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πŸ† A ranked list of MCP servers. Updated weekly.
https://github.com/tolkonepiu/best-of-mcp-servers

List: best-of-mcp-servers

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πŸ† A ranked list of MCP servers. Updated weekly.

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best-of-mcp-servers


πŸ†Β  A ranked list of MCP servers. Updated weekly.







This curated list contains 350 awesome MCP (Model Context Protocol) servers with a total of 340K stars grouped into 33 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](https://github.com/tolkonepiu/best-of-mcp-servers/issues/new/choose), submit a [pull request](https://github.com/tolkonepiu/best-of-mcp-servers/pulls), or directly edit the [projects.yaml](https://github.com/tolkonepiu/best-of-mcp-servers/edit/main/projects.yaml). Contributions are very welcome!

> πŸ§™β€β™‚οΈ Discover other [best-of lists](https://best-of.org) or [create your own](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).

## Contents

- [Aggregators](#aggregators) _11 projects_
- [Art & Culture](#art--culture) _9 projects_
- [Browser Automation](#browser-automation) _15 projects_
- [Biology Medicine and Bioinformatics](#biology-medicine-and-bioinformatics) _1 projects_
- [Cloud Platforms](#cloud-platforms) _17 projects_
- [Code Execution](#code-execution) _3 projects_
- [Coding Agents](#coding-agents) _6 projects_
- [Command Line](#command-line) _7 projects_
- [Communication](#communication) _15 projects_
- [Customer Data Platforms](#customer-data-platforms) _5 projects_
- [Databases](#databases) _41 projects_
- [Data Platforms](#data-platforms) _2 projects_
- [Data Science Tools](#data-science-tools) _8 projects_
- [Developer Tools](#developer-tools) _50 projects_
- [Embedded System](#embedded-system) _2 projects_
- [File Systems](#file-systems) _5 projects_
- [Finance & Fintech](#finance--fintech) _18 projects_
- [Gaming](#gaming) _4 projects_
- [Location Services](#location-services) _3 projects_
- [Knowledge & Memory](#knowledge--memory) _13 projects_
- [Marketing](#marketing) _3 projects_
- [Monitoring](#monitoring) _7 projects_
- [Multimedia Process](#multimedia-process) _2 projects_
- [Search & Data Extraction](#search--data-extraction) _31 projects_
- [Security](#security) _14 projects_
- [Sports](#sports) _1 projects_
- [Support & Service Management](#support--service-management) _2 projects_
- [Text-to-Speech](#text-to-speech) _2 projects_
- [Translation Services](#translation-services) _1 projects_
- [Travel & Transportation](#travel--transportation) _2 projects_
- [Version Control](#version-control) _4 projects_
- [Workplace & Productivity](#workplace--productivity) _2 projects_
- [Other Tools and Integrations](#other-tools-and-integrations) _48 projects_

## Explanation
- πŸ₯‡πŸ₯ˆπŸ₯‰Β  Combined project-quality score
- ⭐️  Star count from GitHub
- 🐣  New project _(less than 6 months old)_
- πŸ’€Β  Inactive project _(6 months no activity)_
- πŸ’€Β  Dead project _(12 months no activity)_
- πŸ“ˆπŸ“‰Β  Project is trending up or down
- βž•Β  Project was recently added
- ❗️  Warning _(e.g. missing/risky license)_
- πŸ‘¨β€πŸ’»Β  Contributors count from GitHub
- πŸ”€Β  Fork count from GitHub
- πŸ“‹Β  Issue count from GitHub
- ⏱️  Last update timestamp on package manager
- πŸ“₯Β  Download count from package manager
- πŸ“¦Β  Number of dependent projects
- Β  Official implementation

- Β  Python codebase

- Β  TypeScript (or JavaScript) codebase

- Β  Go codebase

- Β  Rust codebase

- Β  C# Codebase

- Β  Java codebase

- Β  C/C++ codebase

- Β  Ruby codebase

- Β  Cloud Service

- Β  Local Service

- Β  Embedded Systems

- Β  For macOS

- Β  For Windows

- Β  For Linux


## Aggregators

Back to top

_MCP servers for aggregators_

mindsdb/mindsdb (πŸ₯‡28 Β· ⭐ 35K) - Connect and unify data across various platforms and databases with MindsDB as a single MCP server. ❗Unlicensed

- [GitHub](https://github.com/mindsdb/mindsdb) (πŸ‘¨β€πŸ’» 880 Β· πŸ”€ 5.7K Β· πŸ“‹ 4.3K - 0% open Β· ⏱️ 31.08.2025)

metatool-ai/metamcp (πŸ₯‡21 Β· ⭐ 1.2K) - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. MIT

- [GitHub](https://github.com/metatool-ai/metamcp) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 170 Β· πŸ“‹ 87 - 16% open Β· ⏱️ 31.08.2025)

julien040/anyquery (πŸ₯ˆ20 Β· ⭐ 1.3K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed

- [GitHub](https://github.com/julien040/anyquery) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 76 Β· πŸ“₯ 9K Β· πŸ“¦ 42 Β· πŸ“‹ 30 - 16% open Β· ⏱️ 09.08.2025)

mcpjungle/MCPJungle (πŸ₯ˆ18 Β· ⭐ 410 Β· 🐣) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0

- [GitHub](https://github.com/mcpjungle/MCPJungle) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 55 Β· πŸ“₯ 480 Β· πŸ“‹ 38 - 44% open Β· ⏱️ 31.08.2025)

1mcp-app/agent (πŸ₯ˆ14 Β· ⭐ 95 Β· 🐣) - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one. Apache-2

- [GitHub](https://github.com/1mcp-app/agent) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 14 Β· πŸ“¦ 1 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 29.08.2025)

sxhxliang/mcp-access-point (πŸ₯‰12 Β· ⭐ 120 Β· 🐣) - Turn a web service into an MCP server in one click without making any code changes. MIT

- [GitHub](https://github.com/sxhxliang/mcp-access-point) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 20 Β· πŸ“‹ 9 - 11% open Β· ⏱️ 10.08.2025)

sitbon/magg (πŸ₯‰12 Β· ⭐ 62 Β· 🐣) - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate.. ❗️AGPL-3.0

- [GitHub](https://github.com/sitbon/magg) (πŸ”€ 14 Β· πŸ“₯ 11 Β· ⏱️ 07.08.2025)

VeriTeknik/pluggedin-mcp-proxy (πŸ₯‰10 Β· ⭐ 87 Β· 🐣) - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility.. Apache-2

- [GitHub](https://github.com/VeriTeknik/pluggedin-mcp-proxy) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 15 Β· ⏱️ 23.07.2025)

wegotdocs/open-mcp (πŸ₯‰7 Β· ⭐ 250 Β· 🐣) - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org. ❗Unlicensed

- [GitHub](https://github.com/wegotdocs/open-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 27 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 25.07.2025)

SureScaleAI/openai-gpt-image-mcp (πŸ₯‰5 Β· ⭐ 70 Β· 🐣) - OpenAI GPT image generation/editing MCP server. MIT

- [GitHub](https://github.com/SureScaleAI/openai-gpt-image-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 21 Β· ⏱️ 31.05.2025)

tigranbs/mcgravity (πŸ₯‰5 Β· ⭐ 68 Β· 🐣) - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing.. Apache-2

- [GitHub](https://github.com/tigranbs/mcgravity) (πŸ”€ 3 Β· πŸ“₯ 3 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 18.04.2025)


## Art & Culture

Back to top

_MCP servers for art and culture_

ahujasid/blender-mcp (πŸ₯‡18 Β· ⭐ 13K Β· 🐣) - MCP server for working with Blender. MIT

- [GitHub](https://github.com/ahujasid/blender-mcp) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 1.2K Β· πŸ“‹ 86 - 17% open Β· ⏱️ 21.08.2025)

burningion/video-editing-mcp (πŸ₯ˆ10 Β· ⭐ 210) - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection. ❗Unlicensed

- [GitHub](https://github.com/burningion/video-editing-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 26 Β· ⏱️ 31.08.2025)

abhiemj/manim-mcp-server (πŸ₯ˆ9 Β· ⭐ 450 Β· 🐣) - A local MCP server that generates animations using Manim. MIT

- [GitHub](https://github.com/abhiemj/manim-mcp-server) (πŸ”€ 47 Β· ⏱️ 19.05.2025)

cantian-ai/bazi-mcp (πŸ₯ˆ9 Β· ⭐ 150 Β· 🐣) - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis. ISC

- [GitHub](https://github.com/cantian-ai/bazi-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 46 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 09.07.2025)

omni-mcp/isaac-sim-mcp (πŸ₯‰8 Β· ⭐ 78 Β· 🐣) - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. MIT

- [GitHub](https://github.com/omni-mcp/isaac-sim-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 17 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 23.04.2025)

yuna0x0/anilist-mcp (πŸ₯‰8 Β· ⭐ 51 Β· 🐣) - A MCP server integrating AniList API for anime and manga information. MIT

- [GitHub](https://github.com/yuna0x0/anilist-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 7 Β· πŸ“¦ 1 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 24.08.2025)

samuelgursky/davinci-resolve-mcp (πŸ₯‰7 Β· ⭐ 300 Β· 🐣) - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media.. MIT

- [GitHub](https://github.com/samuelgursky/davinci-resolve-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 28 Β· πŸ“‹ 8 - 75% open Β· ⏱️ 02.04.2025)

r-huijts/rijksmuseum-mcp (πŸ₯‰6 Β· ⭐ 55 Β· πŸ’€) - Rijksmuseum API integration for artwork search, details, and collections. MIT

- [GitHub](https://github.com/r-huijts/rijksmuseum-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 11 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 07.02.2025)

diivi/aseprite-mcp (πŸ₯‰4 Β· ⭐ 79 Β· 🐣) - MCP server using the Aseprite API to create pixel art. MIT

- [GitHub](https://github.com/diivi/aseprite-mcp) (πŸ”€ 8 Β· ⏱️ 05.04.2025)


## Browser Automation

Back to top

_MCP servers for browser automation and web interaction_

microsoft/playwright-mcp (πŸ₯‡27 Β· ⭐ 19K Β· 🐣) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility.. Apache-2

- [GitHub](https://github.com/microsoft/playwright-mcp) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 1.4K Β· πŸ“₯ 4K Β· πŸ“‹ 470 - 8% open Β· ⏱️ 31.08.2025)

eat-pray-ai/yutu (πŸ₯‡19 Β· ⭐ 210) - A fully functional MCP server and CLI for YouTube to automate YouTube operation. Apache-2

