · 💤) - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server.. MPL-2.0

• GitHub (👨‍💻 6 · 🔀 60 · ⏱️ 15.08.2025)

zilliztech/mcp-server-milvus (🥉10 · ⭐ 230) - MCP Server for Milvus / Zilliz, making it possible to interact with your database. Apache-2

• GitHub (👨‍💻 9 · 🔀 65 · 📋 23 - 39% open · ⏱️ 24.12.2025)

aliyun/alibabacloud-tablestore-mcp-server (🥉10 · ⭐ 160) - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and.. Apache-2

• GitHub (👨‍💻 3 · 🔀 41 · 📋 6 - 16% open · ⏱️ 19.03.2026)

pab1it0/adx-mcp-server (🥉10 · ⭐ 54) - Query and analyze Azure Data Explorer databases. MIT

• GitHub (👨‍💻 5 · 🔀 23 · 📥 120 · 📋 4 - 25% open · ⏱️ 25.03.2026)

f4ww4z/mcp-mysql-server (🥉9 · ⭐ 160) - Node.js-based MySQL database integration that provides secure MySQL database operations. MIT

• GitHub (👨‍💻 9 · 🔀 33 · 📋 14 - 71% open · ⏱️ 14.11.2025)

ChristianHinge/dicom-mcp (🥉9 · ⭐ 94) - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. MIT

• GitHub (👨‍💻 3 · 🔀 25 · 📋 4 - 75% open · ⏱️ 15.12.2025)

rashidazarang/airtable-mcp (🥉9 · ⭐ 78) - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features.. MIT

• GitHub (👨‍💻 2 · 🔀 26 · ⏱️ 15.02.2026)

TheRaLabs/legion-mcp (🥉8 · ⭐ 90 · 💤) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL,.. ❗️GPL-3.0

• GitHub (🔀 26 · 📋 4 - 75% open · ⏱️ 11.05.2025)

wenb1n-dev/SmartDB_MCP (🥉7 · ⭐ 78 · 💤) - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for.. MIT

• GitHub (👨‍💻 4 · 🔀 17 · 📋 14 - 71% 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 (🔀 43 · 📋 4 - 75% 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 · 🔀 27 · 📋 5 - 80% open · ⏱️ 18.07.2025)

Show 1 hidden projects...

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

Data Platforms

MCP servers for data platforms

dbt-labs/dbt-mcp (🥇21 · ⭐ 560) - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata.. Apache-2

• GitHub (👨‍💻 42 · 🔀 110 · 📥 710 · 📦 3 · 📋 120 - 18% open · ⏱️ 05.05.2026)

keboola/mcp-server (🥉19 · ⭐ 84) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola.. MIT

• GitHub (👨‍💻 30 · 🔀 25 · 📋 11 - 9% open · ⏱️ 29.04.2026)

Data Science Tools

MCP servers for data science tools

mckinsey/vizro (🥇26 · ⭐ 3.7K) - Tools and templates to create validated and maintainable data charts and dashboards. Apache-2

• GitHub (👨‍💻 44 · 🔀 260 · 📦 81 · 📋 280 - 18% open · ⏱️ 05.05.2026)

zcaceres/markdownify-mcp (🥈19 · ⭐ 2.6K) - An MCP server to convert almost any file or web content into Markdown. MIT

• GitHub (👨‍💻 9 · 🔀 210 · 📋 28 - 3% open · ⏱️ 01.05.2026)

datalayer/jupyter-mcp-server (🥈19 · ⭐ 1.1K) - Model Context Protocol (MCP) Server for Jupyter. BSD-3

• GitHub (👨‍💻 22 · 🔀 150 · 📋 92 - 34% open · ⏱️ 27.04.2026)

MigoXLab/dingo (🥈19 · ⭐ 690) - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingos rule-.. Apache-2

• GitHub (👨‍💻 21 · 🔀 71 · 📋 33 - 9% open · ⏱️ 30.04.2026)

optuna/optuna-mcp (🥉11 · ⭐ 75) - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna. MIT

• GitHub (👨‍💻 8 · 🔀 23 · ⏱️ 06.04.2026)

kdqed/zaturn (🥉6 · ⭐ 74) - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. MIT

• GitHub (👨‍💻 2 · 🔀 9 · ⏱️ 12.11.2025)

Show 1 hidden projects...

• ChronulusAI/chronulus-mcp (🥉7 · ⭐ 110 · 💀) - Predict anything with Chronulus AI forecasting and prediction agents. MIT

Developer Tools

MCP servers for developer tools

public-ui/kolibri (🥇26 · ⭐ 260) - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs,.. ❗️EUPL-1.2

• GitHub (👨‍💻 39 · 🔀 46 · 📦 130 · 📋 2.1K - 10% open · ⏱️ 05.05.2026)

GLips/Figma-Context-MCP (🥇25 · ⭐ 15K) - Provide coding agents direct access to Figma data to help them one-shot design implementation. MIT

• GitHub (👨‍💻 26 · 🔀 1.1K · 📋 170 - 5% open · ⏱️ 30.04.2026)

eyaltoledano/claude-task-master (🥇24 · ⭐ 27K) - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider.. ❗Unlicensed

• GitHub (👨‍💻 56 · 🔀 2.5K · 📦 12 · 📋 640 - 23% open · ⏱️ 23.04.2026)

DeusData/codebase-memory-mcp (🥇24 · ⭐ 2.1K · 🐣) - High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph average repo in.. MIT

• GitHub (👨‍💻 15 · 🔀 240 · 📥 28K · 📋 150 - 46% open · ⏱️ 04.05.2026)

mobile-next/mobile-mcp (🥇23 · ⭐ 4.8K) - MCP Server for Android/iOS application and device automation, development and app scraping... Apache-2

• GitHub (👨‍💻 23 · 🔀 420 · 📦 6 · 📋 130 - 24% open · ⏱️ 04.05.2026)

OpenZeppelin/contracts-wizard (🥇21 · ⭐ 290) - Interactive smart contract generator based on OpenZeppelin Contracts. ❗️AGPL-3.0

• GitHub (👨‍💻 50 · 🔀 170 · 📦 220 · 📋 140 - 10% open · ⏱️ 05.05.2026)

bgauryy/octocode-mcp (🥇20 · ⭐ 810) - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in.. MIT

• GitHub (👨‍💻 7 · 🔀 68 · 📥 56 · 📦 10 · ⏱️ 02.05.2026)

mihaelamj/cupertino (🥇20 · ⭐ 670 · 🐣) - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects.. MIT

• GitHub (👨‍💻 7 · 🔀 27 · 📥 2.1K · 📋 210 - 40% open · ⏱️ 05.05.2026)

gitkraken/gk-cli (🥈18 · ⭐ 400 · 💤) - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but.. ❗Unlicensed

• GitHub (👨‍💻 6 · 🔀 300 · 📥 180K · 📋 95 - 15% open · ⏱️ 26.06.2025)

flytohub/flyto-core (🥈18 · ⭐ 270 · 🐣) - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data,.. Apache-2

• GitHub (👨‍💻 6 · 🔀 47 · 📦 5 · ⏱️ 03.05.2026)

haris-musa/excel-mcp-server (🥈17 · ⭐ 3.8K) - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts,.. MIT

• GitHub (👨‍💻 10 · 🔀 410 · 📋 71 - 61% open · ⏱️ 12.04.2026)

robotmcp/ros-mcp-server (🥈17 · ⭐ 1.2K) - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control.. Apache-2

• GitHub (👨‍💻 18 · 🔀 170 · 📥 6 · 📋 95 - 31% open · ⏱️ 06.04.2026)

utensils/mcp-nixos (🥈17 · ⭐ 630) - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-.. MIT

• GitHub (👨‍💻 9 · 🔀 32 · 📦 2 · 📋 42 - 2% open · ⏱️ 25.04.2026)

storybookjs/mcp (🥈17 · ⭐ 230) - Help agents automatically write and test stories for your UI components. MIT

