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 1.3M 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 13 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 66 projects
- Embedded System 2 projects
- File Systems 6 projects
- Finance & Fintech 20 projects
- Gaming 7 projects
- Location Services 3 projects
- Knowledge & Memory 18 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 · ⭐ 40K) - Connect and unify data across various platforms and databases with MindsDB as a single MCP server. MIT
- GitHub (👨💻 910 · 🔀 6.2K · 📋 4.4K - 0% open · ⏱️ 10.07.2026)
PipedreamHQ/pipedream (🥇29 · ⭐ 12K) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. ❗Unlicensed
- GitHub (👨💻 330 · 🔀 5.7K · 📦 14 · 📋 13K - 30% open · ⏱️ 18.08.2026)
juspay/neurolink (🥈23 · ⭐ 120) - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models.. MIT
- GitHub (👨💻 74 · 🔀 120 · 📦 19 · 📋 380 - 14% open · ⏱️ 18.08.2026)
julien040/anyquery (🥈22 · ⭐ 1.8K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed
- GitHub (👨💻 15 · 🔀 130 · 📥 17K · 📦 49 · 📋 38 - 13% open · ⏱️ 06.08.2026)
metatool-ai/metamcp (🥈20 · ⭐ 2.6K · 📉) - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. MIT
- GitHub (👨💻 34 · 🔀 410 · 📋 200 - 46% open · ⏱️ 22.06.2026)
mcpjungle/MCPJungle (🥈20 · ⭐ 1.2K) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0
- GitHub (👨💻 22 · 🔀 150 · 📥 6.4K · 📋 130 - 48% open · ⏱️ 02.08.2026)
1mcp-app/agent (🥈19 · ⭐ 490) - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. Apache-2
- GitHub (👨💻 13 · 🔀 57 · 📥 3.2K · 📦 1 · 📋 70 - 12% open · ⏱️ 18.08.2026)
TheLunarCompany/lunar (🥉18 · ⭐ 480) - MCPX is a production-ready, open-source gateway to manage MCP servers at scalecentralize tool discovery, access.. MIT
- GitHub (👨💻 36 · 🔀 43 · 📋 27 - 25% open · ⏱️ 18.08.2026)
K-Dense-AI/claude-skills-mcp (🥉14 · ⭐ 400) - Intelligent search capabilities to let every model and client use Claude Agent Skills like native. Apache-2
- GitHub (👨💻 3 · 🔀 68 · ⏱️ 20.07.2026)
microsoft/mcp-gateway (🥉13 · ⭐ 790) - A reverse proxy and management layer for MCP servers, enabling scalable, session-aware routing and lifecycle.. MIT
- GitHub (👨💻 8 · 🔀 87 · 📋 32 - 21% open · ⏱️ 12.08.2026)
sxhxliang/mcp-access-point (🥉12 · ⭐ 180) - Turn a web service into an MCP server in one click without making any code changes. MIT
- GitHub (👨💻 5 · 🔀 29 · 📋 16 - 12% open · ⏱️ 11.03.2026)
boltmcp/boltmcp (🥉11 · ⭐ 370) - Enterprise-grade MCP orchestration platform to create, deploy, and manage custom MCP servers on-premises. ❗Unlicensed
- GitHub (👨💻 2 · 🔀 51 · ⏱️ 10.08.2026)
sitbon/magg (🥉11 · ⭐ 140) - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate.. ❗️AGPL-3.0
- GitHub (👨💻 2 · 🔀 23 · 📥 110 · 📋 4 - 50% open · ⏱️ 02.08.2026)
VeriTeknik/pluggedin-mcp-proxy (🥉9 · ⭐ 140) - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility.. Apache-2
- GitHub (👨💻 7 · 🔀 29 · ⏱️ 06.04.2026)
tigranbs/mcgravity (🥉5 · ⭐ 100) - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing.. ❗Unlicensed
- GitHub (👨💻 2 · 🔀 14 · 📥 370 · ⏱️ 15.02.2026)
Show 1 hidden projects...
- SureScaleAI/openai-gpt-image-mcp (🥉3 · ⭐ 110 · 💀) - OpenAI GPT image generation/editing MCP server.
MIT
Art & Culture
MCP servers for art and culture
samuelgursky/davinci-resolve-mcp (🥇23 · ⭐ 2.2K) - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media.. MIT
- GitHub (👨💻 28 · 🔀 240 · ⏱️ 18.08.2026)
ahujasid/blender-mcp (🥈22 · ⭐ 26K) - MCP server for working with Blender. MIT
- GitHub (👨💻 32 · 🔀 2.4K · 📋 160 - 2% open · ⏱️ 16.08.2026)
jau123/MeiGen-AI-Design-MCP (🥈17 · ⭐ 1.7K · 🐣) - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-.. MIT
- GitHub (🔀 220 · 📋 8 - 37% open · ⏱️ 05.08.2026)
cswkim/discogs-mcp-server (🥈14 · ⭐ 120) - MCP server to interact with the Discogs API. MIT
- GitHub (👨💻 2 · 🔀 18 · 📦 3 · 📋 7 - 14% open · ⏱️ 06.07.2026)
yuna0x0/anilist-mcp (🥉12 · ⭐ 84) - A MCP server integrating AniList API for anime and manga information. MIT
- GitHub (👨💻 3 · 🔀 15 · 📥 9.4K · 📦 3 · 📋 7 - 14% open · ⏱️ 13.07.2026)
diivi/aseprite-mcp (🥉11 · ⭐ 420) - MCP server using the Aseprite API to create pixel art. MIT
- GitHub (👨💻 9 · 🔀 40 · 📋 8 - 12% open · ⏱️ 29.07.2026)
cantian-ai/bazi-mcp (🥉10 · ⭐ 420 · 💤) - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis. ISC
- GitHub (👨💻 5 · 🔀 160 · 📋 4 - 50% open · ⏱️ 11.10.2025)
burningion/video-editing-mcp (🥉8 · ⭐ 290 · 💤) - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection. ❗Unlicensed
- GitHub (👨💻 3 · 🔀 39 · 📋 6 - 66% open · ⏱️ 09.10.2025)
Show 2 hidden projects...
- abhiemj/manim-mcp-server (🥉9 · ⭐ 630 · 💀) - A local MCP server that generates animations using Manim.