- [GitHub](https://github.com/eat-pray-ai/yutu) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 15 Β· πŸ“₯ 7K Β· πŸ“¦ 3 Β· πŸ“‹ 5 - 40% open Β· ⏱️ 30.08.2025)

executeautomation/mcp-playwright (πŸ₯ˆ17 Β· ⭐ 4.7K) - An MCP server using Playwright for browser automation and webscrapping. MIT

- [GitHub](https://github.com/executeautomation/mcp-playwright) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 400 Β· πŸ“‹ 86 - 41% open Β· ⏱️ 20.06.2025)

browserbase/mcp-server-browserbase (πŸ₯ˆ15 Β· ⭐ 2.5K) - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more). Apache-2

- [GitHub](https://github.com/browserbase/mcp-server-browserbase) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 270 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 29.08.2025)

eyalzh/browser-control-mcp (πŸ₯ˆ15 Β· ⭐ 130 Β· 🐣) - An MCP server paired with a browser extension that enables LLM clients to control the users browser (Firefox). MIT

- [GitHub](https://github.com/eyalzh/browser-control-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 28 Β· πŸ“₯ 1.2K Β· πŸ“‹ 10 - 40% open Β· ⏱️ 17.08.2025)

BrowserMCP/mcp (πŸ₯ˆ14 Β· ⭐ 4K Β· 🐣) - Automate your local Chrome browser. Apache-2

- [GitHub](https://github.com/BrowserMCP/mcp) (πŸ”€ 280 Β· πŸ“¦ 15 Β· πŸ“‹ 110 - 69% open Β· ⏱️ 24.04.2025)

co-browser/browser-use-mcp-server (πŸ₯ˆ14 Β· ⭐ 720 Β· 🐣) - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc.. MIT

- [GitHub](https://github.com/co-browser/browser-use-mcp-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 97 Β· πŸ“₯ 74 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 10.07.2025)

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

- [GitHub](https://github.com/Operative-Sh/web-eval-agent) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 95 Β· πŸ“‹ 11 - 9% open Β· ⏱️ 25.08.2025)

FradSer/mcp-server-apple-reminders (πŸ₯‰13 Β· ⭐ 100) - An MCP server for interacting with Apple Reminders on macOS. MIT

- [GitHub](https://github.com/FradSer/mcp-server-apple-reminders) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 16 Β· πŸ“‹ 17 - 41% open Β· ⏱️ 29.08.2025)

kimtaeyoon83/mcp-server-youtube-transcript (πŸ₯‰11 Β· ⭐ 310) - Fetch YouTube subtitles and transcripts for AI analysis. MIT

- [GitHub](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 52 Β· πŸ“¦ 4 Β· πŸ“‹ 10 - 70% open Β· ⏱️ 09.05.2025)

Automata-Labs-team/MCP-Server-Playwright (πŸ₯‰11 Β· ⭐ 250 Β· πŸ“‰) - An MCP server for browser automation using Playwright. MIT

- [GitHub](https://github.com/Automata-Labs-team/MCP-Server-Playwright) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 33 Β· πŸ“¦ 12 Β· πŸ“‹ 6 - 83% open Β· ⏱️ 05.06.2025)

recursechat/mcp-server-apple-shortcuts (πŸ₯‰7 Β· ⭐ 240 Β· πŸ’€) - An MCP Server Integration with Apple Shortcuts. Apache-2

- [GitHub](https://github.com/recursechat/mcp-server-apple-shortcuts) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 22 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 22.12.2024)

blackwhite084/playwright-plus-python-mcp (πŸ₯‰7 Β· ⭐ 150 Β· πŸ’€) - An MCP python server using Playwright for browser automation,more suitable for llm. Apache-2

- [GitHub](https://github.com/blackwhite084/playwright-plus-python-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 22 Β· ⏱️ 07.01.2025)

pskill9/web-search (πŸ₯‰6 Β· ⭐ 280 Β· πŸ’€) - An MCP server that enables free web searching using Google search results, with no API keys required. ❗Unlicensed

- [GitHub](https://github.com/pskill9/web-search) (πŸ”€ 42 Β· ⏱️ 30.12.2024)

34892002/bilibili-mcp-js (πŸ₯‰4 Β· ⭐ 120 Β· 🐣) - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts. ❗Unlicensed

- [GitHub](https://github.com/34892002/bilibili-mcp-js) (πŸ”€ 20 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 23.04.2025)


## Biology Medicine and Bioinformatics

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_MCP servers for biology, medicine and bioinformatics_

genomoncology/biomcp (πŸ₯‡15 Β· ⭐ 280 Β· 🐣) - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info. MIT

- [GitHub](https://github.com/genomoncology/biomcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 40 Β· πŸ“¦ 5 Β· πŸ“‹ 18 - 5% open Β· ⏱️ 23.08.2025)


## Cloud Platforms

Back to top

_MCP servers for cloud platforms_

awslabs/mcp (πŸ₯‡24 Β· ⭐ 6.1K Β· 🐣) - AWS MCP servers for seamless integration with AWS services and resources. Apache-2

- [GitHub](https://github.com/awslabs/mcp) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“¦ 4 Β· πŸ“‹ 320 - 44% open Β· ⏱️ 29.08.2025)

Flux159/mcp-server-kubernetes (πŸ₯‡22 Β· ⭐ 1K) - Typescript implementation of Kubernetes cluster operations for pods, deployments, services. MIT

- [GitHub](https://github.com/Flux159/mcp-server-kubernetes) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 170 Β· πŸ“₯ 58 Β· πŸ“¦ 8 Β· πŸ“‹ 60 - 16% open Β· ⏱️ 30.08.2025)

weibaohui/k8m (πŸ₯‡22 Β· ⭐ 630) - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly.. MIT

- [GitHub](https://github.com/weibaohui/k8m) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 100 Β· πŸ“₯ 1.6K Β· πŸ“‹ 67 - 19% open Β· ⏱️ 31.08.2025)

cloudflare/mcp-server-cloudflare (πŸ₯ˆ21 Β· ⭐ 2.9K) - Integration with Cloudflare services including Workers, KV, R2, and D1. Apache-2

- [GitHub](https://github.com/cloudflare/mcp-server-cloudflare) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 9 Β· πŸ“‹ 45 - 37% open Β· ⏱️ 13.08.2025)

containers/kubernetes-mcp-server (πŸ₯ˆ20 Β· ⭐ 560) - A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any.. Apache-2

- [GitHub](https://github.com/containers/kubernetes-mcp-server) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 100 Β· πŸ“₯ 2K Β· πŸ“‹ 59 - 37% open Β· ⏱️ 29.08.2025)

strowk/mcp-k8s-go (πŸ₯ˆ17 Β· ⭐ 340) - Kubernetes cluster operations through MCP. MIT

- [GitHub](https://github.com/strowk/mcp-k8s-go) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 46 Β· πŸ“₯ 860 Β· πŸ“¦ 1 Β· πŸ“‹ 16 - 43% open Β· ⏱️ 27.08.2025)

weibaohui/kom (πŸ₯ˆ16 Β· ⭐ 130) - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project.. MIT

- [GitHub](https://github.com/weibaohui/kom) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 26 Β· πŸ“¦ 8 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 30.08.2025)

alexei-led/aws-mcp-server (πŸ₯‰13 Β· ⭐ 160 Β· 🐣) - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply.. MIT

- [GitHub](https://github.com/alexei-led/aws-mcp-server) (πŸ”€ 24 Β· πŸ“‹ 9 - 55% open Β· ⏱️ 10.04.2025)

reza-gholizade/k8s-mcp-server (πŸ₯‰13 Β· ⭐ 74 Β· 🐣) - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through.. MIT

- [GitHub](https://github.com/reza-gholizade/k8s-mcp-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 13 Β· πŸ“₯ 38 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 31.08.2025)

rohitg00/kubectl-mcp-server (πŸ₯‰12 Β· ⭐ 700 Β· 🐣) - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to.. MIT

- [GitHub](https://github.com/rohitg00/kubectl-mcp-server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 120 Β· πŸ“‹ 19 - 47% open Β· ⏱️ 14.07.2025)

nwiizo/tfmcp (πŸ₯‰12 Β· ⭐ 340 Β· 🐣) - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading.. MIT

- [GitHub](https://github.com/nwiizo/tfmcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 21 Β· ⏱️ 14.06.2025)

portainer/portainer-mcp (πŸ₯‰12 Β· ⭐ 60 Β· 🐣) - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural.. ❗️Zlib

- [GitHub](https://github.com/portainer/portainer-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“₯ 1.2K Β· πŸ“‹ 7 - 57% open Β· ⏱️ 30.06.2025)

alexei-led/k8s-mcp-server (πŸ₯‰11 Β· ⭐ 160 Β· 🐣) - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl,.. MIT

- [GitHub](https://github.com/alexei-led/k8s-mcp-server) (πŸ”€ 30 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 29.04.2025)

silenceper/mcp-k8s (πŸ₯‰11 Β· ⭐ 120 Β· 🐣) - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes.. Apache-2

- [GitHub](https://github.com/silenceper/mcp-k8s) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 24 Β· πŸ“₯ 300 Β· πŸ“¦ 1 Β· ⏱️ 15.08.2025)

jdubois/azure-cli-mcp (πŸ₯‰11 Β· ⭐ 76 Β· 🐣) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure. MIT

- [GitHub](https://github.com/jdubois/azure-cli-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 14 Β· πŸ“₯ 120 Β· ⏱️ 27.08.2025)

aliyun/alibaba-cloud-ops-mcp-server (πŸ₯‰11 Β· ⭐ 70 Β· 🐣) - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS.. Apache-2

- [GitHub](https://github.com/aliyun/alibaba-cloud-ops-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 19.08.2025)

pulumi/mcp-server (πŸ₯‰10 Β· ⭐ 62 Β· 🐣) - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to.. Apache-2

- [GitHub](https://github.com/pulumi/mcp-server) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 13 Β· πŸ“¦ 1 Β· πŸ“‹ 15 - 46% open Β· ⏱️ 22.08.2025)


## Code Execution

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_MCP servers for code execution_

dagger/container-use (πŸ₯‡24 Β· ⭐ 2.9K Β· 🐣) - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and.. Apache-2

- [GitHub](https://github.com/dagger/container-use) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 150 Β· πŸ“₯ 10K Β· πŸ“‹ 72 - 44% open Β· ⏱️ 28.08.2025)

alfonsograziano/node-code-sandbox-mcp (πŸ₯‰9 Β· ⭐ 92 Β· 🐣) - A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly.. ❗Unlicensed

- [GitHub](https://github.com/alfonsograziano/node-code-sandbox-mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 44 - 18% open Β· ⏱️ 31.08.2025)

ckanthony/openapi-mcp (πŸ₯‰4 Β· ⭐ 130 Β· 🐣) - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs. ❗Unlicensed