• GitHub (👨‍💻 15 · 🔀 30 · 📋 34 - 44% open · ⏱️ 30.04.2026)

comet-ml/opik-mcp (🥈17 · ⭐ 200) - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. Apache-2

• GitHub (👨‍💻 9 · 🔀 30 · 📦 2 · 📋 32 - 9% open · ⏱️ 07.03.2026)

idosal/git-mcp (🥈16 · ⭐ 8K) - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation. Apache-2

• GitHub (👨‍💻 16 · 🔀 700 · 📋 74 - 70% open · ⏱️ 13.03.2026)

Jpisnice/shadcn-ui-mcp-server (🥈16 · ⭐ 2.8K) - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. MIT

• GitHub (👨‍💻 17 · 🔀 290 · 📋 21 - 4% open · ⏱️ 17.03.2026)

joshuayoes/ios-simulator-mcp (🥈16 · ⭐ 1.9K) - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS.. MIT

• GitHub (👨‍💻 15 · 🔀 84 · 📦 3 · 📋 30 - 50% open · ⏱️ 21.04.2026)

isaacphi/mcp-language-server (🥈16 · ⭐ 1.5K · 💤) - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools.. BSD-3

• GitHub (👨‍💻 4 · 🔀 110 · 📦 3 · 📋 50 - 57% open · ⏱️ 03.06.2025)

cjo4m06/mcp-shrimp-task-manager (🥈15 · ⭐ 2.1K · 💤) - A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-.. MIT

• GitHub (👨‍💻 9 · 🔀 230 · 📦 3 · 📋 80 - 42% open · ⏱️ 21.08.2025)

natsukium/mcp-servers-nix (🥈15 · ⭐ 250) - A Nix-based configuration framework for Model Context Protocol (MCP) servers with ready-to-use packages. Apache-2

• GitHub (👨‍💻 12 · 🔀 33 · 📋 21 - 28% open · ⏱️ 30.04.2026)

hechtcarmel/jetbrains-index-mcp-plugin (🥈15 · ⭐ 190 · 🐣) - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDEs indexing and.. MIT

• GitHub (👨‍💻 16 · 🔀 42 · 📋 54 - 3% open · ⏱️ 03.05.2026)

admica/FileScopeMCP (🥈14 · ⭐ 290) - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and.. ❗Unlicensed

• GitHub (👨‍💻 8 · 🔀 32 · ⏱️ 29.04.2026)

jasonjmcghee/claude-debugs-for-you (🥈13 · ⭐ 510) - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and.. MIT

• GitHub (👨‍💻 5 · 🔀 45 · 📥 270 · 📋 21 - 38% open · ⏱️ 20.12.2025)

hyperb1iss/droidmind (🥈13 · ⭐ 390) - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation.. Apache-2

• GitHub (🔀 52 · 📋 12 - 50% open · ⏱️ 07.01.2026)

SDGLBL/mcp-claude-code (🥈13 · ⭐ 300 · 💤) - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project.. MIT

• GitHub (👨‍💻 4 · 🔀 35 · 📥 340 · 📋 18 - 11% open · ⏱️ 29.08.2025)

tumf/mcp-text-editor (🥈13 · ⭐ 190) - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. MIT

• GitHub (👨‍💻 12 · 🔀 21 · 📦 2 · 📋 8 - 12% open · ⏱️ 17.03.2026)

yangkyeongmo/mcp-server-apache-airflow (🥈13 · ⭐ 160) - MCP server that connects to Apache Airflow using official client. MIT

• GitHub (👨‍💻 12 · 🔀 43 · 📋 20 - 25% open · ⏱️ 03.03.2026)

janreges/ai-distiller (🥈13 · ⭐ 150) - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that.. MIT

• GitHub (🔀 16 · 📥 2.3K · 📋 10 - 70% open · ⏱️ 16.03.2026)

aashari/mcp-server-atlassian-bitbucket (🥈13 · ⭐ 150) - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces,.. ❗Unlicensed

• GitHub (👨‍💻 8 · 🔀 52 · 📦 1 · 📋 29 - 20% open · ⏱️ 06.03.2026)

21st-dev/magic-mcp (🥉12 · ⭐ 4.8K) - Create crafted UI components inspired by the best 21st.dev design engineers. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 340 · 📦 13 · 📋 40 - 72% open · ⏱️ 17.02.2026)

JetBrains/mcp-jetbrains (🥉12 · ⭐ 950 · 💤) - Connect to JetBrains IDE. Apache-2

• GitHub (👨‍💻 6 · 🔀 67 · 📥 90 · 📋 72 - 48% open · ⏱️ 18.08.2025)

etsd-tech/mcp-pointer (🥉12 · ⭐ 570) - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor,.. MIT

• GitHub (👨‍💻 4 · 🔀 55 · 📥 100 · ⏱️ 12.11.2025)

vivekVells/mcp-pandoc (🥉12 · ⭐ 530 · 💤) - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and.. MIT

• GitHub (👨‍💻 9 · 🔀 54 · 📋 20 - 30% open · ⏱️ 16.09.2025)

InditexTech/mcp-server-simulator-ios-idb (🥉12 · ⭐ 300 · 💤) - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through.. Apache-2

• GitHub (👨‍💻 7 · 🔀 24 · 📋 8 - 50% open · ⏱️ 02.09.2025)

Govcraft/rust-docs-mcp-server (🥉12 · ⭐ 270) - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search.. MIT

• GitHub (👨‍💻 4 · 🔀 33 · 📥 590 · 📋 14 - 42% open · ⏱️ 24.11.2025)

CircleCI-Public/mcp-server-circleci (🥉12 · ⭐ 83) - Enable AI Agents to fix build failures from CircleCI. ❗Unlicensed

• GitHub (👨‍💻 26 · 🔀 56 · 📦 3 · 📋 25 - 68% open · ⏱️ 27.04.2026)

kadykov/mcp-openapi-schema-explorer (🥉12 · ⭐ 71) - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. MIT

• GitHub (👨‍💻 5 · 🔀 12 · 📦 1 · 📋 3 - 33% open · ⏱️ 04.05.2026)

zcaceres/fetch-mcp (🥉11 · ⭐ 750) - An MCP server to flexibly fetch JSON, text, and HTML data. MIT

• GitHub (👨‍💻 5 · 🔀 110 · 📋 20 - 5% open · ⏱️ 09.03.2026)

TencentEdgeOne/edgeone-pages-mcp (🥉11 · ⭐ 410) - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. MIT

• GitHub (🔀 56 · 📦 5 · 📋 15 - 46% open · ⏱️ 30.04.2026)

traceloop/opentelemetry-mcp-server (🥉11 · ⭐ 190 · 🐣) - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). Apache-2

• GitHub (👨‍💻 5 · 🔀 17 · 📋 8 - 87% open · ⏱️ 06.04.2026)

PostHog/mcp (🥉11 · ⭐ 140) - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. MIT

• GitHub (👨‍💻 14 · 🔀 25 · 📋 33 - 48% open · ⏱️ 19.01.2026)

zillow/auto-mobile (🥉11 · ⭐ 79) - Tool suite built around an MCP server for Android automation for developer workflow and testing. Apache-2

• GitHub (👨‍💻 11 · 🔀 7 · 📥 390 · 📋 9 - 66% open · ⏱️ 10.03.2026)

r-huijts/xcode-mcp-server (🥉10 · ⭐ 370) - Xcode integration for project management, file operations, and build automation. MIT

• GitHub (👨‍💻 3 · 🔀 25 · 📋 7 - 14% open · ⏱️ 02.02.2026)

JoshuaRileyDev/app-store-connect-mcp-server (🥉10 · ⭐ 320 · 💤) - An MCP server to communicate with the App Store Connect API for iOS Developers. MIT

• GitHub (👨‍💻 3 · 🔀 52 · 📋 9 - 55% open · ⏱️ 02.09.2025)

mhmzdev/figma-flutter-mcp (🥉10 · ⭐ 240) - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets.. MIT