MIT - omni-mcp/isaac-sim-mcp (🥉9 · ⭐ 180 · 💀) - 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 (🥇30 · ⭐ 39K) - Browser automation capabilities using Puppeteer, both support local and remote browser connection. Apache-2
- GitHub (👨💻 49 · 🔀 3.9K · 📥 370K · 📦 69 · 📋 540 - 59% open · ⏱️ 01.07.2026)
Skyvern-AI/skyvern (🥇30 · ⭐ 23K) - Automates browser-based workflows using LLMs and computer vision navigate pages, fill forms, extract data, handle.. ❗️AGPL-3.0
- GitHub (👨💻 95 · 🔀 2.1K · 📦 49 · 📋 390 - 9% open · ⏱️ 18.08.2026)
microsoft/playwright-mcp (🥈27 · ⭐ 36K) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility.. Apache-2
- GitHub (👨💻 70 · 🔀 3K · 📥 81K · 📋 880 - 0% open · ⏱️ 07.08.2026)
eat-pray-ai/yutu (🥈19 · ⭐ 620) - A fully functional MCP server and CLI for YouTube to automate YouTube operation. Apache-2
- GitHub (👨💻 5 · 🔀 69 · 📥 12K · 📋 17 - 17% open · ⏱️ 11.08.2026)
browserbase/mcp-server-browserbase (🥈18 · ⭐ 3.4K) - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more). Apache-2
- GitHub (👨💻 17 · 🔀 360 · 📦 16 · 📋 54 - 62% open · ⏱️ 20.07.2026)
FradSer/mcp-server-apple-events (🥈18 · ⭐ 180) - An MCP server for interacting with Apple Reminders on macOS. MIT
- GitHub (👨💻 18 · 🔀 44 · 📋 45 - 8% open · ⏱️ 11.08.2026)
executeautomation/mcp-playwright (🥉16 · ⭐ 5.6K · 💤) - An MCP server using Playwright for browser automation and webscrapping. MIT
- GitHub (👨💻 34 · 🔀 530 · 📋 110 - 20% open · ⏱️ 13.12.2025)
eyalzh/browser-control-mcp (🥉13 · ⭐ 320) - An MCP server paired with a browser extension that enables LLM clients to control the users browser (Firefox). MIT
- GitHub (👨💻 4 · 🔀 72 · 📥 7.5K · 📋 17 - 52% open · ⏱️ 24.07.2026)
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)
kimtaeyoon83/mcp-server-youtube-transcript (🥉10 · ⭐ 580) - Fetch YouTube subtitles and transcripts for AI analysis. MIT
- GitHub (👨💻 11 · 🔀 99 · 📋 12 - 66% open · ⏱️ 21.07.2026)
34892002/bilibili-mcp-js (🥉10 · ⭐ 190) - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. MIT
- GitHub (👨💻 5 · 🔀 30 · 📋 7 - 14% open · ⏱️ 30.03.2026)
Show 3 hidden projects...
- BrowserMCP/mcp (🥉14 · ⭐ 7K · 💀) - Automate your local Chrome browser.
Apache-2 - kontext-dev/browser-use-mcp-server (🥉13 · ⭐ 840 · 💀) - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc..
MIT - VikashLoomba/MCP-Server-Playwright (🥉12 · ⭐ 300 · 💀) - A Model Context Protocol server that provides browser automation capabilities using Playwright.
MIT
Biology Medicine and Bioinformatics
MCP servers for biology, medicine and bioinformatics
genomoncology/biomcp (🥇23 · ⭐ 600) - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. MIT
- GitHub (👨💻 10 · 🔀 110 · 📥 11K · ⏱️ 18.08.2026)
wso2/fhir-mcp-server (🥉12 · ⭐ 130) - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless.. Apache-2
- GitHub (👨💻 10 · 🔀 49 · 📥 25 · ⏱️ 14.07.2026)
the-momentum/apple-health-mcp-server (🥉11 · ⭐ 250) - An MCP server that provides access to exported data from Apple Health. Data analytics included. MIT
- GitHub (👨💻 5 · 🔀 22 · 📋 16 - 37% open · ⏱️ 09.07.2026)
Cloud Platforms
MCP servers for cloud platforms
awslabs/mcp (🥇28 · ⭐ 9.6K) - AWS MCP servers for seamless integration with AWS services and resources. Apache-2
- GitHub (👨💻 320 · 🔀 1.7K · 📦 4 · 📋 670 - 27% open · ⏱️ 18.08.2026)
kubestellar/console (🥇27 · ⭐ 130) - Multi-cluster Kubernetes dashboard with built-in MCP server (kc-agent) for AI-assisted operations, real-time.. Apache-2
- GitHub (👨💻 91 · 🔀 130 · 📥 2.7K · 📋 11K - 0% open · ⏱️ 19.08.2026)
txn2/kubefwd (🥈26 · ⭐ 4.2K · 📉) - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log.. Apache-2
- GitHub (👨💻 50 · 🔀 230 · 📥 390K · 📦 4 · ⏱️ 27.07.2026)
containers/kubernetes-mcp-server (🥈25 · ⭐ 2K) - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any**.. Apache-2
- GitHub (👨💻 71 · 🔀 360 · 📥 86K · 📦 2 · 📋 230 - 22% open · ⏱️ 18.08.2026)
Flux159/mcp-server-kubernetes (🥈24 · ⭐ 1.6K) - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. MIT
- GitHub (👨💻 50 · 🔀 280 · 📥 1.7K · 📦 20 · 📋 110 - 5% open · ⏱️ 08.08.2026)
cloudflare/mcp-server-cloudflare (🥈22 · ⭐ 4.1K) - Integration with Cloudflare services including Workers, KV, R2, and D1. Apache-2
- GitHub (👨💻 42 · 🔀 480 · 📦 14 · 📋 140 - 23% open · ⏱️ 11.08.2026)
TencentCloudBase/CloudBase-AI-ToolKit (🥈22 · ⭐ 1.1K) - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless.. MIT
- GitHub (👨💻 19 · 🔀 130 · 📦 6 · 📋 210 - 0% open · ⏱️ 18.08.2026)
hashicorp/terraform-mcp-server (🥈21 · ⭐ 1.5K) - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery,.. MPL-2.0
- GitHub (👨💻 32 · 🔀 190 · 📦 1 · 📋 78 - 16% open · ⏱️ 18.08.2026)
weibaohui/k8m (🥈21 · ⭐ 870) - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly.. MIT
- GitHub (👨💻 18 · 🔀 150 · 📥 3.4K · 📋 98 - 23% open · ⏱️ 14.08.2026)
portainer/portainer-mcp (🥉20 · ⭐ 220) - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural.. MIT
- GitHub (👨💻 3 · 🔀 41 · 📥 58K · 📋 24 - 12% open · ⏱️ 13.08.2026)
reza-gholizade/k8s-mcp-server (🥉17 · ⭐ 180) - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through.. MIT
- GitHub (👨💻 13 · 🔀 41 · 📥 460 · 📋 10 - 10% open · ⏱️ 18.08.2026)
strowk/mcp-k8s-go (🥉15 · ⭐ 390 · 💤) - Kubernetes cluster operations through MCP. MIT
- GitHub (👨💻 12 · 🔀 57 · 📥 1.7K · 📦 3 · 📋 18 - 44% open · ⏱️ 15.12.2025)
nwiizo/tfmcp (🥉15 · ⭐ 370) - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading.. MIT