- [GitHub](https://github.com/ckanthony/openapi-mcp) (πŸ”€ 25 Β· ⏱️ 22.04.2025)


## Coding Agents

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_MCP servers for coding agents_

oraios/serena (πŸ₯‡27 Β· ⭐ 11K Β· 🐣) - A fully-featured coding agent that relies on symbolic code operations by using language servers. MIT

- [GitHub](https://github.com/oraios/serena) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 720 Β· πŸ“₯ 140 Β· πŸ“‹ 300 - 17% open Β· ⏱️ 30.08.2025)

ezyang/codemcp (πŸ₯ˆ15 Β· ⭐ 1.5K Β· 🐣) - Coding agent with basic read, write and command line tools. Apache-2

- [GitHub](https://github.com/ezyang/codemcp) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 130 Β· πŸ“‹ 64 - 59% open Β· ⏱️ 04.06.2025)

stippi/code-assistant (πŸ₯ˆ14 Β· ⭐ 91) - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple.. MIT

- [GitHub](https://github.com/stippi/code-assistant) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 14 Β· πŸ“₯ 140 Β· πŸ“‹ 8 - 12% open Β· ⏱️ 31.08.2025)

juehang/vscode-mcp-server (πŸ₯‰13 Β· ⭐ 220 Β· 🐣) - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems.. MIT

- [GitHub](https://github.com/juehang/vscode-mcp-server) (πŸ”€ 39 Β· πŸ“¦ 4 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 13.06.2025)

rinadelph/Agent-MCP (πŸ₯‰12 Β· ⭐ 870 Β· 🐣) - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management,.. ❗Unlicensed

- [GitHub](https://github.com/rinadelph/Agent-MCP) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 100 Β· πŸ“‹ 25 - 36% open Β· ⏱️ 24.08.2025)

tiianhk/MaxMSP-MCP-Server (πŸ₯‰5 Β· ⭐ 80 Β· 🐣) - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia. MIT

- [GitHub](https://github.com/tiianhk/MaxMSP-MCP-Server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 8 Β· πŸ“‹ 5 - 80% open Β· ⏱️ 27.08.2025)


## Command Line

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_MCP servers for command line_

wonderwhy-er/DesktopCommanderMCP (πŸ₯‡21 Β· ⭐ 4.4K) - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. MIT

- [GitHub](https://github.com/wonderwhy-er/DesktopCommanderMCP) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 470 Β· πŸ“‹ 100 - 54% open Β· ⏱️ 29.08.2025)

aymericzip/intlayer (πŸ₯‡21 Β· ⭐ 300) - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access.. Apache-2

- [GitHub](https://github.com/aymericzip/intlayer) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 52 Β· πŸ“¦ 45 Β· πŸ“‹ 78 - 52% open Β· ⏱️ 31.08.2025)

ferrislucas/iterm-mcp (πŸ₯ˆ12 Β· ⭐ 430) - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you.. MIT

- [GitHub](https://github.com/ferrislucas/iterm-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1 Β· πŸ“‹ 11 - 36% open Β· ⏱️ 10.08.2025)

g0t4/mcp-server-commands (πŸ₯‰11 Β· ⭐ 190) - Run any command with run_command and run_script tools. MIT

- [GitHub](https://github.com/g0t4/mcp-server-commands) (πŸ”€ 32 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 17.06.2025)

tumf/mcp-shell-server (πŸ₯‰11 Β· ⭐ 130) - A secure shell command execution server implementing the Model Context Protocol (MCP). MIT

- [GitHub](https://github.com/tumf/mcp-shell-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 39 Β· πŸ“¦ 1 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 12.08.2025)

MladenSU/cli-mcp-server (πŸ₯‰9 Β· ⭐ 140) - Command line interface with secure execution and customizable security policies. MIT

- [GitHub](https://github.com/MladenSU/cli-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 22 Β· πŸ“¦ 1 Β· πŸ“‹ 7 - 57% open Β· ⏱️ 04.07.2025)

tufantunc/ssh-mcp (πŸ₯‰8 Β· ⭐ 74 Β· 🐣) - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote.. MIT

- [GitHub](https://github.com/tufantunc/ssh-mcp) (πŸ”€ 8 Β· ⏱️ 18.08.2025)


## Communication

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_MCP servers for communication and messaging_

korotovsky/slack-mcp-server (πŸ₯‡19 Β· ⭐ 580 Β· 🐣) - The most powerful MCP server for Slack Workspaces. MIT

- [GitHub](https://github.com/korotovsky/slack-mcp-server) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 78 Β· πŸ“₯ 1.4K Β· πŸ“‹ 46 - 13% open Β· ⏱️ 24.08.2025)

Softeria/ms-365-mcp-server (πŸ₯‡18 Β· ⭐ 230 Β· 🐣) - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook,.. MIT

- [GitHub](https://github.com/Softeria/ms-365-mcp-server) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 3 Β· πŸ“‹ 40 - 7% open Β· ⏱️ 25.08.2025)

joinly-ai/joinly (πŸ₯ˆ17 Β· ⭐ 340 Β· 🐣) - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots.. MIT

- [GitHub](https://github.com/joinly-ai/joinly) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 29 Β· πŸ“‹ 12 - 25% open Β· ⏱️ 29.08.2025)

line/line-bot-mcp-server (πŸ₯ˆ16 Β· ⭐ 440 Β· 🐣) - MCP Server for Integrating LINE Official Account. Apache-2

- [GitHub](https://github.com/line/line-bot-mcp-server) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 71 Β· πŸ“‹ 27 - 37% open Β· ⏱️ 31.08.2025)

lharries/whatsapp-mcp (πŸ₯ˆ15 Β· ⭐ 4.8K Β· 🐣) - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups. MIT

- [GitHub](https://github.com/lharries/whatsapp-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 690 Β· πŸ“‹ 63 - 71% open Β· ⏱️ 13.07.2025)

chigwell/telegram-mcp (πŸ₯ˆ14 Β· ⭐ 300 Β· 🐣) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages,.. Apache-2

- [GitHub](https://github.com/chigwell/telegram-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 93 Β· πŸ“‹ 9 - 77% open Β· ⏱️ 30.08.2025)

chaindead/telegram-mcp (πŸ₯‰12 Β· ⭐ 200 Β· 🐣) - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and.. MIT

- [GitHub](https://github.com/chaindead/telegram-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 20 Β· πŸ“₯ 1.3K Β· πŸ“‹ 5 - 80% open Β· ⏱️ 21.08.2025)

InditexTech/mcp-teams-server (πŸ₯‰10 Β· ⭐ 310 Β· 🐣) - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads). Apache-2

- [GitHub](https://github.com/InditexTech/mcp-teams-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 19 Β· ⏱️ 21.07.2025)

carterlasalle/mac_messages_mcp (πŸ₯‰9 Β· ⭐ 160 Β· 🐣) - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs.. MIT

- [GitHub](https://github.com/carterlasalle/mac_messages_mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 16 Β· πŸ“‹ 6 - 50% open Β· ⏱️ 28.06.2025)

SaseQ/discord-mcp (πŸ₯‰9 Β· ⭐ 56 Β· 🐣) - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your.. MIT

- [GitHub](https://github.com/SaseQ/discord-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 12 Β· ⏱️ 11.08.2025)

adhikasp/mcp-twikit (πŸ₯‰8 Β· ⭐ 200) - Interact with Twitter search and timeline. MIT

- [GitHub](https://github.com/adhikasp/mcp-twikit) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 25 Β· ⏱️ 14.03.2025)

ztxtxwd/open-feishu-mcp-server (πŸ₯‰8 Β· ⭐ 57 Β· 🐣) - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and.. MIT

- [GitHub](https://github.com/ztxtxwd/open-feishu-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 5 Β· πŸ“‹ 22 - 31% open Β· ⏱️ 05.08.2025)

areweai/tsgram-mcp (πŸ₯‰7 Β· ⭐ 84 Β· 🐣) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the.. MIT

- [GitHub](https://github.com/areweai/tsgram-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 20 Β· ⏱️ 26.06.2025)

zcaceres/gtasks-mcp (πŸ₯‰6 Β· ⭐ 80 Β· πŸ’€) - An MCP server to Manage Google Tasks. MIT

- [GitHub](https://github.com/zcaceres/gtasks-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 27 Β· ⏱️ 02.02.2025)

hannesrudolph/imessage-query-fastmcp-mcp-server (πŸ₯‰4 Β· ⭐ 67) - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs.. ❗Unlicensed

- [GitHub](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· ⏱️ 27.05.2025)


## Customer Data Platforms

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_MCP servers for customer data platforms_

antvis/mcp-server-chart (πŸ₯‡18 Β· ⭐ 2.6K Β· 🐣) - A Model Context Protocol server for generating visual charts using AntV. MIT

- [GitHub](https://github.com/antvis/mcp-server-chart) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 240 Β· πŸ“¦ 6 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 22.08.2025)

hustcc/mcp-echarts (πŸ₯ˆ11 Β· ⭐ 68 Β· 🐣) - Generate visual charts using Apache ECharts with AI MCP dynamically. MIT

- [GitHub](https://github.com/hustcc/mcp-echarts) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· ⏱️ 22.08.2025)

OpenDataMCP/OpenDataMCP (πŸ₯‰9 Β· ⭐ 130 Β· πŸ’€) - Connect any Open Data to any LLM with Model Context Protocol. MIT

- [GitHub](https://github.com/OpenDataMCP/OpenDataMCP) (πŸ”€ 16 Β· πŸ“₯ 38 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 20.12.2024)

hustcc/mcp-mermaid (πŸ₯‰6 Β· ⭐ 150 Β· 🐣) - Generate mermaid diagram and chart with AI MCP dynamically. MIT

- [GitHub](https://github.com/hustcc/mcp-mermaid) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 15 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 17.08.2025)

tinybirdco/mcp-tinybird (πŸ₯‰6 Β· ⭐ 70) - An MCP server to interact with a Tinybird Workspace from any MCP client. Apache-2

- [GitHub](https://github.com/tinybirdco/mcp-tinybird) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 14 Β· πŸ“¦ 1 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 21.08.2025)


## Databases

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_MCP servers for database integration and management_

googleapis/genai-toolbox (πŸ₯‡24 Β· ⭐ 10K) - Open source MCP server specializing in easy, fast, and secure tools for Databases. Apache-2

- [GitHub](https://github.com/googleapis/genai-toolbox) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 780 Β· πŸ“‹ 220 - 39% open Β· ⏱️ 29.08.2025)

Canner/wren-engine (πŸ₯‡21 Β· ⭐ 420) - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents. Apache-2

- [GitHub](https://github.com/Canner/wren-engine) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 120 Β· πŸ“₯ 120 Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.08.2025)