• GitHub (👨‍💻 3 · 🔀 21 · 📋 8 - 87% open · ⏱️ 27.02.2026)

YuChenSSR/mindmap-mcp-server (🥉10 · ⭐ 230 · 💤) - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. MIT

• GitHub (🔀 21 · 📦 4 · 📋 6 - 50% open · ⏱️ 20.05.2025)

augmnt/augments-mcp-server (🥉10 · ⭐ 120) - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-.. MIT

• GitHub (👨‍💻 2 · 🔀 18 · 📥 12 · ⏱️ 13.03.2026)

hloiseau/mcp-gopls (🥉10 · ⭐ 83) - A MCP server for interacting with Gos Language Server Protocol (gopls) and benefit from advanced Go code analysis.. Apache-2

• GitHub (👨‍💻 4 · 🔀 11 · 📋 7 - 28% open · ⏱️ 02.02.2026)

janwilmake/openapi-mcp-server (🥉9 · ⭐ 890) - Connect any HTTP/REST API server using an Open API spec (v3). MIT

• GitHub (👨‍💻 6 · 🔀 90 · 📋 19 - 10% open · ⏱️ 21.02.2026)

ckreiling/mcp-server-docker (🥉9 · ⭐ 710 · 💤) - Integrate with Docker to manage containers, images, volumes, and networks. ❗️GPL-3.0

• GitHub (👨‍💻 3 · 🔀 99 · 📋 14 - 78% open · ⏱️ 05.06.2025)

biegehydra/BifrostMCP (🥉9 · ⭐ 210) - Connect to VSCode ide and use semantic tools like find_usages. ❗️AGPL-3.0

• GitHub (👨‍💻 5 · 🔀 35 · 📋 21 - 38% open · ⏱️ 27.03.2026)

delano/postman-mcp-server (🥉9 · ⭐ 150 · 💤) - Interact with Postman API. MIT

• GitHub (👨‍💻 4 · 🔀 31 · 📋 6 - 66% open · ⏱️ 24.07.2025)

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

• GitHub (👨‍💻 5 · 🔀 22 · 📥 130 · 📋 5 - 60% open · ⏱️ 14.05.2025)

xzq-xu/jvm-mcp-server (🥉9 · ⭐ 82) - An implementation project of a JVM-based MCP (Model Context Protocol) server. MIT

• GitHub (👨‍💻 7 · 🔀 17 · 📋 6 - 50% open · ⏱️ 30.03.2026)

ckanthony/gin-mcp (🥉9 · ⭐ 77) - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. MIT

• GitHub (👨‍💻 4 · 🔀 18 · 📦 4 · 📋 7 - 42% open · ⏱️ 19.03.2026)

lamemind/mcp-server-multiverse (🥉9 · ⭐ 77) - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with.. MIT

• GitHub (🔀 14 · 📋 6 - 33% open · ⏱️ 30.03.2026)

wise-vision/ros2_mcp (🥉9 · ⭐ 76 · 📉) - MCP server for ROS2 enabling AI-driven robotics applications and services. MPL-2.0

• GitHub (👨‍💻 3 · 🔀 10 · 📋 11 - 54% open · ⏱️ 24.01.2026)

st3v3nmw/sourcerer-mcp (🥉8 · ⭐ 110) - MCP for semantic code search & navigation that reduces token waste. MIT

• GitHub (🔀 11 · 📋 4 - 25% open · ⏱️ 10.11.2025)

sapientpants/sonarqube-mcp-server (🥉8 · ⭐ 100) - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code.. ❗Unlicensed

• GitHub (👨‍💻 2 · 🔀 15 · 📥 250 · 📦 2 · ⏱️ 14.11.2025)

abrinsmead/mindpilot-mcp (🥉8 · ⭐ 86) - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent.. MIT

• GitHub (👨‍💻 3 · 🔀 8 · 📋 13 - 61% open · ⏱️ 28.11.2025)

docker/hub-mcp (🥉7 · ⭐ 140) - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened.. Apache-2

• GitHub (👨‍💻 5 · 🔀 93 · ⏱️ 27.04.2026)

ShenghaiWang/xcodebuild (🥉6 · ⭐ 83 · 💤) - Build iOS Xcode workspace/project and feed back errors to llm. MIT

• GitHub (👨‍💻 4 · 🔀 8 · 📋 2 - 50% open · ⏱️ 15.08.2025)

lpigeon/unitree-go2-mcp-server (🥉6 · ⭐ 78 · 💤) - 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 · 🔀 11 · ⏱️ 12.05.2025)

Show 3 hidden projects...

• langfuse/mcp-server-langfuse (🥉10 · ⭐ 170 · 💀) - MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management. MIT
• automation-ai-labs/mcp-link (🥉9 · ⭐ 600 · 💀) - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema). MIT
• YuChenSSR/multi-ai-advisor-mcp (🥉6 · ⭐ 79 · 💀) - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing.. MIT

Embedded System

MCP servers for embedded system

stack-chan/stack-chan (🥇20 · ⭐ 1.4K) - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions.. Apache-2

• GitHub (👨‍💻 19 · 🔀 170 · 📥 40 · 📋 120 - 34% open · ⏱️ 02.05.2026)

horw/esp-mcp (🥉4 · ⭐ 150) - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. ❗Unlicensed

• GitHub (👨‍💻 5 · 🔀 18 · 📋 36 - 88% open · ⏱️ 27.12.2025)

File Systems

MCP servers for file systems

microsoft/markitdown (🥇29 · ⭐ 120K) - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM.. MIT

• GitHub (👨‍💻 79 · 🔀 8K · 📦 2.9K · 📋 450 - 79% open · ⏱️ 20.04.2026)

mickael-kerjean/filestash (🥈22 · ⭐ 14K) - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. ❗️AGPL-3.0

• GitHub (👨‍💻 80 · 🔀 960 · 📦 4 · 📋 700 - 10% open · ⏱️ 01.05.2026)

8b-is/smart-tree (🥈18 · ⭐ 240) - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token.. MIT

• GitHub (👨‍💻 9 · 🔀 25 · 📥 1.7K · ⏱️ 05.05.2026)

mark3labs/mcp-filesystem-server (🥉15 · ⭐ 640) - Golang implementation for local file system access. MIT

• GitHub (👨‍💻 8 · 🔀 100 · 📥 1.7K · 📦 38 · 📋 31 - 54% open · ⏱️ 23.11.2025)

cyberchitta/llm-context.py (🥉13 · ⭐ 300) - Share code context with LLMs via MCP or clipboard. Apache-2

• GitHub (👨‍💻 3 · 🔀 22 · 📋 6 - 50% open · ⏱️ 28.04.2026)

isaacphi/mcp-gdrive (🥉9 · ⭐ 270 · 💤) - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. MIT

• GitHub (👨‍💻 3 · 🔀 100 · 📋 13 - 61% open · ⏱️ 07.05.2025)

Finance & Fintech

MCP servers for finance & fintech

longbridge/openapi (🥇19 · ⭐ 420) - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. Apache-2

• GitHub (👨‍💻 18 · 🔀 64 · 📥 2.3K · ⏱️ 21.04.2026)

massive-com/mcp_massive (🥇17 · ⭐ 320) - An MCP server for Massive.com Financial Market Data. MIT

• GitHub (👨‍💻 10 · 🔀 87 · 📥 83 · 📋 40 - 2% open · ⏱️ 05.05.2026)

xpaysh/awesome-x402 (🥇17 · ⭐ 200 · 🐣) - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base,.. ❗️CC0-1.0

• GitHub (👨‍💻 140 · 🔀 270 · 📋 25 - 20% open · ⏱️ 22.04.2026)

ariadng/metatrader-mcp-server (🥈13 · ⭐ 240) - Enable AI LLMs to execute trades using MetaTrader 5 platform. MIT

• GitHub (👨‍💻 2 · 🔀 79 · 📥 49 · 📋 10 - 10% open · ⏱️ 28.03.2026)

alchemyplatform/alchemy-mcp-server (🥈13 · ⭐ 83) - Allow AI agents to interact with Alchemys blockchain APIs. MIT