- GitHub (👨💻 3 · 🔀 30 · ⏱️ 13.08.2026)
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 · 🔀 35 · 📦 11 · 📋 6 - 66% open · ⏱️ 14.08.2026)
rohitg00/kubectl-mcp-server (🥉14 · ⭐ 950) - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to.. MIT
- GitHub (👨💻 7 · 🔀 180 · 📥 87 · 📋 34 - 11% open · ⏱️ 08.04.2026)
silenceper/mcp-k8s (🥉14 · ⭐ 150) - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes.. Apache-2
- GitHub (👨💻 7 · 🔀 28 · 📥 510 · ⏱️ 27.07.2026)
StacklokLabs/mkp (🥉14 · ⭐ 59) - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with.. Apache-2
- GitHub (👨💻 10 · 🔀 8 · 📋 22 - 18% open · ⏱️ 10.07.2026)
alexei-led/k8s-mcp-server (🥉12 · ⭐ 210) - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl,.. MIT
- GitHub (🔀 38 · 📋 14 - 14% open · ⏱️ 27.02.2026)
aliyun/alibaba-cloud-ops-mcp-server (🥉12 · ⭐ 130) - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS.. Apache-2
- GitHub (👨💻 4 · 🔀 38 · 📦 2 · ⏱️ 04.02.2026)
alexei-led/aws-mcp-server (🥉11 · ⭐ 180) - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply.. MIT
- GitHub (👨💻 2 · 🔀 34 · 📦 1 · 📋 16 - 6% open · ⏱️ 27.02.2026)
Code Execution
MCP servers for code execution
pydantic/pydantic-ai (🥇35 · ⭐ 19K) - Run Python code in a secure sandbox via MCP tool calls. MIT
- GitHub (👨💻 560 · 🔀 2.5K · 📦 5.4K · 📋 2.9K - 17% open · ⏱️ 18.08.2026)
dagger/container-use (🥈21 · ⭐ 4K) - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and.. Apache-2
- GitHub (👨💻 36 · 🔀 200 · 📥 31K · 📋 95 - 49% open · ⏱️ 12.08.2026)
mavdol/capsule (🥉14 · ⭐ 290) - Run untrusted Python/JavaScript code in WebAssembly sandboxes. Apache-2
- GitHub (🔀 21 · 📦 1 · ⏱️ 19.06.2026)
alfonsograziano/node-code-sandbox-mcp (🥉10 · ⭐ 160 · 💤) - A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly.. ❗Unlicensed
- GitHub (👨💻 7 · 🔀 33 · 📋 46 - 19% open · ⏱️ 24.11.2025)
ckanthony/openapi-mcp (🥉7 · ⭐ 190) - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs. ❗Unlicensed
- GitHub (👨💻 5 · 🔀 38 · ⏱️ 21.03.2026)
Coding Agents
MCP servers for coding agents
oraios/serena (🥇29 · ⭐ 28K) - A fully-featured coding agent that relies on symbolic code operations by using language servers. MIT
- GitHub (👨💻 220 · 🔀 1.9K · 📥 1.6K · 📋 830 - 7% open · ⏱️ 18.08.2026)
CodeGraphContext/CodeGraphContext (🥇29 · ⭐ 4.1K) - An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code.. MIT
- GitHub (👨💻 220 · 🔀 820 · 📥 1.6K · 📦 8 · 📋 790 - 12% open · ⏱️ 18.08.2026)
cocoindex-io/cocoindex-code (🥈23 · ⭐ 2.7K · 🐣) - AST/tree-sitter code search MCP server that indexes a codebase and returns compact, relevant snippets to reduce.. Apache-2
- GitHub (👨💻 22 · 🔀 210 · 📥 330 · 📦 3 · 📋 78 - 26% open · ⏱️ 06.08.2026)
mediar-ai/terminator (🥈21 · ⭐ 1.6K) - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models.. MIT
- GitHub (👨💻 15 · 🔀 220 · 📥 1.8K · 📋 150 - 1% open · ⏱️ 02.06.2026)
stippi/code-assistant (🥈20 · ⭐ 180) - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple.. MIT
- GitHub (👨💻 14 · 🔀 32 · 📥 720 · 📋 13 - 7% open · ⏱️ 16.08.2026)
nesquikm/mcp-rubber-duck (🥉18 · ⭐ 180) - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining.. MIT
- GitHub (👨💻 4 · 🔀 24 · 📦 3 · 📋 53 - 50% open · ⏱️ 14.08.2026)
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 · ⭐ 1.3K · 💤) - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management,.. ❗Unlicensed
- GitHub (👨💻 7 · 🔀 170 · 📋 35 - 48% open · ⏱️ 09.10.2025)
jinzcdev/leetcode-mcp-server (🥉13 · ⭐ 140) - MCP server enabling automated access to LeetCodes programming problems, solutions, submissions and public data with.. MIT
- GitHub (👨💻 4 · 🔀 22 · 📦 4 · ⏱️ 12.07.2026)
juehang/vscode-mcp-server (🥉12 · ⭐ 390 · 💤) - 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 · 🔀 79 · 📋 14 - 57% open · ⏱️ 07.01.2026)
tiianhk/MaxMSP-MCP-Server (🥉9 · ⭐ 260) - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. MIT
- GitHub (👨💻 4 · 🔀 30 · 📋 8 - 87% open · ⏱️ 12.05.2026)
pdavis68/RepoMapper (🥉9 · ⭐ 200 · 💤) - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their.. MIT
- GitHub (👨💻 4 · 🔀 37 · 📋 4 - 50% open · ⏱️ 08.12.2025)
micl2e2/code-to-tree (🥉6 · ⭐ 86) - A single-binary MCP server that converts source code into AST, regardless of language. MIT
- GitHub (👨💻 2 · 🔀 12 · 📥 180 · ⏱️ 14.03.2026)
Command Line
MCP servers for command line
aymericzip/intlayer (🥇25 · ⭐ 800 · 📉) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access.. Apache-2
- GitHub (👨💻 55 · 🔀 120 · 📥 150 · 📦 98 · 📋 220 - 6% open · ⏱️ 18.08.2026)
wonderwhy-er/DesktopCommanderMCP (🥈24 · ⭐ 9.3K) - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. MIT
- GitHub (👨💻 35 · 🔀 1.1K · 📋 250 - 55% open · ⏱️ 04.08.2026)
tufantunc/ssh-mcp (🥈17 · ⭐ 630) - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote.. MIT
- GitHub (👨💻 6 · 🔀 99 · 📦 2 · ⏱️ 18.08.2026)
tumf/mcp-shell-server (🥉16 · ⭐ 190) - A secure shell command execution server implementing the Model Context Protocol (MCP). MIT
- GitHub (👨💻 11 · 🔀 46 · 📥 8 · 📦 3 · ⏱️ 15.08.2026)
g0t4/mcp-server-commands (🥉15 · ⭐ 230) - Run any command with run_command and run_script tools. MIT
- GitHub (👨💻 3 · 🔀 34 · 📋 9 - 33% open · ⏱️ 09.04.2026)
ferrislucas/iterm-mcp (🥉12 · ⭐ 570 · 💤) - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you.. MIT
- GitHub (👨💻 7 · 🔀 64 · 📦 3 · 📋 16 - 25% open · ⏱️ 20.09.2025)
Show 1 hidden projects...