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

- [GitHub](https://github.com/supabase-community/supabase-mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 210 Β· πŸ“‹ 61 - 70% open Β· ⏱️ 28.08.2025)

bram2w/baserow (πŸ₯‡18 Β· ⭐ 2.9K) - Baserow database integration with table search, list, and row create, read, update, and delete capabilities. ❗Unlicensed

- [GitHub](https://github.com/bram2w/baserow) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 380 Β· ⏱️ 26.08.2025)

neo4j-contrib/mcp-neo4j (πŸ₯‡18 Β· ⭐ 660) - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances). MIT

- [GitHub](https://github.com/neo4j-contrib/mcp-neo4j) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 160 Β· πŸ“₯ 540 Β· πŸ“‹ 46 - 63% open Β· ⏱️ 20.08.2025)

centralmind/gateway (πŸ₯‡18 Β· ⭐ 460) - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL,.. Apache-2

- [GitHub](https://github.com/centralmind/gateway) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 54 Β· πŸ“₯ 860 Β· πŸ“‹ 48 - 27% open Β· ⏱️ 18.07.2025)

benborla/mcp-server-mysql (πŸ₯ˆ17 Β· ⭐ 750) - MySQL database integration in NodeJS with configurable access controls and schema inspection. MIT

- [GitHub](https://github.com/benborla/mcp-server-mysql) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 110 Β· πŸ“‹ 58 - 37% open Β· ⏱️ 14.08.2025)

gannonh/firebase-mcp (πŸ₯ˆ17 Β· ⭐ 200 Β· 🐣) - Firebase services including Auth, Firestore and Storage. MIT

- [GitHub](https://github.com/gannonh/firebase-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 38 Β· πŸ“¦ 4 Β· πŸ“‹ 30 - 3% open Β· ⏱️ 26.05.2025)

pab1it0/prometheus-mcp-server (πŸ₯ˆ16 Β· ⭐ 200 Β· 🐣) - Query and analyze Prometheus, open-source monitoring system. MIT

- [GitHub](https://github.com/pab1it0/prometheus-mcp-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“₯ 72 Β· πŸ“‹ 18 - 5% open Β· ⏱️ 28.08.2025)

qdrant/mcp-server-qdrant (πŸ₯ˆ15 Β· ⭐ 890) - A Qdrant MCP server. Apache-2

- [GitHub](https://github.com/qdrant/mcp-server-qdrant) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 130 Β· πŸ“¦ 5 Β· πŸ“‹ 23 - 60% open Β· ⏱️ 19.08.2025)

redis/mcp-redis (πŸ₯ˆ15 Β· ⭐ 220 Β· 🐣) - The Redis official MCP Server offers an interface to manage and search data in Redis. MIT

- [GitHub](https://github.com/redis/mcp-redis) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 52 Β· πŸ“‹ 12 - 33% open Β· ⏱️ 20.08.2025)

crystaldba/postgres-mcp (πŸ₯ˆ14 Β· ⭐ 1K Β· 🐣) - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health.. MIT

- [GitHub](https://github.com/crystaldba/postgres-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 110 Β· πŸ“₯ 68 Β· πŸ“¦ 4 Β· πŸ“‹ 20 - 75% open Β· ⏱️ 16.05.2025)

chroma-core/chroma-mcp (πŸ₯ˆ14 Β· ⭐ 320) - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities. Apache-2

- [GitHub](https://github.com/chroma-core/chroma-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 57 Β· πŸ“₯ 54 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 14.08.2025)

FreePeak/db-mcp-server (πŸ₯ˆ14 Β· ⭐ 280 Β· 🐣) - A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon)... MIT

- [GitHub](https://github.com/FreePeak/db-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 32 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 08.05.2025)

kiliczsh/mcp-mongo-server (πŸ₯ˆ14 Β· ⭐ 260) - A Model Context Protocol Server for MongoDB. MIT

- [GitHub](https://github.com/kiliczsh/mcp-mongo-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 3 Β· ⏱️ 27.05.2025)

XGenerationLab/xiyan_mcp_server (πŸ₯ˆ14 Β· ⭐ 200 Β· 🐣) - An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the.. Apache-2

- [GitHub](https://github.com/XGenerationLab/xiyan_mcp_server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 37 Β· πŸ“₯ 24 Β· πŸ“‹ 13 - 69% open Β· ⏱️ 21.08.2025)

cr7258/elasticsearch-mcp-server (πŸ₯ˆ14 Β· ⭐ 200) - MCP Server implementation that provides Elasticsearch interaction. Apache-2

- [GitHub](https://github.com/cr7258/elasticsearch-mcp-server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 40 Β· πŸ“‹ 10 - 50% open Β· ⏱️ 23.08.2025)

furey/mongodb-lens (πŸ₯ˆ14 Β· ⭐ 180 Β· 🐣) - MongoDB Lens: Full Featured MCP Server for MongoDB Databases. MIT

- [GitHub](https://github.com/furey/mongodb-lens) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 23.04.2025)

isaacwasserman/mcp-snowflake-server (πŸ₯ˆ14 Β· ⭐ 160) - Snowflake integration implementing read and (optional) write operations as well as insight tracking. ❗️GPL-3.0

- [GitHub](https://github.com/isaacwasserman/mcp-snowflake-server) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 66 Β· πŸ“‹ 17 - 41% open Β· ⏱️ 05.08.2025)

confluentinc/mcp-confluent (πŸ₯ˆ14 Β· ⭐ 96) - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs. MIT

- [GitHub](https://github.com/confluentinc/mcp-confluent) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 27 Β· πŸ“¦ 1 Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.07.2025)

designcomputer/mysql_mcp_server (πŸ₯‰13 Β· ⭐ 820 Β· πŸ“‰) - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines. MIT

- [GitHub](https://github.com/designcomputer/mysql_mcp_server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 180 Β· πŸ“‹ 51 - 74% open Β· ⏱️ 05.06.2025)

xing5/mcp-google-sheets (πŸ₯‰13 Β· ⭐ 370 Β· 🐣) - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read,.. MIT

- [GitHub](https://github.com/xing5/mcp-google-sheets) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 93 Β· πŸ“‹ 25 - 20% open Β· ⏱️ 26.08.2025)

domdomegg/airtable-mcp-server (πŸ₯‰13 Β· ⭐ 280) - Airtable database integration with schema inspection, read and write capabilities. MIT

- [GitHub](https://github.com/domdomegg/airtable-mcp-server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 79 Β· πŸ“¦ 5 Β· πŸ“‹ 21 - 23% open Β· ⏱️ 03.08.2025)

wenb1n-dev/mysql_mcp_server_pro (πŸ₯‰13 Β· ⭐ 250 Β· 🐣) - Supports SSE, STDIO; not only limited to MySQLs CRUD functionality; also includes database exception analysis.. MIT

- [GitHub](https://github.com/wenb1n-dev/mysql_mcp_server_pro) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 30 Β· πŸ“‹ 39 - 23% open Β· ⏱️ 28.08.2025)

tuannvm/mcp-trino (πŸ₯‰13 Β· ⭐ 58 Β· 🐣) - A Go implementation of a Model Context Protocol (MCP) server for Trino. ❗Unlicensed

- [GitHub](https://github.com/tuannvm/mcp-trino) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 20 Β· πŸ“₯ 890 Β· πŸ“‹ 11 - 27% open Β· ⏱️ 26.08.2025)

alexander-zuev/supabase-mcp-server (πŸ₯‰12 Β· ⭐ 790) - Supabase MCP Server with support for SQL query execution and database exploration tools. Apache-2

- [GitHub](https://github.com/alexander-zuev/supabase-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 90 Β· πŸ“‹ 44 - 6% open Β· ⏱️ 05.08.2025)

ClickHouse/mcp-clickhouse (πŸ₯‰12 Β· ⭐ 510) - ClickHouse database integration with schema inspection and query capabilities. Apache-2

- [GitHub](https://github.com/ClickHouse/mcp-clickhouse) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 95 Β· πŸ“‹ 26 - 53% open Β· ⏱️ 01.08.2025)

neondatabase-labs/mcp-server-neon (πŸ₯‰12 Β· ⭐ 440) - An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres. MIT

- [GitHub](https://github.com/neondatabase-labs/mcp-server-neon) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 71 Β· πŸ“‹ 21 - 33% open Β· ⏱️ 28.08.2025)

runekaagaard/mcp-alchemy (πŸ₯‰12 Β· ⭐ 310) - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server.. MPL-2.0

- [GitHub](https://github.com/runekaagaard/mcp-alchemy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 51 Β· ⏱️ 15.08.2025)

ktanaka101/mcp-server-duckdb (πŸ₯‰12 Β· ⭐ 150) - DuckDB database integration with schema inspection and query capabilities. MIT

- [GitHub](https://github.com/ktanaka101/mcp-server-duckdb) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 15 Β· πŸ“¦ 1 Β· πŸ“‹ 9 - 22% open Β· ⏱️ 05.05.2025)

ergut/mcp-bigquery-server (πŸ₯‰11 Β· ⭐ 120) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying.. MIT

- [GitHub](https://github.com/ergut/mcp-bigquery-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 25 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 50% open Β· ⏱️ 03.04.2025)

LucasHild/mcp-server-bigquery (πŸ₯‰10 Β· ⭐ 120) - BigQuery database integration with schema inspection and query capabilities. MIT

- [GitHub](https://github.com/LucasHild/mcp-server-bigquery) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 31 Β· πŸ“‹ 9 - 22% open Β· ⏱️ 30.05.2025)

zilliztech/mcp-server-milvus (πŸ₯‰9 Β· ⭐ 170 Β· 🐣) - MCP Server for Milvus / Zilliz, making it possible to interact with your database. Apache-2

- [GitHub](https://github.com/zilliztech/mcp-server-milvus) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 46 Β· πŸ“‹ 15 - 66% open Β· ⏱️ 05.06.2025)

QuantGeekDev/mongo-mcp (πŸ₯‰9 Β· ⭐ 170) - MongoDB integration that enables LLMs to interact directly with databases. MIT

- [GitHub](https://github.com/QuantGeekDev/mongo-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 30 Β· πŸ“¦ 2 Β· ⏱️ 15.03.2025)

aliyun/alibabacloud-tablestore-mcp-server (πŸ₯‰8 Β· ⭐ 140 Β· 🐣) - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and.. Apache-2

- [GitHub](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) (πŸ”€ 35 Β· ⏱️ 28.04.2025)

TheRaLabs/legion-mcp (πŸ₯‰8 Β· ⭐ 63 Β· 🐣) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL,.. ❗️GPL-3.0

- [GitHub](https://github.com/TheRaLabs/legion-mcp) (πŸ”€ 14 Β· ⏱️ 11.05.2025)