• GitHub (👨‍💻 6 · 🔀 30 · 📋 6 - 66% open · ⏱️ 09.04.2026)

ferdousbhai/investor-agent (🥈12 · ⭐ 330) - Yahoo Finance integration to fetch stock market data including options recommendations. MIT

• GitHub (👨‍💻 6 · 🔀 54 · ⏱️ 03.05.2026)

XeroAPI/xero-mcp-server (🥈12 · ⭐ 270) - An MCP server that integrates with Xeros API, allowing for standardized access to Xeros accounting and business.. MIT

• GitHub (👨‍💻 18 · 🔀 120 · 📋 42 - 80% open · ⏱️ 04.05.2026)

armorwallet/armor-crypto-mcp (🥈12 · ⭐ 180 · 💤) - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin.. ❗️GPL-3.0

• GitHub (👨‍💻 6 · 🔀 30 · ⏱️ 27.05.2025)

mcpdotdirect/evm-mcp-server (🥉11 · ⭐ 370) - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts,.. MIT

• GitHub (👨‍💻 9 · 🔀 85 · 📋 11 - 27% open · ⏱️ 26.11.2025)

narumiruna/yfinance-mcp (🥉11 · ⭐ 130) - An MCP server that uses yfinance to obtain information from Yahoo Finance. MIT

• GitHub (👨‍💻 7 · 🔀 44 · ⏱️ 04.05.2026)

QuantConnect/mcp-server (🥉11 · ⭐ 73 · 💤) - A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect.. Apache-2

• GitHub (👨‍💻 5 · 🔀 25 · 📋 27 - 40% open · ⏱️ 09.09.2025)

OctagonAI/octagon-mcp-server (🥉9 · ⭐ 120) - Octagon AI Agents to integrate private and public market data. MIT

• GitHub (👨‍💻 4 · 🔀 19 · ⏱️ 17.03.2026)

heurist-network/heurist-mesh-mcp-server (🥉9 · ⭐ 64) - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation,.. MIT

• GitHub (👨‍💻 6 · 🔀 14 · 📋 4 - 25% open · ⏱️ 25.03.2026)

aaronjmars/web3-research-mcp (🥉8 · ⭐ 150) - Deep Research for crypto - free & fully local. MIT

• GitHub (👨‍💻 3 · 🔀 50 · ⏱️ 30.04.2026)

doggybee/mcp-server-ccxt (🥉8 · ⭐ 140 · 💤) - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library... MIT

• GitHub (👨‍💻 4 · 🔀 30 · 📋 2 - 50% open · ⏱️ 03.06.2025)

kukapay/freqtrade-mcp (🥉8 · ⭐ 120) - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. MIT

• GitHub (🔀 35 · ⏱️ 06.12.2025)

berlinbra/alpha-vantage-mcp (🥉8 · ⭐ 96 · 💤) - Alpha Vantage API integration to fetch both stock and crypto information. MIT

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

kukapay/crypto-indicators-mcp (🥉6 · ⭐ 120) - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. MIT

• GitHub (🔀 44 · 📋 4 - 75% open · ⏱️ 06.12.2025)

kukapay/cryptopanic-mcp-server (🥉6 · ⭐ 71) - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. MIT

• GitHub (👨‍💻 2 · 🔀 21 · ⏱️ 09.12.2025)

Show 1 hidden projects...

• base/base-mcp (🥈13 · ⭐ 350 · 💀) - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet.. MIT

Gaming

MCP servers for gaming

IvanMurzak/Unity-MCP (🥇28 · ⭐ 2.6K) - MCP Server for Unity Editor and for a game made with Unity. Apache-2

• GitHub (👨‍💻 19 · 🔀 230 · 📥 84K · 📋 310 - 13% open · ⏱️ 03.05.2026)

CoderGamester/mcp-unity (🥈21 · ⭐ 1.6K) - MCP Server for Unity3d Game Engine integration for game development. MIT

• GitHub (👨‍💻 23 · 🔀 200 · 📥 480 · 📋 74 - 8% open · ⏱️ 26.04.2026)

tumourlove/monolith (🥈18 · ⭐ 89 · 🐣) - Unreal Engine 5.7 editor plugin that gives AI assistants full read/write access to Blueprints, Materials, Animation,.. MIT

• GitHub (👨‍💻 9 · 🔀 29 · 📥 840 · 📋 25 - 8% open · ⏱️ 03.05.2026)

Coding-Solo/godot-mcp (🥉15 · ⭐ 3.4K) - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing.. MIT

• GitHub (👨‍💻 8 · 🔀 340 · 📋 53 - 49% open · ⏱️ 16.04.2026)

opgginc/opgg-mcp (🥉9 · ⭐ 89) - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion.. MIT

• GitHub (👨‍💻 4 · 🔀 14 · 📋 8 - 12% open · ⏱️ 13.12.2025)

pab1it0/chess-mcp (🥉9 · ⭐ 71) - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing.. MIT

• GitHub (🔀 16 · ⏱️ 15.11.2025)

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

• GitHub (👨‍💻 2 · 🔀 20 · 📦 2 · 📋 6 - 16% open · ⏱️ 15.08.2025)

Location Services

MCP servers for location services and geospatial data

mahdin75/gis-mcp (🥇13 · ⭐ 140) - A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations.. MIT

• GitHub (👨‍💻 12 · 🔀 42 · 📋 13 - 15% open · ⏱️ 18.12.2025)

jjsantos01/qgis_mcp (🥉8 · ⭐ 940 · 💤) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer.. ❗Unlicensed

• GitHub (👨‍💻 4 · 🔀 150 · 📋 21 - 38% open · ⏱️ 01.10.2025)

jagan-shanmugam/open-streetmap-mcp (🥉7 · ⭐ 190 · 💤) - An OpenStreetMap MCP server with location-based services and geospatial data. MIT

• GitHub (👨‍💻 2 · 🔀 40 · 📋 3 - 66% open · ⏱️ 30.06.2025)

Knowledge & Memory

MCP servers for knowledge graphs and memory management

topoteretes/cognee (🥇32 · ⭐ 17K) - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data.. Apache-2

• GitHub (👨‍💻 150 · 🔀 1.8K · 📦 140 · 📋 480 - 6% open · ⏱️ 05.05.2026)

upstash/context7 (🥇27 · ⭐ 55K) - Up-to-date code documentation for LLMs and AI code editors. MIT

• GitHub (👨‍💻 120 · 🔀 2.6K · 📥 1.1K · 📋 2K - 6% open · ⏱️ 05.05.2026)

varun29ankuS/shodh-memory (🥈20 · ⭐ 210 · 🐣) - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary,.. Apache-2

• GitHub (👨‍💻 7 · 🔀 28 · 📥 1.5K · 📋 99 - 9% open · ⏱️ 04.05.2026)

apecloud/ApeRAG (🥈19 · ⭐ 1.2K · 📉) - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your.. Apache-2

• GitHub (👨‍💻 20 · 🔀 130 · 📋 410 - 6% open · ⏱️ 15.04.2026)

omega-memory/omega-memory (🥈19 · ⭐ 110 · 🐣) - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent.. Apache-2

• GitHub (👨‍💻 8 · 🔀 21 · 📥 100 · 📋 30 - 6% open · ⏱️ 01.05.2026)
• PyPi (📥 4.3K / month)

shinpr/mcp-local-rag (🥈17 · ⭐ 250) - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and.. MIT

• GitHub (👨‍💻 3 · 🔀 43 · 📦 4 · 📋 21 - 9% open · ⏱️ 23.04.2026)

bitbonsai/mcpvault (🥈14 · ⭐ 1.2K) - Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive.. ❗Unlicensed

• GitHub (👨‍💻 13 · 🔀 93 · 📋 57 - 19% open · ⏱️ 16.04.2026)

graphlit/graphlit-mcp-server (🥉12 · ⭐ 380) - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then.. MIT