- MladenSU/cli-mcp-server (🥉11 · ⭐ 180 · 💀) - Command line interface with secure execution and customizable security policies.
MIT
Communication
MCP servers for communication and messaging
elie222/inbox-zero (🥇26 · ⭐ 12K · 📉) - 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 (👨💻 73 · 🔀 1.5K · 📥 480 · 📋 240 - 35% open · ⏱️ 18.08.2026)
korotovsky/slack-mcp-server (🥇23 · ⭐ 1.8K · 📉) - The most powerful MCP server for Slack Workspaces. MIT
- GitHub (👨💻 56 · 🔀 350 · 📥 15K · 📦 39 · 📋 120 - 26% open · ⏱️ 14.05.2026)
chigwell/telegram-mcp (🥈21 · ⭐ 1.5K) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages,.. Apache-2
- GitHub (👨💻 56 · 🔀 380 · 📋 43 - 37% open · ⏱️ 13.08.2026)
Softeria/ms-365-mcp-server (🥈21 · ⭐ 920) - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook,.. MIT
- GitHub (👨💻 59 · 🔀 360 · 📋 170 - 1% open · ⏱️ 18.08.2026)
line/line-bot-mcp-server (🥈18 · ⭐ 770) - MCP Server for Integrating LINE Official Account. Apache-2
- GitHub (👨💻 15 · 🔀 150 · 📋 55 - 10% open · ⏱️ 18.08.2026)
InditexTech/mcp-teams-server (🥉15 · ⭐ 390) - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads). Apache-2
- GitHub (👨💻 5 · 🔀 37 · 📋 3 - 33% open · ⏱️ 11.08.2026)
chaindead/telegram-mcp (🥉14 · ⭐ 340) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and.. MIT
- GitHub (👨💻 3 · 🔀 58 · 📥 3.2K · 📋 11 - 45% open · ⏱️ 28.05.2026)
joinly-ai/joinly (🥉13 · ⭐ 560) - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots.. MIT
- GitHub (👨💻 5 · 🔀 92 · 📋 19 - 47% open · ⏱️ 19.03.2026)
SaseQ/discord-mcp (🥉12 · ⭐ 460) - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your.. MIT
- GitHub (👨💻 10 · 🔀 94 · 📥 230 · 📋 12 - 50% open · ⏱️ 25.04.2026)
carterlasalle/mac_messages_mcp (🥉12 · ⭐ 310) - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs.. MIT
- GitHub (👨💻 17 · 🔀 49 · ⏱️ 21.07.2026)
zcaceres/gtasks-mcp (🥉7 · ⭐ 160) - An MCP server to Manage Google Tasks. MIT
- GitHub (👨💻 2 · 🔀 59 · 📋 12 - 83% open · ⏱️ 10.03.2026)
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 · 🔀 13 · 📋 24 - 25% open · ⏱️ 27.01.2026)
hannesrudolph/imessage-query-fastmcp-mcp-server (🥉4 · ⭐ 79) - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs.. ❗Unlicensed
- GitHub (🔀 18 · 📋 3 - 66% open · ⏱️ 03.02.2026)
Show 2 hidden projects...
- lharries/whatsapp-mcp (🥈16 · ⭐ 6.2K · 💀) - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups.
MIT - areweai/tsgram-mcp (🥉8 · ⭐ 91 · 💀) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the..
MIT
Customer Data Platforms
MCP servers for customer data platforms
antvis/mcp-server-chart (🥇19 · ⭐ 4.3K) - A Model Context Protocol server for generating visual charts using AntV. MIT
- GitHub (👨💻 23 · 🔀 420 · 📦 13 · 📋 180 - 4% open · ⏱️ 06.05.2026)
hustcc/mcp-mermaid (🥈13 · ⭐ 620) - Generate mermaid diagram and chart with AI MCP dynamically. MIT
- GitHub (👨💻 12 · 🔀 56 · 📦 4 · 📋 19 - 26% open · ⏱️ 15.05.2026)
hustcc/mcp-echarts (🥉12 · ⭐ 260 · 💤) - Generate visual charts using Apache ECharts with AI MCP dynamically. MIT
- GitHub (👨💻 11 · 🔀 38 · 📋 19 - 15% 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 · 🔀 18 · 📋 2 - 50% open · ⏱️ 01.09.2025)
Databases
MCP servers for database integration and management
googleapis/genai-toolbox (🥇28 · ⭐ 16K) - Open source MCP server specializing in easy, fast, and secure tools for Databases. Apache-2
- GitHub (👨💻 150 · 🔀 1.7K · 📦 2 · 📋 700 - 18% open · ⏱️ 18.08.2026)
ArcadeData/arcadedb (🥇27 · ⭐ 1.1K) - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL,.. Apache-2
- GitHub (👨💻 52 · 🔀 130 · 📥 13K · 📦 2 · 📋 2.6K - 3% open · ⏱️ 18.08.2026)
planetscale/cli (🥇26 · ⭐ 660) - The CLI for PlanetScale Database. Apache-2
- GitHub (👨💻 68 · 🔀 63 · 📥 330K · 📋 140 - 2% open · ⏱️ 18.08.2026)
baserow/baserow (🥇24 · ⭐ 5.6K) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities. ❗Unlicensed
- GitHub (👨💻 80 · 🔀 680 · 📋 4.6K - 25% open · ⏱️ 18.08.2026)
benborla/mcp-server-mysql (🥇22 · ⭐ 2.1K) - MySQL database integration in NodeJS with configurable access controls and schema inspection. MIT
- GitHub (👨💻 33 · 🔀 250 · 📦 18 · 📋 86 - 46% open · ⏱️ 27.07.2026)
supabase-community/supabase-mcp (🥈21 · ⭐ 2.9K) - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform.. Apache-2
- GitHub (👨💻 23 · 🔀 390 · 📦 8 · 📋 120 - 51% open · ⏱️ 17.08.2026)
domdomegg/airtable-mcp-server (🥈21 · ⭐ 460) - Airtable database integration with schema inspection, read and write capabilities. MIT
- GitHub (👨💻 12 · 🔀 130 · 📥 160K · 📦 7 · 📋 37 - 5% open · ⏱️ 11.08.2026)
confluentinc/mcp-confluent (🥈21 · ⭐ 160) - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. MIT
- GitHub (👨💻 31 · 🔀 57 · 📥 99 · 📦 1 · 📋 270 - 12% open · ⏱️ 10.08.2026)
designcomputer/mysql_mcp_server (🥈19 · ⭐ 1.4K) - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines. MIT
- GitHub (👨💻 11 · 🔀 260 · 📋 62 - 1% open · ⏱️ 02.08.2026)
redis/mcp-redis (🥈19 · ⭐ 590) - The Redis official MCP Server offers an interface to manage and search data in Redis. MIT
- GitHub (👨💻 28 · 🔀 100 · 📋 34 - 32% open · ⏱️ 05.08.2026)
Canner/wren-engine (🥈18 · ⭐ 660) - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents. Apache-2