ChristianHinge/dicom-mcp (πŸ₯‰8 Β· ⭐ 62 Β· 🐣) - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems. MIT

- [GitHub](https://github.com/ChristianHinge/dicom-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 18 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 05.05.2025)

sirmews/mcp-pinecone (πŸ₯‰7 Β· ⭐ 140 Β· πŸ’€) - Pinecone integration with vector search capabilities. MIT

- [GitHub](https://github.com/sirmews/mcp-pinecone) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 29 Β· ⏱️ 31.01.2025)

f4ww4z/mcp-mysql-server (πŸ₯‰7 Β· ⭐ 110) - Node.js-based MySQL database integration that provides secure MySQL database operations. MIT

- [GitHub](https://github.com/f4ww4z/mcp-mysql-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 24 Β· πŸ“‹ 11 - 72% open Β· ⏱️ 03.05.2025)

weaviate/mcp-server-weaviate (πŸ₯‰5 Β· ⭐ 150) - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory.. ❗Unlicensed

- [GitHub](https://github.com/weaviate/mcp-server-weaviate) (πŸ”€ 38 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 22.05.2025)

hannesrudolph/sqlite-explorer-fastmcp-mcp-server (πŸ₯‰3 Β· ⭐ 84) - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This.. ❗Unlicensed

- [GitHub](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 21 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 18.07.2025)


## Data Platforms

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_MCP servers for data platforms_

dbt-labs/dbt-mcp (πŸ₯‡19 Β· ⭐ 360 Β· 🐣) - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata.. Apache-2

- [GitHub](https://github.com/dbt-labs/dbt-mcp) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 52 Β· πŸ“‹ 51 - 31% open Β· ⏱️ 28.08.2025)

keboola/mcp-server (πŸ₯‡19 Β· ⭐ 68) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola.. MIT

- [GitHub](https://github.com/keboola/mcp-server) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 16 Β· ⏱️ 29.08.2025)


## Data Science Tools

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_MCP servers for data science tools_

MigoXLab/dingo (πŸ₯‡17 Β· ⭐ 380) - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingos rule-.. Apache-2

- [GitHub](https://github.com/MigoXLab/dingo) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 38 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 30.08.2025)

datalayer/jupyter-mcp-server (πŸ₯ˆ13 Β· ⭐ 640) - Model Context Protocol (MCP) Server for Jupyter. BSD-3

- [GitHub](https://github.com/datalayer/jupyter-mcp-server) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 110 Β· πŸ“‹ 19 - 47% open Β· ⏱️ 22.08.2025)

optuna/optuna-mcp (πŸ₯ˆ13 Β· ⭐ 51 Β· 🐣) - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna. MIT

- [GitHub](https://github.com/optuna/optuna-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 16 Β· ⏱️ 26.08.2025)

zcaceres/markdownify-mcp (πŸ₯‰12 Β· ⭐ 2.1K) - An MCP server to convert almost any file or web content into Markdown. MIT

- [GitHub](https://github.com/zcaceres/markdownify-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 170 Β· πŸ“‹ 17 - 64% open Β· ⏱️ 19.05.2025)

reading-plus-ai/mcp-server-data-exploration (πŸ₯‰8 Β· ⭐ 470) - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. MIT

- [GitHub](https://github.com/reading-plus-ai/mcp-server-data-exploration) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 54 Β· ⏱️ 22.03.2025)

jjsantos01/jupyter-notebook-mcp (πŸ₯‰7 Β· ⭐ 100 Β· 🐣) - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. MIT

- [GitHub](https://github.com/jjsantos01/jupyter-notebook-mcp) (πŸ”€ 19 Β· ⏱️ 31.03.2025)

ChronulusAI/chronulus-mcp (πŸ₯‰7 Β· ⭐ 97) - Predict anything with Chronulus AI forecasting and prediction agents. MIT

- [GitHub](https://github.com/ChronulusAI/chronulus-mcp) (πŸ”€ 15 Β· ⏱️ 23.04.2025)

kdqed/zaturn (πŸ₯‰7 Β· ⭐ 57 Β· 🐣) - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations. MIT

- [GitHub](https://github.com/kdqed/zaturn) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 7 Β· ⏱️ 29.08.2025)


## Developer Tools

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_MCP servers for developer tools_

GLips/Figma-Context-MCP (πŸ₯‡20 Β· ⭐ 10K) - Provide coding agents direct access to Figma data to help them one-shot design implementation. MIT

- [GitHub](https://github.com/GLips/Figma-Context-MCP) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 820 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 27.08.2025)

mobile-next/mobile-mcp (πŸ₯‡19 Β· ⭐ 1.9K Β· 🐣) - MCP Server for Android/iOS application and device automation, development and app scraping... Apache-2

- [GitHub](https://github.com/mobile-next/mobile-mcp) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 180 Β· πŸ“¦ 2 Β· πŸ“‹ 110 - 35% open Β· ⏱️ 26.08.2025)

haris-musa/excel-mcp-server (πŸ₯‡18 Β· ⭐ 2.2K) - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts,.. MIT

- [GitHub](https://github.com/haris-musa/excel-mcp-server) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 240 Β· πŸ“‹ 46 - 47% open Β· ⏱️ 06.08.2025)

cjo4m06/mcp-shrimp-task-manager (πŸ₯‡17 Β· ⭐ 1.6K Β· 🐣) - A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-.. MIT

- [GitHub](https://github.com/cjo4m06/mcp-shrimp-task-manager) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 180 Β· πŸ“¦ 3 Β· πŸ“‹ 65 - 30% open Β· ⏱️ 21.08.2025)

idosal/git-mcp (πŸ₯‡16 Β· ⭐ 5.9K Β· 🐣) - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation. Apache-2

- [GitHub](https://github.com/idosal/git-mcp) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 450 Β· πŸ“‹ 49 - 57% open Β· ⏱️ 22.08.2025)

gitkraken/gk-cli (πŸ₯‡16 Β· ⭐ 270) - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but.. ❗Unlicensed

- [GitHub](https://github.com/gitkraken/gk-cli) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 190 Β· πŸ“₯ 170K Β· πŸ“‹ 60 - 6% open Β· ⏱️ 26.06.2025)

SDGLBL/mcp-claude-code (πŸ₯‡16 Β· ⭐ 260 Β· 🐣) - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project.. MIT

- [GitHub](https://github.com/SDGLBL/mcp-claude-code) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 24 Β· πŸ“₯ 160 Β· πŸ“‹ 17 - 5% open Β· ⏱️ 29.08.2025)

janreges/ai-distiller (πŸ₯‡16 Β· ⭐ 86 Β· 🐣) - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that.. MIT

- [GitHub](https://github.com/janreges/ai-distiller) (πŸ”€ 10 Β· πŸ“₯ 840 Β· πŸ“‹ 7 - 57% open Β· ⏱️ 03.08.2025)

joshuayoes/ios-simulator-mcp (πŸ₯ˆ15 Β· ⭐ 970 Β· 🐣) - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS.. MIT

- [GitHub](https://github.com/joshuayoes/ios-simulator-mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 16.08.2025)

vivekVells/mcp-pandoc (πŸ₯ˆ15 Β· ⭐ 380) - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and.. MIT

- [GitHub](https://github.com/vivekVells/mcp-pandoc) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“‹ 17 - 17% open Β· ⏱️ 30.08.2025)

utensils/mcp-nixos (πŸ₯ˆ15 Β· ⭐ 260 Β· 🐣) - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-.. MIT

- [GitHub](https://github.com/utensils/mcp-nixos) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 12 Β· πŸ“¦ 1 Β· πŸ“‹ 16 - 31% open Β· ⏱️ 16.08.2025)

Jpisnice/shadcn-ui-mcp-server (πŸ₯ˆ14 Β· ⭐ 2.1K Β· 🐣) - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata. MIT

- [GitHub](https://github.com/Jpisnice/shadcn-ui-mcp-server) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 220 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 25.08.2025)

isaacphi/mcp-language-server (πŸ₯ˆ14 Β· ⭐ 1K) - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools.. BSD-3

- [GitHub](https://github.com/isaacphi/mcp-language-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 61 Β· πŸ“¦ 3 Β· πŸ“‹ 36 - 50% open Β· ⏱️ 03.06.2025)

bgauryy/octocode-mcp (πŸ₯ˆ14 Β· ⭐ 420 Β· 🐣) - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in.. MIT

- [GitHub](https://github.com/bgauryy/octocode-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 27 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 27.08.2025)

jasonjmcghee/claude-debugs-for-you (πŸ₯ˆ14 Β· ⭐ 420) - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and.. MIT

- [GitHub](https://github.com/jasonjmcghee/claude-debugs-for-you) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 35 Β· πŸ“₯ 140 Β· πŸ“‹ 20 - 45% open Β· ⏱️ 12.08.2025)

sapientpants/sonarqube-mcp-server (πŸ₯ˆ14 Β· ⭐ 90 Β· 🐣) - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code.. MIT

- [GitHub](https://github.com/sapientpants/sonarqube-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 13 Β· πŸ“¦ 1 Β· πŸ“‹ 54 - 7% open Β· ⏱️ 19.08.2025)

yangkyeongmo/mcp-server-apache-airflow (πŸ₯ˆ14 Β· ⭐ 82) - MCP server that connects to Apache Airflow using official client. MIT

- [GitHub](https://github.com/yangkyeongmo/mcp-server-apache-airflow) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 23 Β· πŸ“‹ 15 - 40% open Β· ⏱️ 21.08.2025)

zillow/auto-mobile (πŸ₯ˆ14 Β· ⭐ 50 Β· 🐣) - Tool suite built around an MCP server for Android automation for developer workflow and testing. Apache-2

- [GitHub](https://github.com/zillow/auto-mobile) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 3 Β· πŸ“₯ 110 Β· ⏱️ 05.08.2025)

JetBrains/mcp-jetbrains (πŸ₯ˆ13 Β· ⭐ 920) - Connect to JetBrains IDE. Apache-2

- [GitHub](https://github.com/JetBrains/mcp-jetbrains) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 64 Β· πŸ“₯ 59 Β· πŸ“¦ 1 Β· πŸ“‹ 66 - 46% open Β· ⏱️ 18.08.2025)

Govcraft/rust-docs-mcp-server (πŸ₯ˆ13 Β· ⭐ 180 Β· 🐣) - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search.. MIT

- [GitHub](https://github.com/Govcraft/rust-docs-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 24 Β· πŸ“₯ 270 Β· πŸ“‹ 10 - 70% open Β· ⏱️ 23.06.2025)

21st-dev/magic-mcp (πŸ₯‰12 Β· ⭐ 3.5K) - Create crafted UI components inspired by the best 21st.dev design engineers. ❗Unlicensed