• GitHub (👨‍💻 4 · 🔀 51 · 📦 4 · ⏱️ 12.01.2026)

mem0ai/mem0-mcp (🥉11 · ⭐ 650) - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for.. Apache-2

• GitHub (👨‍💻 6 · 🔀 140 · ⏱️ 24.03.2026)

CheMiguel23/MemoryMesh (🥉11 · ⭐ 340) - Enhanced graph-based memory with a focus on AI role-play and story generation. MIT

• GitHub (👨‍💻 4 · 🔀 49 · 📋 9 - 11% open · ⏱️ 17.01.2026)

hannesrudolph/mcp-ragdocs (🥉10 · ⭐ 260 · 💤) - An MCP server implementation that provides tools for retrieving and processing documentation through vector search,.. MIT

• GitHub (👨‍💻 4 · 🔀 24 · 📦 3 · ⏱️ 18.07.2025)

jinzcdev/markmap-mcp-server (🥉10 · ⭐ 200) - An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports.. MIT

• GitHub (👨‍💻 2 · 🔀 27 · 📦 2 · ⏱️ 18.03.2026)

lostintangent/gistpad-mcp (🥉10 · ⭐ 190) - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a.. MIT

• GitHub (👨‍💻 3 · 🔀 29 · 📦 2 · 📋 21 - 4% open · ⏱️ 16.01.2026)

pi22by7/In-Memoria (🥉10 · ⭐ 170) - Persistent intelligence infrastructure for agentic development that gives AI coding assistants cumulative memory and.. MIT

• GitHub (👨‍💻 3 · 🔀 29 · 📦 1 · 📋 25 - 8% open · ⏱️ 23.12.2025)

ragieai/ragie-mcp-server (🥉9 · ⭐ 86) - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and.. MIT

• GitHub (👨‍💻 3 · 🔀 19 · ⏱️ 04.02.2026)

redleaves/context-keeper (🥉5 · ⭐ 140) - LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-.. MIT

• GitHub (👨‍💻 2 · 🔀 10 · ⏱️ 13.01.2026)

Show 1 hidden projects...

• entanglr/zettelkasten-mcp (🥉12 · ⭐ 150 · 💀) - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you.. MIT

Marketing

MCP servers for marketing

pipeboard-co/meta-ads-mcp (🥇16 · ⭐ 860) - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize.. ❗Unlicensed

• GitHub (👨‍💻 7 · 🔀 200 · 📋 28 - 32% open · ⏱️ 05.05.2026)

gomarble-ai/facebook-ads-mcp-server (🥉9 · ⭐ 320 · 💤) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and.. MIT

• GitHub (👨‍💻 5 · 🔀 72 · 📋 2 - 50% open · ⏱️ 21.08.2025)

stape-io/google-tag-manager-mcp-server (🥉9 · ⭐ 140) - This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google.. Apache-2

• GitHub (👨‍💻 6 · 🔀 48 · 📋 2 - 50% open · ⏱️ 26.01.2026)

gomarble-ai/google-ads-mcp-server (🥉7 · ⭐ 120) - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management.. MIT

• GitHub (👨‍💻 2 · 🔀 48 · ⏱️ 17.12.2025)

Show 1 hidden projects...

• 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

Monitoring

MCP servers for monitoring

netdata/netdata (🥇36 · ⭐ 79K) - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs,.. ❗️GPL-3.0

• GitHub (👨‍💻 680 · 🔀 6.3K · 📥 1.4M · 📋 8.2K - 1% open · ⏱️ 05.05.2026)

grafana/mcp-grafana (🥈27 · ⭐ 3K) - Search dashboards, investigate incidents and query datasources in your Grafana instance. Apache-2

• GitHub (👨‍💻 82 · 🔀 350 · 📥 94K · 📦 5 · 📋 230 - 27% open · ⏱️ 05.05.2026)

VictoriaMetrics/mcp-victoriametrics (🥈20 · ⭐ 160) - Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring,.. Apache-2

• GitHub (👨‍💻 10 · 🔀 23 · 📥 3.3K · 📋 24 - 8% open · ⏱️ 30.04.2026)

getsentry/sentry-mcp (🥉19 · ⭐ 680) - Sentry.io integration for error tracking and performance monitoring. ❗Unlicensed

• GitHub (👨‍💻 39 · 🔀 100 · 📥 150 · 📋 220 - 27% open · ⏱️ 05.05.2026)

pydantic/logfire-mcp (🥉14 · ⭐ 160) - Provides access to OpenTelemetry traces and metrics through Logfire. MIT

• GitHub (👨‍💻 10 · 🔀 25 · ⏱️ 24.03.2026)

mpeirone/zabbix-mcp-server (🥉11 · ⭐ 200 · 💤) - Zabbix integration for hosts, items, triggers, templates, problems, data and more. ❗️GPL-3.0

• GitHub (👨‍💻 6 · 🔀 67 · 📋 13 - 46% open · ⏱️ 16.10.2025)

seekrays/mcp-monitor (🥉8 · ⭐ 81 · 💤) - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to.. Apache-2

• GitHub (👨‍💻 5 · 🔀 16 · 📥 150 · ⏱️ 02.08.2025)

Show 1 hidden projects...

• hyperb1iss/lucidity-mcp (🥉7 · ⭐ 83 · 💀) - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from.. Apache-2

Multimedia Process

MCP servers for multimedia process

sunriseapps/imagesorcery-mcp (🥇9 · ⭐ 310 · 💤) - ComputerVision-based sorcery of image recognition and editing tools for AI assistants. MIT

• GitHub (👨‍💻 2 · 🔀 46 · 📋 10 - 50% open · ⏱️ 28.08.2025)

video-creator/ffmpeg-mcp (🥉6 · ⭐ 130 · 💤) - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local.. MIT

• GitHub (👨‍💻 2 · 🔀 23 · ⏱️ 13.05.2025)

Search & Data Extraction

MCP servers for search and data extraction

blazickjp/arxiv-mcp-server (🥇21 · ⭐ 2.7K) - Search ArXiv research papers. Apache-2

• GitHub (👨‍💻 12 · 🔀 200 · 📥 29 · 📦 19 · 📋 47 - 8% open · ⏱️ 26.04.2026)

brightdata/brightdata-mcp (🥇21 · ⭐ 2.3K) - Discover, extract, and interact with the web - one interface powering automated access across the public internet. MIT

• GitHub (👨‍💻 16 · 🔀 300 · 📦 17 · 📋 49 - 14% open · ⏱️ 20.04.2026)

brave/brave-search-mcp-server (🥇21 · ⭐ 980) - Web search capabilities using Braves Search API. MIT

• GitHub (👨‍💻 17 · 🔀 150 · 📦 15 · 📋 42 - 38% open · ⏱️ 03.05.2026)

exa-labs/exa-mcp-server (🥇20 · ⭐ 4.4K) - A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This.. MIT

• GitHub (👨‍💻 24 · 🔀 320 · 📦 12 · 📋 88 - 1% open · ⏱️ 05.05.2026)

Aas-ee/open-webSearch (🥈19 · ⭐ 1.1K) - Web search using free multi-engine search (NO API KEYS REQUIRED) Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. Apache-2

• GitHub (👨‍💻 7 · 🔀 140 · 📋 42 - 16% open · ⏱️ 30.04.2026)

ihor-sokoliuk/mcp-searxng (🥈19 · ⭐ 750) - A Model Context Protocol Server for SearXNG. MIT

• GitHub (👨‍💻 19 · 🔀 120 · 📦 5 · 📋 40 - 10% open · ⏱️ 28.04.2026)

nickclyde/duckduckgo-mcp-server (🥈18 · ⭐ 1.1K) - Web search using DuckDuckGo. MIT

• GitHub (👨‍💻 9 · 🔀 160 · 📦 16 · 📋 23 - 4% open · ⏱️ 05.05.2026)

lfnovo/content-core (🥈17 · ⭐ 150) - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web.. MIT