- GitHub (👨💻 32 · 🔀 200 · 📥 120 · 📋 300 - 14% open · ⏱️ 06.05.2026)
pab1it0/prometheus-mcp-server (🥈18 · ⭐ 510) - Query and analyze Prometheus, open-source monitoring system. MIT
- GitHub (👨💻 20 · 🔀 99 · 📥 680 · 📋 35 - 2% open · ⏱️ 05.08.2026)
neo4j-contrib/mcp-neo4j (🥈17 · ⭐ 980) - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances). MIT
- GitHub (👨💻 22 · 🔀 250 · 📥 1.7K · 📋 79 - 20% open · ⏱️ 10.04.2026)
ClickHouse/mcp-clickhouse (🥈17 · ⭐ 850) - ClickHouse database integration with schema inspection and query capabilities. Apache-2
- GitHub (👨💻 23 · 🔀 180 · 📋 59 - 40% open · ⏱️ 23.07.2026)
tuannvm/mcp-trino (🥈17 · ⭐ 120) - A Go implementation of a Model Context Protocol (MCP) server for Trino. MIT
- GitHub (👨💻 17 · 🔀 52 · 📥 18K · 📋 35 - 48% open · ⏱️ 16.04.2026)
crystaldba/postgres-mcp (🥈16 · ⭐ 3.2K) - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health.. MIT
- GitHub (👨💻 10 · 🔀 350 · 📥 320 · 📦 10 · 📋 56 - 73% open · ⏱️ 16.08.2026)
qdrant/mcp-server-qdrant (🥈16 · ⭐ 1.5K) - A Qdrant MCP server. Apache-2
- GitHub (👨💻 12 · 🔀 290 · 📦 7 · 📋 46 - 54% open · ⏱️ 11.08.2026)
FreePeak/db-mcp-server (🥈16 · ⭐ 410) - A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon)... MIT
- GitHub (👨💻 8 · 🔀 65 · 📋 28 - 7% open · ⏱️ 28.07.2026)
cr7258/elasticsearch-mcp-server (🥈16 · ⭐ 300) - MCP Server implementation that provides Elasticsearch interaction. Apache-2
- GitHub (👨💻 13 · 🔀 64 · 📋 23 - 34% open · ⏱️ 16.08.2026)
kiliczsh/mcp-mongo-server (🥈16 · ⭐ 280) - A Model Context Protocol Server for MongoDB. MIT
- GitHub (👨💻 7 · 🔀 55 · 📦 3 · ⏱️ 29.07.2026)
xing5/mcp-google-sheets (🥉15 · ⭐ 980) - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read,.. MIT
- GitHub (👨💻 17 · 🔀 230 · 📦 1 · 📋 43 - 41% open · ⏱️ 14.05.2026)
neondatabase/mcp-server-neon (🥉15 · ⭐ 620) - MCP server for interacting with Neon Management API and databases. MIT
- GitHub (👨💻 21 · 🔀 120 · 📋 44 - 22% open · ⏱️ 17.08.2026)
Snowflake-Labs/mcp (🥉13 · ⭐ 300) - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying.. Apache-2
- GitHub (👨💻 16 · 🔀 100 · 📋 66 - 28% open · ⏱️ 15.05.2026)
chroma-core/chroma-mcp (🥉12 · ⭐ 590 · 💤) - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities. Apache-2
- GitHub (👨💻 6 · 🔀 120 · 📥 190 · 📋 29 - 48% open · ⏱️ 17.09.2025)
wenb1n-dev/mysql_mcp_server_pro (🥉12 · ⭐ 250 · 💤) - Supports SSE, STDIO; not only limited to MySQLs CRUD functionality; also includes database exception analysis.. MIT
- GitHub (👨💻 2 · 🔀 44 · 📋 43 - 32% open · ⏱️ 28.08.2025)
runekaagaard/mcp-alchemy (🥉11 · ⭐ 420) - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server.. MPL-2.0
- GitHub (👨💻 6 · 🔀 62 · ⏱️ 31.07.2026)
XGenerationLab/xiyan_mcp_server (🥉11 · ⭐ 240) - An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the.. Apache-2
- GitHub (👨💻 9 · 🔀 49 · 📥 46 · 📋 14 - 64% open · ⏱️ 11.02.2026)
zilliztech/mcp-server-milvus (🥉11 · ⭐ 240) - MCP Server for Milvus / Zilliz, making it possible to interact with your database. Apache-2
- GitHub (👨💻 13 · 🔀 70 · 📋 26 - 15% open · ⏱️ 11.08.2026)
isaacwasserman/mcp-snowflake-server (🥉11 · ⭐ 180 · 💤) - Snowflake integration implementing read and (optional) write operations as well as insight tracking. ❗️GPL-3.0
- GitHub (👨💻 11 · 🔀 75 · 📋 21 - 52% open · ⏱️ 07.10.2025)
LucasHild/mcp-server-bigquery (🥉11 · ⭐ 130) - BigQuery database integration with schema inspection and query capabilities. MIT
- GitHub (👨💻 5 · 🔀 40 · 📋 10 - 30% open · ⏱️ 07.02.2026)
alexander-zuev/supabase-mcp-server (🥉10 · ⭐ 830 · 💤) - Supabase MCP Server with support for SQL query execution and database exploration tools. Apache-2
- GitHub (👨💻 2 · 🔀 99 · ⏱️ 05.08.2025)
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 · 🔀 43 · 📋 6 - 16% open · ⏱️ 19.03.2026)
ergut/mcp-bigquery-server (🥉10 · ⭐ 150) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying.. MIT
- GitHub (👨💻 4 · 🔀 33 · 📦 6 · 📋 7 - 14% open · ⏱️ 22.05.2026)
rashidazarang/airtable-mcp (🥉10 · ⭐ 87) - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features.. MIT
- GitHub (👨💻 2 · 🔀 28 · ⏱️ 05.08.2026)
pab1it0/adx-mcp-server (🥉10 · ⭐ 57) - Query and analyze Azure Data Explorer databases. MIT
- GitHub (👨💻 5 · 🔀 24 · 📥 120 · ⏱️ 25.03.2026)
f4ww4z/mcp-mysql-server (🥉9 · ⭐ 170 · 💤) - Node.js-based MySQL database integration that provides secure MySQL database operations. MIT
- GitHub (👨💻 9 · 🔀 37 · 📋 14 - 71% open · ⏱️ 14.11.2025)
jparkerweb/mcp-sqlite (🥉9 · ⭐ 130) - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. MIT
- GitHub (👨💻 2 · 🔀 16 · 📦 7 · ⏱️ 04.04.2026)
ChristianHinge/dicom-mcp (🥉9 · ⭐ 99) - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. MIT
- GitHub (👨💻 4 · 🔀 29 · 📋 4 - 50% open · ⏱️ 12.06.2026)
subnetmarco/pgmcp (🥉8 · ⭐ 540) - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility. ❗Unlicensed
- GitHub (👨💻 2 · 🔀 61 · 📥 320 · 📋 5 - 20% open · ⏱️ 26.05.2026)
wenb1n-dev/SmartDB_MCP (🥉7 · ⭐ 80 · 💤) - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for.. MIT
- GitHub (👨💻 4 · 🔀 19 · 📋 16 - 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 (👨💻 2 · 🔀 44 · ⏱️ 26.05.2026)
Show 6 hidden projects...