- [GitHub](https://github.com/21st-dev/magic-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 240 Β· πŸ“¦ 13 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 09.06.2025)

InditexTech/mcp-server-simulator-ios-idb (πŸ₯‰12 Β· ⭐ 230 Β· 🐣) - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through.. Apache-2

- [GitHub](https://github.com/InditexTech/mcp-server-simulator-ios-idb) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 17 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 25.04.2025)

hyperb1iss/droidmind (πŸ₯‰12 Β· ⭐ 230 Β· 🐣) - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation.. Apache-2

- [GitHub](https://github.com/hyperb1iss/droidmind) (πŸ”€ 31 Β· πŸ“‹ 9 - 33% open Β· ⏱️ 16.05.2025)

admica/FileScopeMCP (πŸ₯‰12 Β· ⭐ 220 Β· 🐣) - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and.. ❗️GPL-3.0

- [GitHub](https://github.com/admica/FileScopeMCP) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 21 Β· πŸ“‹ 9 - 66% open Β· ⏱️ 14.07.2025)

robotmcp/ros-mcp-server (πŸ₯‰12 Β· ⭐ 220 Β· 🐣) - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control.. Apache-2

- [GitHub](https://github.com/robotmcp/ros-mcp-server) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 40 Β· πŸ“‹ 11 - 63% open Β· ⏱️ 28.08.2025)

aashari/mcp-server-atlassian-bitbucket (πŸ₯‰12 Β· ⭐ 71 Β· 🐣) - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces,.. ❗Unlicensed

- [GitHub](https://github.com/aashari/mcp-server-atlassian-bitbucket) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 27 Β· πŸ“¦ 1 Β· πŸ“‹ 21 - 28% open Β· ⏱️ 15.08.2025)

r-huijts/xcode-mcp-server (πŸ₯‰11 Β· ⭐ 310) - Xcode integration for project management, file operations, and build automation. MIT

- [GitHub](https://github.com/r-huijts/xcode-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 20 Β· ⏱️ 26.08.2025)

TencentEdgeOne/edgeone-pages-mcp (πŸ₯‰11 Β· ⭐ 270 Β· 🐣) - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. MIT

- [GitHub](https://github.com/TencentEdgeOne/edgeone-pages-mcp) (πŸ”€ 32 Β· πŸ“¦ 3 Β· πŸ“‹ 12 - 33% open Β· ⏱️ 11.08.2025)

biegehydra/BifrostMCP (πŸ₯‰11 Β· ⭐ 170 Β· 🐣) - Connect to VSCode ide and use semantic tools like find_usages. ❗️AGPL-3.0

- [GitHub](https://github.com/biegehydra/BifrostMCP) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 31 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 15.07.2025)

tumf/mcp-text-editor (πŸ₯‰11 Β· ⭐ 150) - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. MIT

- [GitHub](https://github.com/tumf/mcp-text-editor) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· πŸ“‹ 6 - 33% open Β· ⏱️ 04.05.2025)

CircleCI-Public/mcp-server-circleci (πŸ₯‰11 Β· ⭐ 59 Β· 🐣) - Enable AI Agents to fix build failures from CircleCI. ❗Unlicensed

- [GitHub](https://github.com/CircleCI-Public/mcp-server-circleci) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 35 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 58% open Β· ⏱️ 12.08.2025)

janwilmake/openapi-mcp-server (πŸ₯‰10 Β· ⭐ 790) - Connect any HTTP/REST API server using an Open API spec (v3). MIT

- [GitHub](https://github.com/janwilmake/openapi-mcp-server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 83 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 24.05.2025)

delano/postman-mcp-server (πŸ₯‰10 Β· ⭐ 130) - Interact with Postman API. MIT

- [GitHub](https://github.com/delano/postman-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 25 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 24.07.2025)

PostHog/mcp (πŸ₯‰10 Β· ⭐ 120 Β· 🐣) - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more. MIT

- [GitHub](https://github.com/PostHog/mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· πŸ“‹ 20 - 45% open Β· ⏱️ 29.08.2025)

sammcj/mcp-package-version (πŸ₯‰10 Β· ⭐ 110) - An MCP Server to help LLMs suggest the latest stable package versions when writing code. MIT

- [GitHub](https://github.com/sammcj/mcp-package-version) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 22 Β· πŸ“₯ 48 Β· πŸ“¦ 1 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 14.05.2025)

lamemind/mcp-server-multiverse (πŸ₯‰10 Β· ⭐ 70 Β· πŸ“‰) - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with.. MIT

- [GitHub](https://github.com/lamemind/mcp-server-multiverse) (πŸ”€ 12 Β· πŸ“‹ 6 - 33% open Β· ⏱️ 04.06.2025)

automation-ai-labs/mcp-link (πŸ₯‰9 Β· ⭐ 520 Β· 🐣) - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema). MIT

- [GitHub](https://github.com/automation-ai-labs/mcp-link) (πŸ”€ 61 Β· πŸ“‹ 9 - 66% open Β· ⏱️ 03.04.2025)

comet-ml/opik-mcp (πŸ₯‰9 Β· ⭐ 160 Β· 🐣) - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik. Apache-2

- [GitHub](https://github.com/comet-ml/opik-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 21 Β· ⏱️ 24.06.2025)

JoshuaRileyDev/app-store-connect-mcp-server (πŸ₯‰9 Β· ⭐ 100) - An MCP server to communicate with the App Store Connect API for iOS Developers. MIT

- [GitHub](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 16 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 21.07.2025)

zcaceres/fetch-mcp (πŸ₯‰8 Β· ⭐ 580) - An MCP server to flexibly fetch JSON, text, and HTML data. MIT

- [GitHub](https://github.com/zcaceres/fetch-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 92 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 10.05.2025)

QuantGeekDev/docker-mcp (πŸ₯‰8 Β· ⭐ 380 Β· πŸ’€) - Docker container management and operations through MCP. MIT

- [GitHub](https://github.com/QuantGeekDev/docker-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 50 Β· πŸ“¦ 1 Β· ⏱️ 14.12.2024)

YuChenSSR/mindmap-mcp-server (πŸ₯‰8 Β· ⭐ 180 Β· 🐣) - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. MIT

- [GitHub](https://github.com/YuChenSSR/mindmap-mcp-server) (πŸ”€ 15 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 40% open Β· ⏱️ 20.05.2025)

langfuse/mcp-server-langfuse (πŸ₯‰8 Β· ⭐ 130 Β· πŸ’€) - MCP server to access and manage LLM application prompts created with Langfuse) Prompt Management. MIT

- [GitHub](https://github.com/langfuse/mcp-server-langfuse) (πŸ”€ 28 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 15.02.2025)

ckreiling/mcp-server-docker (πŸ₯‰7 Β· ⭐ 590) - Integrate with Docker to manage containers, images, volumes, and networks. ❗️GPL-3.0

- [GitHub](https://github.com/ckreiling/mcp-server-docker) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 74 Β· πŸ“‹ 8 - 87% open Β· ⏱️ 05.06.2025)

YuChenSSR/multi-ai-advisor-mcp (πŸ₯‰7 Β· ⭐ 62 Β· 🐣) - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing.. MIT

- [GitHub](https://github.com/YuChenSSR/multi-ai-advisor-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 16 Β· ⏱️ 02.04.2025)

ReAPI-com/mcp-openapi (πŸ₯‰7 Β· ⭐ 60 Β· 🐣) - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate.. MIT

- [GitHub](https://github.com/ReAPI-com/mcp-openapi) (πŸ”€ 9 Β· ⏱️ 30.03.2025)

xzq-xu/jvm-mcp-server (πŸ₯‰6 Β· ⭐ 66 Β· 🐣) - An implementation project of a JVM-based MCP (Model Context Protocol) server. MIT

- [GitHub](https://github.com/xzq-xu/jvm-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 12 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 18.06.2025)

stass/lldb-mcp (πŸ₯‰6 Β· ⭐ 53 Β· 🐣) - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling. BSD-2

- [GitHub](https://github.com/stass/lldb-mcp) (πŸ”€ 4 Β· ⏱️ 26.03.2025)

pskill9/website-downloader (πŸ₯‰5 Β· ⭐ 130 Β· πŸ’€) - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and.. ❗Unlicensed

- [GitHub](https://github.com/pskill9/website-downloader) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 22 Β· ⏱️ 24.12.2024)

ShenghaiWang/xcodebuild (πŸ₯‰5 Β· ⭐ 73 Β· 🐣) - Build iOS Xcode workspace/project and feed back errors to llm. MIT

- [GitHub](https://github.com/ShenghaiWang/xcodebuild) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 6 Β· ⏱️ 15.08.2025)


## Embedded System

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_MCP servers for embedded system_

stack-chan/stack-chan (πŸ₯‡18 Β· ⭐ 940) - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions.. Apache-2

- [GitHub](https://github.com/stack-chan/stack-chan) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 110 Β· πŸ“₯ 37 Β· πŸ“‹ 100 - 25% open Β· ⏱️ 17.07.2025)

horw/esp-mcp (πŸ₯‰6 Β· ⭐ 100 Β· 🐣) - Workflow for fixing build issues in ESP32 series chips using ESP-IDF. ❗Unlicensed

- [GitHub](https://github.com/horw/esp-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 9 Β· πŸ“‹ 35 - 88% open Β· ⏱️ 02.07.2025)


## File Systems

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_MCP servers for file systems_

mark3labs/mcp-filesystem-server (πŸ₯‡17 Β· ⭐ 500) - Golang implementation for local file system access. MIT

- [GitHub](https://github.com/mark3labs/mcp-filesystem-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 72 Β· πŸ“₯ 550 Β· πŸ“¦ 15 Β· πŸ“‹ 25 - 48% open Β· ⏱️ 29.06.2025)

8b-is/smart-tree (πŸ₯ˆ16 Β· ⭐ 120 Β· 🐣) - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token.. MIT

- [GitHub](https://github.com/8b-is/smart-tree) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“₯ 490 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 30.08.2025)

cyberchitta/llm-context.py (πŸ₯‰11 Β· ⭐ 260) - Share code context with LLMs via MCP or clipboard. Apache-2

- [GitHub](https://github.com/cyberchitta/llm-context.py) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 19 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 29.08.2025)

mamertofabian/mcp-everything-search (πŸ₯‰10 Β· ⭐ 230 Β· πŸ’€) - Fast Windows file search using Everything SDK. MIT

- [GitHub](https://github.com/mamertofabian/mcp-everything-search) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 26 Β· πŸ“₯ 78 Β· πŸ“‹ 9 - 88% open Β· ⏱️ 07.01.2025)

isaacphi/mcp-gdrive (πŸ₯‰9 Β· ⭐ 190) - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets. MIT