• GitHub (👨‍💻 5 · 🔀 27 · 📦 35 · 📋 12 - 8% open · ⏱️ 14.04.2026)

tinyfish-io/agentql-mcp (🥈14 · ⭐ 160) - MCP server that provides AgentQLs data extraction capabilities. MIT

• GitHub (👨‍💻 6 · 🔀 36 · 📦 4 · ⏱️ 22.04.2026)

mikechao/brave-search-mcp (🥈14 · ⭐ 120) - Web, Image, News, Video, and Local Point of Interest search capabilities using Braves Search API. ❗️GPL-3.0

• GitHub (👨‍💻 4 · 🔀 18 · 📥 130 · 📦 4 · ⏱️ 30.03.2026)

fatwang2/search1api-mcp (🥈13 · ⭐ 170) - Search via search1api (requires paid API key). MIT

• GitHub (👨‍💻 2 · 🔀 38 · 📦 3 · 📋 5 - 20% open · ⏱️ 13.03.2026)

nkapila6/mcp-local-rag (🥈13 · ⭐ 120) - primitive RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. MIT

• GitHub (👨‍💻 5 · 🔀 21 · 📋 8 - 62% open · ⏱️ 27.04.2026)

kagisearch/kagimcp (🥈12 · ⭐ 380) - Official Kagi Search MCP Server. MIT

• GitHub (👨‍💻 5 · 🔀 33 · 📋 12 - 16% open · ⏱️ 08.04.2026)

apify/mcp-server-rag-web-browser (🥈12 · ⭐ 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 · 🔀 29 · ⏱️ 21.08.2025)

andybrandt/mcp-simple-arxiv (🥈12 · ⭐ 190) - MCP for LLM to search and read papers from arXiv. MIT

• GitHub (👨‍💻 6 · 🔀 24 · 📦 49 · ⏱️ 19.02.2026)

takashiishida/arxiv-latex-mcp (🥉11 · ⭐ 130) - Get the LaTeX source of arXiv papers to handle mathematical content and equations. MIT

• GitHub (👨‍💻 3 · 🔀 13 · 📥 140 · 📋 4 - 50% open · ⏱️ 28.04.2026)

vectorize-io/vectorize-mcp-server (🥉11 · ⭐ 100 · 💤) - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text.. MIT

• GitHub (👨‍💻 6 · 🔀 23 · ⏱️ 12.06.2025)

jae-jae/fetcher-mcp (🥉10 · ⭐ 1K) - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and.. MIT

• GitHub (👨‍💻 5 · 🔀 94 · 📋 15 - 13% open · ⏱️ 14.01.2026)

hellokaton/unsplash-mcp-server (🥉10 · ⭐ 220) - A MCP server for Unsplash image search. MIT

• GitHub (👨‍💻 5 · 🔀 21 · 📋 8 - 25% open · ⏱️ 23.04.2026)

andybrandt/mcp-simple-pubmed (🥉10 · ⭐ 160) - MCP to search and read medical / life sciences papers from PubMed. MIT

• GitHub (👨‍💻 7 · 🔀 31 · ⏱️ 19.03.2026)

serpapi/serpapi-mcp (🥉10 · ⭐ 130) - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing,.. MIT

• GitHub (👨‍💻 7 · 🔀 31 · ⏱️ 22.04.2026)

jae-jae/g-search-mcp (🥉9 · ⭐ 260 · 💤) - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. MIT

• GitHub (🔀 33 · 📋 5 - 20% open · ⏱️ 14.06.2025)

deadletterq/mcp-opennutrition (🥉9 · ⭐ 180) - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. MIT

• GitHub (👨‍💻 3 · 🔀 24 · ⏱️ 15.04.2026)

just-every/mcp-read-website-fast (🥉9 · ⭐ 150) - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving.. MIT

• GitHub (👨‍💻 4 · 🔀 25 · ⏱️ 01.05.2026)

scrapeless-ai/scrapeless-mcp-server (🥉8 · ⭐ 160 · 💤) - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web.. MIT

• GitHub (👨‍💻 4 · 🔀 25 · 📦 2 · ⏱️ 23.09.2025)

ChanMeng666/server-google-news (🥉8 · ⭐ 120) - Google News integration with automatic topic categorization, multi-language support, and comprehensive search.. MIT

• GitHub (👨‍💻 9 · 🔀 21 · 📋 3 - 66% open · ⏱️ 30.03.2026)

ConechoAI/openai-websearch-mcp (🥉7 · ⭐ 89 · 💤) - This is a Python-based MCP server that provides OpenAI web_search build-in tool. MIT

• GitHub (👨‍💻 3 · 🔀 17 · ⏱️ 12.09.2025)

just-every/mcp-screenshot-website-fast (🥉6 · ⭐ 110) - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for.. MIT

• GitHub (👨‍💻 3 · 🔀 9 · ⏱️ 05.04.2026)

OctagonAI/octagon-deep-research-mcp (🥉6 · ⭐ 90) - Lightning-Fast, High-Accuracy Deep Research Agent. MIT

• GitHub (👨‍💻 2 · 🔀 13 · 📦 2 · ⏱️ 09.02.2026)

erithwik/mcp-hn (🥉6 · ⭐ 73 · 💤) - An MCP server to search Hacker News, get top stories, and more. MIT

• GitHub (👨‍💻 5 · 🔀 19 · 📦 2 · ⏱️ 14.07.2025)

Show 2 hidden projects...

• leehanchung/bing-search-mcp (🥉6 · ⭐ 79 · 💀) - Web search capabilities using Microsoft Bing Search API. MIT
• zhsama/duckduckgo-mcp-server (🥉5 · ⭐ 74 · 💀) - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. MIT

Security

MCP servers for security analysis and vulnerability scanning

mrexodia/ida-pro-mcp (🥇24 · ⭐ 8.2K · 📈) - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement.. MIT

• GitHub (👨‍💻 58 · 🔀 950 · 📦 2 · 📋 210 - 18% open · ⏱️ 04.05.2026)

zinja-coder/jadx-ai-mcp (🥇22 · ⭐ 1.9K) - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol.. Apache-2

• GitHub (👨‍💻 6 · 🔀 190 · 📥 42K · 📋 50 - 14% open · ⏱️ 20.04.2026)

safedep/vet (🥈21 · ⭐ 1K) - vet-mcp checks open source packageslike those suggested by AI coding toolsfor vulnerabilities and malicious code. It.. Apache-2

• GitHub (👨‍💻 28 · 🔀 94 · 📥 140K · 📦 1 · 📋 220 - 36% open · ⏱️ 28.04.2026)

duriantaco/skylos (🥈20 · ⭐ 430) - Dead code detection, security scanning, and code quality analysis for Python, TypeScript, and Go. 98% recall with.. Apache-2

• GitHub (👨‍💻 5 · 🔀 19 · 📦 23 · 📋 75 - 2% open · ⏱️ 05.05.2026)

LaurieWired/GhidraMCP (🥈19 · ⭐ 8.8K · 💤) - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides.. Apache-2

• GitHub (👨‍💻 10 · 🔀 700 · 📥 37K · 📋 80 - 53% open · ⏱️ 23.06.2025)

beelzebub-labs/beelzebub (🥈18 · ⭐ 2K) - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt.. ❗️GPL-3.0

• GitHub (👨‍💻 16 · 🔀 190 · 📋 38 - 5% open · ⏱️ 05.05.2026)

symgraph/GhidrAssistMCP (🥈17 · ⭐ 590) - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no.. MIT

• GitHub (👨‍💻 9 · 🔀 42 · 📥 5.9K · 📋 20 - 15% open · ⏱️ 25.04.2026)

radareorg/radare2-mcp (🥈17 · ⭐ 220) - MCP server for Radare2 disassembler. Provides AI with capability to disassemble and look into binaries for reverse.. MIT

• GitHub (👨‍💻 10 · 🔀 29 · 📥 410 · 📋 20 - 25% open · ⏱️ 30.04.2026)

gbrigandi/mcp-server-wazuh (🥉15 · ⭐ 200) - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for.. MIT