- centralmind/gateway (🥉15 · ⭐ 540 · 💀) - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL,..
Apache-2 - gannonh/firebase-mcp (🥉15 · ⭐ 250 · 💀) - Firebase services including Auth, Firestore and Storage.
MIT - furey/mongodb-lens (🥉13 · ⭐ 210 · 💀) - MongoDB Lens: Full Featured MCP Server for MongoDB Databases.
MIT - ktanaka101/mcp-server-duckdb (🥉12 · ⭐ 180 · 💀) - DuckDB database integration with schema inspection and query capabilities.
MIT - TheRaLabs/legion-mcp (🥉8 · ⭐ 94 · 💀) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL,..
❗️GPL-3.0 - hannesrudolph/sqlite-explorer-fastmcp-mcp-server (🥉3 · ⭐ 110 · 💀) - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This..
❗Unlicensed
Data Platforms
MCP servers for data platforms
dbt-labs/dbt-mcp (🥇21 · ⭐ 600) - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata.. Apache-2
- GitHub (👨💻 44 · 🔀 130 · 📥 1.2K · 📦 3 · 📋 140 - 18% open · ⏱️ 18.08.2026)
keboola/mcp-server (🥉19 · ⭐ 86) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola.. MIT
- GitHub (👨💻 34 · 🔀 25 · 📋 30 - 60% open · ⏱️ 13.08.2026)
Data Science Tools
MCP servers for data science tools
mckinsey/vizro (🥇26 · ⭐ 3.8K) - Tools and templates to create validated and maintainable data charts and dashboards. Apache-2
- GitHub (👨💻 45 · 🔀 280 · 📦 90 · 📋 290 - 11% open · ⏱️ 18.08.2026)
datalayer/jupyter-mcp-server (🥈21 · ⭐ 1.2K) - Model Context Protocol (MCP) Server for Jupyter. BSD-3
- GitHub (👨💻 41 · 🔀 190 · 📋 150 - 20% open · ⏱️ 18.08.2026)
MigoXLab/dingo (🥈19 · ⭐ 740) - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingos rule-.. Apache-2
- GitHub (👨💻 22 · 🔀 75 · 📋 33 - 9% open · ⏱️ 18.08.2026)
zcaceres/markdownify-mcp (🥉17 · ⭐ 2.9K) - An MCP server to convert almost any file or web content into Markdown. MIT
- GitHub (👨💻 9 · 🔀 240 · 📋 35 - 20% open · ⏱️ 01.05.2026)
optuna/optuna-mcp (🥉11 · ⭐ 84) - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna. MIT
- GitHub (👨💻 10 · 🔀 25 · ⏱️ 05.08.2026)
kdqed/zaturn (🥉6 · ⭐ 75 · 💤) - 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)
Show 1 hidden projects...
- ChronulusAI/chronulus-mcp (🥉8 · ⭐ 110 · 💀) - Predict anything with Chronulus AI forecasting and prediction agents.
MIT
Developer Tools
MCP servers for developer tools
DeusData/codebase-memory-mcp (🥇35 · ⭐ 39K · 🐣) - High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph average repo in.. MIT
- GitHub (👨💻 130 · 🔀 3.2K · 📥 770K · 📦 7 · 📋 800 - 45% open · ⏱️ 18.08.2026)
public-ui/kolibri (🥇26 · ⭐ 280) - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs,.. ❗️EUPL-1.2
- GitHub (👨💻 43 · 🔀 53 · 📦 130 · 📋 2.3K - 8% open · ⏱️ 18.08.2026)
GLips/Figma-Context-MCP (🥇24 · ⭐ 16K) - Provide coding agents direct access to Figma data to help them one-shot design implementation. MIT
- GitHub (👨💻 30 · 🔀 1.2K · 📋 180 - 3% open · ⏱️ 24.06.2026)
eyaltoledano/claude-task-master (🥇23 · ⭐ 28K) - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider.. ❗Unlicensed
- GitHub (👨💻 57 · 🔀 2.6K · 📦 12 · 📋 650 - 25% open · ⏱️ 23.04.2026)
mobile-next/mobile-mcp (🥇22 · ⭐ 5.9K) - MCP Server for Android/iOS application and device automation, development and app scraping... Apache-2
- GitHub (👨💻 28 · 🔀 510 · 📦 8 · 📋 150 - 26% open · ⏱️ 18.08.2026)
OpenZeppelin/contracts-wizard (🥇21 · ⭐ 290) - Interactive smart contract generator based on OpenZeppelin Contracts. ❗️AGPL-3.0
- GitHub (👨💻 51 · 🔀 180 · 📦 240 · 📋 140 - 10% open · ⏱️ 18.08.2026)
flytohub/flyto-core (🥇19 · ⭐ 480) - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data,.. Apache-2
- GitHub (👨💻 11 · 🔀 84 · 📦 8 · ⏱️ 14.08.2026)
hechtcarmel/jetbrains-index-mcp-plugin (🥇19 · ⭐ 320) - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDEs indexing and.. MIT
- GitHub (👨💻 25 · 🔀 66 · 📥 30 · 📋 80 - 3% open · ⏱️ 18.08.2026)
storybookjs/mcp (🥇19 · ⭐ 270) - Help agents automatically write and test stories for your UI components. MIT
- GitHub (👨💻 18 · 🔀 42 · 📋 55 - 52% open · ⏱️ 15.08.2026)
robotmcp/ros-mcp-server (🥈18 · ⭐ 1.4K) - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control.. Apache-2
- GitHub (👨💻 19 · 🔀 190 · 📥 6 · 📋 99 - 22% open · ⏱️ 18.06.2026)
comet-ml/opik-mcp (🥈18 · ⭐ 220) - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. Apache-2
- GitHub (👨💻 16 · 🔀 36 · 📋 32 - 9% open · ⏱️ 14.08.2026)
haris-musa/excel-mcp-server (🥈17 · ⭐ 4.1K) - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts,.. MIT
- GitHub (👨💻 10 · 🔀 450 · 📋 79 - 65% open · ⏱️ 12.04.2026)
utensils/mcp-nixos (🥈17 · ⭐ 800) - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-.. MIT
- GitHub (👨💻 14 · 🔀 43 · 📋 53 - 1% open · ⏱️ 12.08.2026)