- [GitHub](https://github.com/isaacphi/mcp-gdrive) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 60 Β· πŸ“¦ 5 Β· πŸ“‹ 9 - 66% open Β· ⏱️ 07.05.2025)


## Finance & Fintech

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_MCP servers for finance & fintech_

base/base-mcp (πŸ₯‡14 Β· ⭐ 280 Β· 🐣) - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet.. MIT

- [GitHub](https://github.com/base/base-mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 89 Β· πŸ“¦ 1 Β· πŸ“‹ 9 - 55% open Β· ⏱️ 22.04.2025)

armorwallet/armor-crypto-mcp (πŸ₯‡14 Β· ⭐ 220 Β· 🐣) - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin.. ❗️GPL-3.0

- [GitHub](https://github.com/armorwallet/armor-crypto-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 32 Β· ⏱️ 27.05.2025)

polygon-io/mcp_polygon (πŸ₯ˆ13 Β· ⭐ 59 Β· 🐣) - An MCP server that provides access to Polygon.io financial market data APIs for stocks, indices, forex, options, and.. MIT

- [GitHub](https://github.com/polygon-io/mcp_polygon) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 17 Β· πŸ“‹ 6 - 33% open Β· ⏱️ 29.07.2025)

ferdousbhai/investor-agent (πŸ₯ˆ12 Β· ⭐ 250) - Yahoo Finance integration to fetch stock market data including options recommendations. MIT

- [GitHub](https://github.com/ferdousbhai/investor-agent) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 30 Β· πŸ“¦ 1 Β· ⏱️ 25.08.2025)

alchemyplatform/alchemy-mcp-server (πŸ₯ˆ12 Β· ⭐ 66 Β· 🐣) - Allow AI agents to interact with Alchemys blockchain APIs. MIT

- [GitHub](https://github.com/alchemyplatform/alchemy-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· ⏱️ 07.08.2025)

mcpdotdirect/evm-mcp-server (πŸ₯ˆ11 Β· ⭐ 310 Β· 🐣) - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts,.. MIT

- [GitHub](https://github.com/mcpdotdirect/evm-mcp-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 67 Β· πŸ“¦ 1 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 29.07.2025)

ariadng/metatrader-mcp-server (πŸ₯ˆ10 Β· ⭐ 90 Β· 🐣) - Enable AI LLMs to execute trades using MetaTrader 5 platform. MIT

- [GitHub](https://github.com/ariadng/metatrader-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 23 Β· πŸ“₯ 20 Β· πŸ“‹ 8 - 25% open Β· ⏱️ 23.05.2025)

XeroAPI/xero-mcp-server (πŸ₯‰9 Β· ⭐ 110 Β· 🐣) - An MCP server that integrates with Xeros API, allowing for standardized access to Xeros accounting and business.. MIT

- [GitHub](https://github.com/XeroAPI/xero-mcp-server) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 59 Β· πŸ“‹ 14 - 64% open Β· ⏱️ 18.05.2025)

OctagonAI/octagon-mcp-server (πŸ₯‰9 Β· ⭐ 61 Β· 🐣) - Octagon AI Agents to integrate private and public market data. MIT

- [GitHub](https://github.com/OctagonAI/octagon-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 9 Β· ⏱️ 21.07.2025)

heurist-network/heurist-mesh-mcp-server (πŸ₯‰9 Β· ⭐ 58 Β· 🐣) - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation,.. MIT

- [GitHub](https://github.com/heurist-network/heurist-mesh-mcp-server) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 14 Β· ⏱️ 06.05.2025)

doggybee/mcp-server-ccxt (πŸ₯‰8 Β· ⭐ 99 Β· 🐣) - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library... MIT

- [GitHub](https://github.com/doggybee/mcp-server-ccxt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 15 Β· πŸ“¦ 1 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 03.06.2025)

berlinbra/alpha-vantage-mcp (πŸ₯‰8 Β· ⭐ 70) - Alpha Vantage API integration to fetch both stock and crypto information. MIT

- [GitHub](https://github.com/berlinbra/alpha-vantage-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 30 Β· ⏱️ 17.04.2025)

QuantGeekDev/coincap-mcp (πŸ₯‰7 Β· ⭐ 87 Β· πŸ’€) - Real-time cryptocurrency market data integration using CoinCaps public API, providing access to crypto prices and.. MIT

- [GitHub](https://github.com/QuantGeekDev/coincap-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 23 Β· πŸ“¦ 2 Β· ⏱️ 30.01.2025)

kukapay/freqtrade-mcp (πŸ₯‰6 Β· ⭐ 71 Β· 🐣) - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. MIT

- [GitHub](https://github.com/kukapay/freqtrade-mcp) (πŸ”€ 17 Β· ⏱️ 17.04.2025)

aaronjmars/web3-research-mcp (πŸ₯‰5 Β· ⭐ 170 Β· 🐣) - Deep Research for crypto - free & fully local. Apache-2

- [GitHub](https://github.com/aaronjmars/web3-research-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 79 Β· ⏱️ 05.06.2025)

kukapay/crypto-indicators-mcp (πŸ₯‰5 Β· ⭐ 71 Β· 🐣) - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. MIT

- [GitHub](https://github.com/kukapay/crypto-indicators-mcp) (πŸ”€ 31 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 27.03.2025)

Bankless/onchain-mcp (πŸ₯‰4 Β· ⭐ 64 Β· 🐣) - Bankless Onchain API to interact with smart contracts, query transaction and token information. ❗Unlicensed

- [GitHub](https://github.com/Bankless/onchain-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 13 Β· ⏱️ 18.03.2025)

kukapay/cryptopanic-mcp-server (πŸ₯‰4 Β· ⭐ 52 Β· 🐣) - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. MIT

- [GitHub](https://github.com/kukapay/cryptopanic-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 16 Β· ⏱️ 18.06.2025)


## Gaming

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_MCP servers for gaming_

CoderGamester/mcp-unity (πŸ₯‡19 Β· ⭐ 940 Β· 🐣) - MCP Server for Unity3d Game Engine integration for game development. MIT

- [GitHub](https://github.com/CoderGamester/mcp-unity) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 120 Β· πŸ“₯ 190 Β· πŸ“‹ 49 - 4% open Β· ⏱️ 23.08.2025)

IvanMurzak/Unity-MCP (πŸ₯‡19 Β· ⭐ 380 Β· 🐣) - MCP Server for Unity Editor and for a game made with Unity. Apache-2

- [GitHub](https://github.com/IvanMurzak/Unity-MCP) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 39 Β· πŸ“₯ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 100 - 7% open Β· ⏱️ 31.08.2025)

Coding-Solo/godot-mcp (πŸ₯‰12 Β· ⭐ 820) - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing.. MIT

- [GitHub](https://github.com/Coding-Solo/godot-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 85 Β· πŸ“‹ 25 - 52% open Β· ⏱️ 09.08.2025)

rishijatia/fantasy-pl-mcp (πŸ₯‰12 Β· ⭐ 54 Β· 🐣) - An MCP server for real-time Fantasy Premier League data and analysis tools. MIT

- [GitHub](https://github.com/rishijatia/fantasy-pl-mcp) (πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 15.08.2025)


## Location Services

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_MCP servers for location services and geospatial data_

mahdin75/gis-mcp (πŸ₯‡11 Β· ⭐ 50 Β· 🐣) - A Model Context Protocol (MCP) server implementation that connects Large Language Models (LLMs) to GIS operations.. MIT

- [GitHub](https://github.com/mahdin75/gis-mcp) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 31.08.2025)

jjsantos01/qgis_mcp (πŸ₯‰7 Β· ⭐ 620 Β· 🐣) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer.. ❗Unlicensed

- [GitHub](https://github.com/jjsantos01/qgis_mcp) (πŸ”€ 83 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 13.03.2025)

jagan-shanmugam/open-streetmap-mcp (πŸ₯‰6 Β· ⭐ 100 Β· 🐣) - An OpenStreetMap MCP server with location-based services and geospatial data. MIT

- [GitHub](https://github.com/jagan-shanmugam/open-streetmap-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 26 Β· ⏱️ 30.06.2025)


## Knowledge & Memory

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_MCP servers for knowledge graphs and memory management_

upstash/context7 (πŸ₯‡25 Β· ⭐ 28K Β· 🐣) - Up-to-date code documentation for LLMs and AI code editors. MIT

- [GitHub](https://github.com/upstash/context7) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 1.4K Β· πŸ“‹ 490 - 17% open Β· ⏱️ 27.08.2025)

apecloud/ApeRAG (πŸ₯‡18 Β· ⭐ 86) - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your.. Apache-2

- [GitHub](https://github.com/apecloud/ApeRAG) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 12 Β· πŸ“‹ 360 - 9% open Β· ⏱️ 30.08.2025)

graphlit/graphlit-mcp-server (πŸ₯ˆ14 Β· ⭐ 350 Β· 🐣) - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then.. MIT

- [GitHub](https://github.com/graphlit/graphlit-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“¦ 3 Β· ⏱️ 31.08.2025)

lostintangent/gistpad-mcp (πŸ₯ˆ11 Β· ⭐ 160 Β· 🐣) - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a.. MIT

- [GitHub](https://github.com/lostintangent/gistpad-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 22 Β· πŸ“‹ 20 - 5% open Β· ⏱️ 07.07.2025)

CheMiguel23/MemoryMesh (πŸ₯ˆ10 Β· ⭐ 300 Β· πŸ’€) - Enhanced graph-based memory with a focus on AI role-play and story generation. MIT

- [GitHub](https://github.com/CheMiguel23/MemoryMesh) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 38 Β· πŸ“‹ 6 - 50% open Β· ⏱️ 29.01.2025)

ragieai/ragie-mcp-server (πŸ₯ˆ10 Β· ⭐ 71) - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and.. MIT

- [GitHub](https://github.com/ragieai/ragie-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 15 Β· ⏱️ 20.05.2025)

hannesrudolph/mcp-ragdocs (πŸ₯‰9 Β· ⭐ 220) - An MCP server implementation that provides tools for retrieving and processing documentation through vector search,.. MIT

- [GitHub](https://github.com/hannesrudolph/mcp-ragdocs) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 26 Β· πŸ“¦ 1 Β· ⏱️ 18.07.2025)

entanglr/zettelkasten-mcp (πŸ₯‰9 Β· ⭐ 86 Β· 🐣) - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you.. MIT

- [GitHub](https://github.com/entanglr/zettelkasten-mcp) (πŸ”€ 12 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 25.04.2025)

kaliaboi/mcp-zotero (πŸ₯‰8 Β· ⭐ 130 Β· πŸ’€) - A connector for LLMs to work with collections and sources on your Zotero Cloud. MIT