• GitHub (🔀 51 · 📥 1.8K · 📋 20 - 20% open · ⏱️ 08.12.2025)

fosdickio/binary_ninja_mcp (🥉13 · ⭐ 340) - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client... ❗️GPL-3.0

• GitHub (👨‍💻 8 · 🔀 70 · 📋 40 - 52% open · ⏱️ 05.04.2026)

13bm/GhidraMCP (🥉13 · ⭐ 110) - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for.. Apache-2

• GitHub (👨‍💻 2 · 🔀 19 · 📥 840 · 📋 5 - 20% open · ⏱️ 27.03.2026)

semgrep/mcp (🥉12 · ⭐ 660 · 💤) - Allow AI agents to scan code for security vulnerabilites using Semgrep. MIT

• GitHub (👨‍💻 19 · 🔀 56 · 📋 29 - 41% open · ⏱️ 28.10.2025)

zinja-coder/apktool-mcp-server (🥉12 · ⭐ 400) - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. Apache-2

• GitHub (👨‍💻 3 · 🔀 40 · 📥 1.2K · 📋 2 - 50% open · ⏱️ 25.04.2026)

BurtTheCoder/mcp-shodan (🥉10 · ⭐ 120) - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches,.. MIT

• GitHub (👨‍💻 5 · 🔀 22 · 📦 2 · ⏱️ 31.03.2026)

securityfortech/secops-mcp (🥉9 · ⭐ 190 · 💤) - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface... MIT

• GitHub (👨‍💻 5 · 🔀 31 · ⏱️ 17.09.2025)

BurtTheCoder/mcp-maigret (🥉8 · ⭐ 240) - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This.. MIT

• GitHub (👨‍💻 6 · 🔀 36 · 📦 2 · 📋 4 - 75% open · ⏱️ 27.01.2026)

BurtTheCoder/mcp-virustotal (🥉8 · ⭐ 120) - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and.. MIT

• GitHub (👨‍💻 6 · 🔀 18 · 📦 2 · 📋 2 - 50% open · ⏱️ 31.03.2026)

roadwy/cve-search_mcp (🥉5 · ⭐ 99 · 💤) - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to.. MIT

• GitHub (👨‍💻 4 · 🔀 13 · 📋 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 · ⭐ 640) - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude.. MIT

• GitHub (👨‍💻 2 · 🔀 80 · 📥 1.3K · 📋 4 - 50% open · ⏱️ 17.03.2026)

HagaiHen/facebook-mcp-server (🥉11 · ⭐ 150) - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the.. MIT

• GitHub (👨‍💻 3 · 🔀 45 · ⏱️ 23.04.2026)

Sports

MCP servers for sports data and analytics

r-huijts/strava-mcp (🥇13 · ⭐ 380) - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs. MIT

• GitHub (👨‍💻 21 · 🔀 74 · 📋 14 - 42% open · ⏱️ 07.04.2026)

Support & Service Management

MCP servers for support & service management

sooperset/mcp-atlassian (🥇26 · ⭐ 5.1K) - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data.. MIT

• GitHub (👨‍💻 96 · 🔀 1.1K · 📦 10 · 📋 460 - 39% open · ⏱️ 10.04.2026)

nguyenvanduocit/jira-mcp (🥉16 · ⭐ 87) - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool.. MIT

• GitHub (👨‍💻 8 · 🔀 23 · 📥 260 · ⏱️ 18.04.2026)

Text-to-Speech

MCP servers for text-to-speech

mbailey/voicemode (🥇22 · ⭐ 1.1K) - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through.. MIT

• GitHub (👨‍💻 19 · 🔀 160 · 📋 110 - 26% open · ⏱️ 05.05.2026)

mberg/kokoro-tts-mcp (🥉6 · ⭐ 76 · 💤) - 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 · 🔀 19 · ⏱️ 12.09.2025)

Translation Services

MCP servers for translation services

translated/lara-mcp (🥇12 · ⭐ 81) - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and.. MIT

• GitHub (👨‍💻 4 · 🔀 18 · 📋 4 - 25% open · ⏱️ 04.05.2026)

Travel & Transportation

MCP servers for travel services and transportation

openbnb-org/mcp-server-airbnb (🥇15 · ⭐ 440) - Provides tools to search Airbnb and get listing details. MIT

• GitHub (👨‍💻 4 · 🔀 100 · 📥 990 · 📋 20 - 20% open · ⏱️ 14.04.2026)

cobanov/teslamate-mcp (🥉6 · ⭐ 130) - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query.. MIT

• GitHub (👨‍💻 5 · 🔀 15 · ⏱️ 29.11.2025)

Version Control

MCP servers for version control

github/github-mcp-server (🥇30 · ⭐ 30K) - Official GitHub server for integration with repository management, PRs, issues, and more. MIT

• GitHub (👨‍💻 120 · 🔀 4K · 📥 390K · 📋 870 - 21% open · ⏱️ 30.04.2026)

Tiberriver256/mcp-server-azure-devops (🥉14 · ⭐ 360 · 📉) - Azure DevOps integration for repository management, work items, and pipelines. MIT

• GitHub (👨‍💻 14 · 🔀 120 · 📋 70 - 27% open · ⏱️ 05.02.2026)

kopfrechner/gitlab-mr-mcp (🥉10 · ⭐ 89) - Interact seamlessly with issues and merge requests of your GitLab projects. MIT

• GitHub (👨‍💻 10 · 🔀 27 · 📋 8 - 37% open · ⏱️ 05.05.2026)

Workplace & Productivity

MCP servers for workplace & productivity

taylorwilsdon/google_workspace_mcp (🥇27 · ⭐ 2.3K) - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats,.. MIT

• GitHub (👨‍💻 120 · 🔀 700 · 📥 6.2K · 📋 280 - 17% open · ⏱️ 05.05.2026)

vasylenko/bear-notes-mcp (🥈19 · ⭐ 190) - Search, read, create, and update Bear Notes directly from Claude. Local-only with complete privacy. MIT

• GitHub (👨‍💻 5 · 🔀 19 · 📥 1.3K · 📋 39 - 2% open · ⏱️ 30.04.2026)

takumi0706/google-calendar-mcp (🥉10 · ⭐ 56 · 💤) - An MCP server to interface with the Google Calendar API. Based on TypeScript. MIT

• GitHub (👨‍💻 3 · 🔀 10 · ⏱️ 21.09.2025)

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• MarkusPfundstein/mcp-gsuite (🥉11 · ⭐ 490 · 💀) - Integration with gmail and Google Calendar. MIT

Other Tools and Integrations

MCP servers for other tools and integrations

PrefectHQ/fastmcp (🥇35 · ⭐ 25K) - A high-level framework for building MCP servers in Python. Apache-2

• GitHub (👨‍💻 240 · 🔀 2K · 📦 15K · 📋 1.6K - 13% open · ⏱️ 04.05.2026)

screenpipe/screenpipe (🥇30 · ⭐ 19K) - Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-.. ❗Unlicensed

• GitHub (👨‍💻 120 · 🔀 1.7K · 📥 3.5K · 📦 2 · 📋 1.5K - 0% open · ⏱️ 06.05.2026)

modelcontextprotocol/servers (🥇28 · ⭐ 85K) - MCP server that exercises all the features of the MCP protocol. ❗Unlicensed

• GitHub (👨‍💻 1K · 🔀 11K · 📋 1K - 23% open · ⏱️ 17.04.2026)

apify/apify-mcp-server (🥇27 · ⭐ 1.2K) - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search.. MIT

• GitHub (👨‍💻 25 · 🔀 160 · 📥 5K · 📦 10 · 📋 290 - 34% open · ⏱️ 05.05.2026)

punkpeye/fastmcp (🥈25 · ⭐ 3.1K) - A high-level framework for building MCP servers in TypeScript. MIT

• GitHub (👨‍💻 58 · 🔀 260 · 📦 2.1K · 📋 130 - 28% open · ⏱️ 04.05.2026)