idosal/git-mcp (🥈16 · ⭐ 8.3K) - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation. Apache-2
- GitHub (👨💻 16 · 🔀 740 · 📋 81 - 69% open · ⏱️ 08.05.2026)
joshuayoes/ios-simulator-mcp (🥈16 · ⭐ 2.1K) - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS.. MIT
- GitHub (👨💻 18 · 🔀 93 · 📦 4 · 📋 33 - 48% open · ⏱️ 13.08.2026)
janreges/ai-distiller (🥈16 · ⭐ 170) - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that.. MIT
- GitHub (🔀 23 · 📥 2.9K · 📋 10 - 10% open · ⏱️ 25.05.2026)
21st-dev/magic-mcp (🥈15 · ⭐ 5.7K) - Create crafted UI components inspired by the best 21st.dev design engineers. ❗Unlicensed
- GitHub (👨💻 7 · 🔀 440 · 📦 14 · 📋 46 - 2% open · ⏱️ 31.07.2026)
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 · 🔀 240 · 📦 3 · 📋 80 - 42% open · ⏱️ 21.08.2025)
bgauryy/octocode-mcp (🥈15 · ⭐ 920) - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in.. MIT
- GitHub (🔀 77 · 📥 140 · ⏱️ 18.08.2026)
vivekVells/mcp-pandoc (🥈15 · ⭐ 580) - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and.. MIT
- GitHub (👨💻 11 · 🔀 62 · 📋 35 - 42% open · ⏱️ 15.08.2026)
Jpisnice/shadcn-ui-mcp-server (🥈14 · ⭐ 2.9K) - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. MIT
- GitHub (👨💻 19 · 🔀 300 · 📋 21 - 4% open · ⏱️ 16.05.2026)
natsukium/mcp-servers-nix (🥈14 · ⭐ 290) - A Nix-based configuration framework for Model Context Protocol (MCP) servers with ready-to-use packages. Apache-2
- GitHub (👨💻 13 · 🔀 36 · 📋 23 - 26% open · ⏱️ 18.08.2026)
tumf/mcp-text-editor (🥈13 · ⭐ 200) - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. MIT
- GitHub (👨💻 12 · 🔀 25 · 📦 3 · 📋 9 - 11% open · ⏱️ 17.03.2026)
kadykov/mcp-openapi-schema-explorer (🥈13 · ⭐ 76) - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. MIT
- GitHub (👨💻 6 · 🔀 15 · 📦 1 · ⏱️ 10.08.2026)
JetBrains/mcp-jetbrains (🥈12 · ⭐ 970 · 💤) - Connect to JetBrains IDE. Apache-2
- GitHub (👨💻 6 · 🔀 70 · 📥 130 · 📋 76 - 50% open · ⏱️ 18.08.2025)
etsd-tech/mcp-pointer (🥈12 · ⭐ 590 · 💤) - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor,.. MIT
- GitHub (👨💻 4 · 🔀 58 · 📥 150 · ⏱️ 12.11.2025)
jasonjmcghee/claude-debugs-for-you (🥈12 · ⭐ 510 · 💤) - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and.. MIT
- GitHub (👨💻 5 · 🔀 51 · 📥 280 · 📋 21 - 38% open · ⏱️ 20.12.2025)
hyperb1iss/droidmind (🥈12 · ⭐ 430 · 💤) - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation.. Apache-2
- GitHub (🔀 57 · 📋 12 - 50% open · ⏱️ 07.01.2026)
InditexTech/mcp-server-simulator-ios-idb (🥈12 · ⭐ 310 · 💤) - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through.. Apache-2
- GitHub (👨💻 8 · 🔀 25 · 📋 8 - 37% open · ⏱️ 02.09.2025)
SDGLBL/mcp-claude-code (🥈12 · ⭐ 300 · 💤) - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project.. MIT
- GitHub (👨💻 4 · 🔀 38 · 📥 350 · 📋 19 - 10% open · ⏱️ 29.08.2025)
Govcraft/rust-docs-mcp-server (🥈12 · ⭐ 290 · 💤) - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search.. MIT
- GitHub (👨💻 4 · 🔀 36 · 📥 640 · 📋 14 - 42% open · ⏱️ 24.11.2025)
yangkyeongmo/mcp-server-apache-airflow (🥈12 · ⭐ 170) - MCP server that connects to Apache Airflow using official client. MIT
- GitHub (👨💻 12 · 🔀 45 · 📋 21 - 23% open · ⏱️ 03.03.2026)
aashari/mcp-server-atlassian-bitbucket (🥈12 · ⭐ 160) - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces,.. ❗Unlicensed
- GitHub (👨💻 8 · 🔀 60 · 📦 1 · 📋 32 - 28% open · ⏱️ 06.03.2026)
PostHog/mcp (🥈12 · ⭐ 150 · 💤) - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. MIT
- GitHub (👨💻 14 · 🔀 27 · 📋 33 - 48% open · ⏱️ 19.01.2026)
CircleCI-Public/mcp-server-circleci (🥈12 · ⭐ 90) - Enable AI Agents to fix build failures from CircleCI. ❗Unlicensed
- GitHub (👨💻 27 · 🔀 62 · 📦 5 · ⏱️ 06.08.2026)
ckreiling/mcp-server-docker (🥉11 · ⭐ 740) - Integrate with Docker to manage containers, images, volumes, and networks. ❗️GPL-3.0
- GitHub (👨💻 4 · 🔀 98 · 📋 17 - 82% open · ⏱️ 07.08.2026)
TencentEdgeOne/edgeone-pages-mcp (🥉11 · ⭐ 430) - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. MIT
- GitHub (🔀 60 · 📦 6 · 📋 17 - 52% open · ⏱️ 07.07.2026)
admica/FileScopeMCP (🥉11 · ⭐ 300) - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and.. ❗Unlicensed
- GitHub (👨💻 8 · 🔀 32 · ⏱️ 10.05.2026)
mhmzdev/figma-flutter-mcp (🥉11 · ⭐ 240) - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets.. MIT
- GitHub (👨💻 3 · 🔀 25 · 📋 8 - 87% open · ⏱️ 27.02.2026)
hloiseau/mcp-gopls (🥉11 · ⭐ 98) - A MCP server for interacting with Gos Language Server Protocol (gopls) and benefit from advanced Go code analysis.. Apache-2
- GitHub (👨💻 6 · 🔀 11 · ⏱️ 22.06.2026)
wise-vision/ros2_mcp (🥉11 · ⭐ 86) - MCP server for ROS2 enabling AI-driven robotics applications and services. MPL-2.0