Klavis-AI/klavis (🥈23 · ⭐ 5.7K) - Extract and convert YouTube video information. Apache-2

• GitHub (👨‍💻 40 · 🔀 540 · 📋 48 - 43% open · ⏱️ 30.04.2026)

wanaku-ai/wanaku (🥈22 · ⭐ 110) - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating.. Apache-2

• GitHub (👨‍💻 21 · 🔀 39 · 📥 1.3K · 📋 330 - 13% open · ⏱️ 05.05.2026)

Azure/azure-mcp (🥈20 · ⭐ 1.2K · 📉) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor. MIT

• GitHub (👨‍💻 70 · 🔀 350 · 📥 13K · 📋 410 - 0% open · ⏱️ 21.01.2026)

IBM/mcp-cli (🥈19 · ⭐ 2K) - Yet another CLI tool for testing MCP servers. Apache-2

• GitHub (👨‍💻 22 · 🔀 300 · 📋 89 - 20% open · ⏱️ 07.03.2026)

caol64/wenyan-mcp (🥈17 · ⭐ 1.2K) - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. Apache-2

• GitHub (👨‍💻 6 · 🔀 130 · 📋 47 - 10% open · ⏱️ 29.04.2026)

suekou/mcp-notion-server (🥈17 · ⭐ 880 · 📈) - Interacting with Notion API. MIT

• GitHub (👨‍💻 9 · 🔀 160 · 📦 9 · 📋 28 - 42% open · ⏱️ 05.05.2026)

ivnvxd/mcp-server-odoo (🥈17 · ⭐ 270) - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. MPL-2.0

• GitHub (👨‍💻 4 · 🔀 130 · 📋 26 - 30% open · ⏱️ 02.05.2026)

tacticlaunch/mcp-linear (🥈15 · ⭐ 130) - Integrates with Linear project management system. MIT

• GitHub (👨‍💻 11 · 🔀 31 · ⏱️ 03.05.2026)

metorial/metorial (🥈14 · ⭐ 3.3K) - Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included. Apache-2

• GitHub (👨‍💻 7 · 🔀 350 · ⏱️ 30.04.2026)

PV-Bhat/vibe-check-mcp-server (🥈13 · ⭐ 480) - An MCP server that prevents cascading errors and scope creep by calling a Vibe-check agent to ensure user alignment. MIT

• GitHub (👨‍💻 11 · 🔀 63 · 📋 17 - 35% open · ⏱️ 30.03.2026)

MarkusPfundstein/mcp-obsidian (🥉12 · ⭐ 3.6K · 💤) - Interacting with Obsidian via REST API. MIT

• GitHub (👨‍💻 17 · 🔀 400 · 📦 1 · 📋 70 - 84% open · ⏱️ 28.06.2025)

evalstate/mcp-hfspace (🥉12 · ⭐ 390 · 💤) - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports.. MIT

• GitHub (👨‍💻 7 · 🔀 56 · 📋 16 - 62% open · ⏱️ 13.06.2025)

blurrah/mcp-graphql (🥉12 · ⭐ 380 · 💤) - Allows the AI to query GraphQL servers. MIT

• GitHub (👨‍💻 7 · 🔀 57 · 📥 130 · 📦 2 · 📋 17 - 35% open · ⏱️ 31.07.2025)

roychri/mcp-server-asana (🥉12 · ⭐ 140) - This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as.. MIT

• GitHub (👨‍💻 12 · 🔀 61 · 📋 24 - 12% open · ⏱️ 23.04.2026)

thingsboard/thingsboard-mcp (🥉12 · ⭐ 95) - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your.. Apache-2

• GitHub (👨‍💻 5 · 🔀 19 · 📥 150 · 📋 20 - 10% open · ⏱️ 26.02.2026)

wong2/mcp-cli (🥉11 · ⭐ 430 · 💤) - CLI tool for testing MCP servers. ❗️GPL-3.0

• GitHub (👨‍💻 4 · 🔀 35 · 📦 86 · 📋 15 - 53% open · ⏱️ 07.08.2025)

ttommyth/interactive-mcp (🥉11 · ⭐ 340 · 💤) - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. MIT

• GitHub (👨‍💻 5 · 🔀 30 · 📋 17 - 47% open · ⏱️ 09.09.2025)

pyroprompts/any-chat-completions-mcp (🥉11 · ⭐ 150 · 💤) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more. MIT

• GitHub (👨‍💻 4 · 🔀 26 · ⏱️ 01.05.2025)

mrjoshuak/godoc-mcp (🥉11 · ⭐ 120) - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types.. MIT

• GitHub (🔀 15 · ⏱️ 06.03.2026)

ivo-toby/contentful-mcp (🥉11 · ⭐ 60) - Update, create, delete content, content-models and assets in your Contentful Space. MIT

• GitHub (👨‍💻 6 · 🔀 15 · 📋 19 - 47% open · ⏱️ 17.01.2026)

tevonsb/homeassistant-mcp (🥉10 · ⭐ 570) - Access Home Assistant data and control devices (lights, switches, thermostats, etc). Apache-2

• GitHub (👨‍💻 3 · 🔀 53 · 📋 17 - 82% open · ⏱️ 25.01.2026)

Seym0n/tiktok-mcp (🥉10 · ⭐ 150) - Interact with TikTok videos. MIT

• GitHub (👨‍💻 2 · 🔀 22 · 📥 49 · ⏱️ 27.02.2026)

awkoy/replicate-flux-mcp (🥉10 · ⭐ 100) - Provides the ability to generate images via Replicates API. MIT

• GitHub (👨‍💻 4 · 🔀 16 · 📦 2 · ⏱️ 18.04.2026)

integromat/make-mcp-server (🥉9 · ⭐ 160) - Turn your Make scenarios into callable tools for AI assistants. MIT

• GitHub (👨‍💻 5 · 🔀 39 · 📋 3 - 33% open · ⏱️ 17.04.2026)

marcelmarais/spotify-mcp-server (🥉8 · ⭐ 330) - Control Spotify playback and manage playlists. ❗Unlicensed

• GitHub (👨‍💻 12 · 🔀 97 · 📋 10 - 40% open · ⏱️ 07.03.2026)

AbdelStark/bitcoin-mcp (🥉8 · ⭐ 74 · 💤) - A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys,.. MIT

• GitHub (👨‍💻 5 · 🔀 22 · ⏱️ 01.08.2025)

apinetwork/piapi-mcp-server (🥉8 · ⭐ 70 · 💤) - 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)

githejie/mcp-server-calculator (🥉7 · ⭐ 150 · 💤) - This server enables LLMs to use calculator for precise numerical calculations. MIT

• GitHub (🔀 23 · 📋 3 - 66% open · ⏱️ 10.05.2025)

johannesbrandenburger/typst-mcp (🥉7 · ⭐ 150) - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst,.. MIT

• GitHub (👨‍💻 5 · 🔀 14 · 📋 3 - 66% open · ⏱️ 18.04.2026)

SecretiveShell/MCP-wolfram-alpha (🥉6 · ⭐ 75 · 💤) - An MCP server for querying wolfram alpha API. MIT

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

hiromitsusasaki/raindrop-io-mcp-server (🥉6 · ⭐ 72 · 💤) - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). ❗Unlicensed

• GitHub (👨‍💻 4 · 🔀 13 · ⏱️ 04.06.2025)

Rai220/think-mcp (🥉5 · ⭐ 100) - Enhances any agents reasoning capabilities by integrating the think-tools, as described in Anthropics article. MIT

• GitHub (👨‍💻 2 · 🔀 13 · ⏱️ 07.03.2026)

isaacwasserman/mcp-vegalite-server (🥉5 · ⭐ 96 · 💤) - Generate visualizations from fetched data using the VegaLite format and renderer. ❗Unlicensed

• GitHub (👨‍💻 3 · 🔀 22 · 📋 7 - 57% open · ⏱️ 16.05.2025)

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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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