- GitHub (👨💻 3 · 🔀 12 · 📋 11 - 27% open · ⏱️ 16.07.2026)
zillow/auto-mobile (🥉11 · ⭐ 80) - Tool suite built around an MCP server for Android automation for developer workflow and testing. Apache-2
- GitHub (👨💻 11 · 🔀 8 · 📥 430 · 📋 9 - 66% open · ⏱️ 10.03.2026)
janwilmake/openapi-mcp-server (🥉10 · ⭐ 900) - Connect any HTTP/REST API server using an Open API spec (v3). MIT
- GitHub (👨💻 6 · 🔀 93 · 📋 19 - 10% open · ⏱️ 07.07.2026)
r-huijts/xcode-mcp-server (🥉10 · ⭐ 380) - Xcode integration for project management, file operations, and build automation. MIT
- GitHub (👨💻 3 · 🔀 28 · 📋 7 - 14% open · ⏱️ 02.02.2026)
JoshuaRileyDev/app-store-connect-mcp-server (🥉10 · ⭐ 330 · 💤) - An MCP server to communicate with the App Store Connect API for iOS Developers. MIT
- GitHub (👨💻 3 · 🔀 57 · 📋 9 - 55% open · ⏱️ 02.09.2025)
traceloop/opentelemetry-mcp-server (🥉10 · ⭐ 200) - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). Apache-2
- GitHub (👨💻 5 · 🔀 23 · 📋 8 - 87% open · ⏱️ 21.06.2026)
ckanthony/gin-mcp (🥉10 · ⭐ 84) - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools. MIT
- GitHub (👨💻 6 · 🔀 22 · 📦 4 · 📋 8 - 50% open · ⏱️ 11.08.2026)
zcaceres/fetch-mcp (🥉9 · ⭐ 810) - An MCP server to flexibly fetch JSON, text, and HTML data. MIT
- GitHub (👨💻 5 · 🔀 120 · 📋 21 - 4% open · ⏱️ 09.03.2026)
biegehydra/BifrostMCP (🥉9 · ⭐ 220) - Connect to VSCode ide and use semantic tools like find_usages. ❗️AGPL-3.0
- GitHub (👨💻 5 · 🔀 35 · 📋 21 - 38% open · ⏱️ 27.03.2026)
abrinsmead/mindpilot-mcp (🥉9 · ⭐ 90) - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent.. MIT
- GitHub (👨💻 3 · 🔀 9 · 📋 13 - 61% open · ⏱️ 05.07.2026)
docker/hub-mcp (🥉8 · ⭐ 160) - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened.. Apache-2
- GitHub (👨💻 6 · 🔀 98 · ⏱️ 30.07.2026)
augmnt/augments-mcp-server (🥉8 · ⭐ 130) - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-.. MIT
- GitHub (👨💻 2 · 🔀 20 · 📥 12 · 📋 5 - 20% open · ⏱️ 13.03.2026)
st3v3nmw/sourcerer-mcp (🥉8 · ⭐ 120 · 💤) - MCP for semantic code search & navigation that reduces token waste. MIT
- GitHub (🔀 12 · 📋 4 - 25% open · ⏱️ 10.11.2025)
sapientpants/sonarqube-mcp-server (🥉8 · ⭐ 99 · 💤) - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code.. ❗Unlicensed
- GitHub (👨💻 2 · 🔀 16 · 📥 270 · 📦 3 · ⏱️ 14.11.2025)
xzq-xu/jvm-mcp-server (🥉8 · ⭐ 89) - An implementation project of a JVM-based MCP (Model Context Protocol) server. MIT
- GitHub (👨💻 8 · 🔀 19 · 📋 6 - 50% open · ⏱️ 30.03.2026)
lamemind/mcp-server-multiverse (🥉8 · ⭐ 81) - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with.. MIT
- GitHub (👨💻 2 · 🔀 18 · 📋 7 - 42% open · ⏱️ 30.03.2026)
ShenghaiWang/xcodebuild (🥉6 · ⭐ 84 · 💤) - Build iOS Xcode workspace/project and feed back errors to llm. MIT
- GitHub (👨💻 4 · 🔀 9 · ⏱️ 15.08.2025)
lpigeon/unitree-go2-mcp-server (🥉5 · ⭐ 86) - 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 · 🔀 12 · ⏱️ 10.06.2026)
Show 8 hidden projects...
- gitkraken/gk-cli (🥈18 · ⭐ 450 · 💀) - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but..
❗Unlicensed - isaacphi/mcp-language-server (🥈15 · ⭐ 1.6K · 💀) - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools..
BSD-3 - YuChenSSR/mindmap-mcp-server (🥉10 · ⭐ 240 · 💀) - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
MIT - langfuse/mcp-server-langfuse (🥉10 · ⭐ 170 · 💀) - MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management.
MIT - delano/postman-mcp-server (🥉10 · ⭐ 160 · 💀) - Interact with Postman API.
MIT - automation-ai-labs/mcp-link (🥉9 · ⭐ 620 · 💀) - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema).
MIT - sammcj/mcp-package-version (🥉9 · ⭐ 120 · 💀) - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
MIT - YuChenSSR/multi-ai-advisor-mcp (🥉7 · ⭐ 86 · 💀) - 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 (🥇23 · ⭐ 1.7K) - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions.. Apache-2
- GitHub (👨💻 22 · 🔀 210 · 📥 110 · 📋 170 - 34% open · ⏱️ 18.08.2026)
horw/esp-mcp (🥉5 · ⭐ 160 · 💤) - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. ❗Unlicensed
- GitHub (👨💻 5 · 🔀 19 · 📋 36 - 88% open · ⏱️ 27.12.2025)
File Systems
MCP servers for file systems
microsoft/markitdown (🥇32 · ⭐ 170K · 📈) - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM.. MIT
- GitHub (👨💻 83 · 🔀 13K · 📦 3.8K · 📋 570 - 68% open · ⏱️ 29.07.2026)
mickael-kerjean/filestash (🥈22 · ⭐ 15K) - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc. ❗️AGPL-3.0
- GitHub (👨💻 82 · 🔀 980 · 📦 4 · 📋 720 - 12% open · ⏱️ 18.08.2026)
8b-is/smart-tree (🥈17 · ⭐ 270) - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token.. MIT
- GitHub (👨💻 11 · 🔀 26 · 📥 2.1K · ⏱️ 11.07.2026) </de