- [GitHub](https://github.com/kaliaboi/mcp-zotero) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 15 Β· πŸ“¦ 1 Β· ⏱️ 04.02.2025)

chatmcp/mcp-server-chatsum (πŸ₯‰7 Β· ⭐ 1K Β· πŸ’€) - Query and summarize your chat messages with AI prompts. ❗Unlicensed

- [GitHub](https://github.com/chatmcp/mcp-server-chatsum) (πŸ”€ 98 Β· ⏱️ 04.12.2024)

mem0ai/mem0-mcp (πŸ₯‰7 Β· ⭐ 440) - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for.. ❗Unlicensed

- [GitHub](https://github.com/mem0ai/mem0-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 86 Β· ⏱️ 12.05.2025)

jinzcdev/markmap-mcp-server (πŸ₯‰7 Β· ⭐ 100 Β· 🐣) - An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports.. MIT

- [GitHub](https://github.com/jinzcdev/markmap-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 14 Β· πŸ“¦ 1 Β· ⏱️ 12.06.2025)

0xshellming/mcp-summarizer (πŸ₯‰5 Β· ⭐ 120 Β· πŸ’€) - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books,.. ❗Unlicensed

- [GitHub](https://github.com/0xshellming/mcp-summarizer) (πŸ”€ 16 Β· ⏱️ 28.02.2025)


## Marketing

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_MCP servers for marketing_

pipeboard-co/meta-ads-mcp (πŸ₯‡14 Β· ⭐ 240 Β· 🐣) - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize.. ❗Unlicensed

- [GitHub](https://github.com/pipeboard-co/meta-ads-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 65 Β· πŸ“‹ 15 - 20% open Β· ⏱️ 28.08.2025)

open-strategy-partners/osp_marketing_tools (πŸ₯‰10 Β· ⭐ 220) - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing.. CC-BY-SA-4.0

- [GitHub](https://github.com/open-strategy-partners/osp_marketing_tools) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 35 Β· ⏱️ 23.04.2025)

gomarble-ai/facebook-ads-mcp-server (πŸ₯‰8 Β· ⭐ 130 Β· 🐣) - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and.. MIT

- [GitHub](https://github.com/gomarble-ai/facebook-ads-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 29 Β· ⏱️ 21.08.2025)


## Monitoring

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_MCP servers for monitoring_

grafana/mcp-grafana (πŸ₯‡24 Β· ⭐ 1.5K) - Search dashboards, investigate incidents and query datasources in your Grafana instance. Apache-2

- [GitHub](https://github.com/grafana/mcp-grafana) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 130 Β· πŸ“₯ 16K Β· πŸ“¦ 1 Β· πŸ“‹ 98 - 31% open Β· ⏱️ 28.08.2025)

getsentry/sentry-mcp (πŸ₯ˆ19 Β· ⭐ 330 Β· 🐣) - Sentry.io integration for error tracking and performance monitoring. ❗Unlicensed

- [GitHub](https://github.com/getsentry/sentry-mcp) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 36 Β· πŸ“₯ 34 Β· πŸ“‹ 120 - 31% open Β· ⏱️ 29.08.2025)

VictoriaMetrics-Community/mcp-victoriametrics (πŸ₯ˆ14 Β· ⭐ 68 Β· 🐣) - Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring,.. Apache-2

- [GitHub](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 7 Β· πŸ“₯ 290 Β· πŸ“‹ 6 - 33% open Β· ⏱️ 19.08.2025)

pydantic/logfire-mcp (πŸ₯‰13 Β· ⭐ 100 Β· 🐣) - Provides access to OpenTelemetry traces and metrics through Logfire. MIT

- [GitHub](https://github.com/pydantic/logfire-mcp) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“‹ 11 - 36% open Β· ⏱️ 08.08.2025)

seekrays/mcp-monitor (πŸ₯‰11 Β· ⭐ 64 Β· 🐣) - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to.. Apache-2

- [GitHub](https://github.com/seekrays/mcp-monitor) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 14 Β· πŸ“₯ 73 Β· ⏱️ 02.08.2025)

hyperb1iss/lucidity-mcp (πŸ₯‰6 Β· ⭐ 62 Β· 🐣) - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from.. Apache-2

- [GitHub](https://github.com/hyperb1iss/lucidity-mcp) (πŸ”€ 19 Β· ⏱️ 19.03.2025)

mpeirone/zabbix-mcp-server (πŸ₯‰6 Β· ⭐ 55 Β· 🐣) - Zabbix integration for hosts, items, triggers, templates, problems, data and more. ❗️GPL-3.0

- [GitHub](https://github.com/mpeirone/zabbix-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 18 Β· πŸ“‹ 4 - 75% open Β· ⏱️ 21.08.2025)


## Multimedia Process

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_MCP servers for multimedia process_

sunriseapps/imagesorcery-mcp (πŸ₯‡10 Β· ⭐ 160 Β· 🐣) - ComputerVision-based sorcery of image recognition and editing tools for AI assistants. MIT

- [GitHub](https://github.com/sunriseapps/imagesorcery-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 15 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 24.08.2025)

video-creator/ffmpeg-mcp (πŸ₯‰5 Β· ⭐ 74 Β· 🐣) - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local.. MIT

- [GitHub](https://github.com/video-creator/ffmpeg-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 12 Β· ⏱️ 13.05.2025)


## Search & Data Extraction

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_MCP servers for search and data extraction_

exa-labs/exa-mcp-server (πŸ₯‡15 Β· ⭐ 2.2K) - A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This.. MIT

- [GitHub](https://github.com/exa-labs/exa-mcp-server) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 180 Β· πŸ“¦ 4 Β· πŸ“‹ 23 - 69% open Β· ⏱️ 27.08.2025)

brightdata/brightdata-mcp (πŸ₯‡15 Β· ⭐ 1.2K Β· 🐣) - Discover, extract, and interact with the web - one interface powering automated access across the public internet. MIT

- [GitHub](https://github.com/brightdata/brightdata-mcp) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 160 Β· πŸ“‹ 21 - 14% open Β· ⏱️ 19.08.2025)

ihor-sokoliuk/mcp-searxng (πŸ₯‡15 Β· ⭐ 190) - A Model Context Protocol Server for SearXNG. MIT

- [GitHub](https://github.com/ihor-sokoliuk/mcp-searxng) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 34 Β· πŸ“¦ 3 Β· πŸ“‹ 10 - 20% open Β· ⏱️ 24.08.2025)

blazickjp/arxiv-mcp-server (πŸ₯‡14 Β· ⭐ 1.6K) - Search ArXiv research papers. Apache-2

- [GitHub](https://github.com/blazickjp/arxiv-mcp-server) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 110 Β· πŸ“¦ 12 Β· πŸ“‹ 26 - 76% open Β· ⏱️ 19.08.2025)

Aas-ee/open-webSearch (πŸ₯‡14 Β· ⭐ 290 Β· 🐣) - Web search using free multi-engine search (NO API KEYS REQUIRED) Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. Apache-2

- [GitHub](https://github.com/Aas-ee/open-webSearch) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 47 Β· ⏱️ 31.08.2025)

apify/mcp-server-rag-web-browser (πŸ₯‡14 Β· ⭐ 180) - An MCP server for Apifys open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in.. Apache-2

- [GitHub](https://github.com/apify/mcp-server-rag-web-browser) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 21 Β· ⏱️ 21.08.2025)

mzxrai/mcp-webresearch (πŸ₯ˆ12 Β· ⭐ 280 Β· πŸ’€) - Search Google and do deep web research on any topic. MIT

- [GitHub](https://github.com/mzxrai/mcp-webresearch) (πŸ”€ 53 Β· πŸ“¦ 5 Β· ⏱️ 18.12.2024)

tinyfish-io/agentql-mcp (πŸ₯ˆ12 Β· ⭐ 110) - MCP server that provides AgentQLs data extraction capabilities. MIT

- [GitHub](https://github.com/tinyfish-io/agentql-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 25 Β· πŸ“¦ 3 Β· ⏱️ 27.08.2025)

nickclyde/duckduckgo-mcp-server (πŸ₯ˆ11 Β· ⭐ 420) - Web search using DuckDuckGo. MIT

- [GitHub](https://github.com/nickclyde/duckduckgo-mcp-server) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 85 Β· πŸ“¦ 10 Β· ⏱️ 11.03.2025)

fatwang2/search1api-mcp (πŸ₯ˆ11 Β· ⭐ 150) - Search via search1api (requires paid API key). MIT

- [GitHub](https://github.com/fatwang2/search1api-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 33 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 06.04.2025)

mikechao/brave-search-mcp (πŸ₯ˆ11 Β· ⭐ 75 Β· 🐣) - Web, Image, News, Video, and Local Point of Interest search capabilities using Braves Search API. ❗️GPL-3.0

- [GitHub](https://github.com/mikechao/brave-search-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 16 Β· πŸ“₯ 70 Β· πŸ“¦ 1 Β· ⏱️ 29.07.2025)

lfnovo/content-core (πŸ₯ˆ11 Β· ⭐ 53 Β· 🐣) - Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web.. MIT

- [GitHub](https://github.com/lfnovo/content-core) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 11 Β· πŸ“¦ 9 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 27.08.2025)

jae-jae/fetcher-mcp (πŸ₯ˆ10 Β· ⭐ 840 Β· 🐣) - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and.. MIT

- [GitHub](https://github.com/jae-jae/fetcher-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 63 Β· πŸ“‹ 10 - 10% open Β· ⏱️ 26.06.2025)

andybrandt/mcp-simple-arxiv (πŸ₯ˆ10 Β· ⭐ 140) - MCP for LLM to search and read papers from arXiv. MIT

- [GitHub](https://github.com/andybrandt/mcp-simple-arxiv) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 17 Β· πŸ“¦ 26 Β· ⏱️ 16.07.2025)

kagisearch/kagimcp (πŸ₯‰9 Β· ⭐ 170) - Official Kagi Search MCP Server. MIT

- [GitHub](https://github.com/kagisearch/kagimcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 18 Β· ⏱️ 28.07.2025)

vectorize-io/vectorize-mcp-server (πŸ₯‰9 Β· ⭐ 89 Β· 🐣) - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text.. MIT

- [GitHub](https://github.com/vectorize-io/vectorize-mcp-server) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 17 Β· ⏱️ 12.06.2025)

just-every/mcp-screenshot-website-fast (πŸ₯‰9 Β· ⭐ 76 Β· 🐣) - Fast screenshot capture tool optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks for.. MIT

- [GitHub](https://github.com/just-every/mcp-screenshot-website-fast) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 7 Β· ⏱️ 21.07.2025)

just-every/mcp-read-website-fast (πŸ₯‰9 Β· ⭐ 75 Β· 🐣) - Fast, token-efficient web content extraction for AI agents - converts websites to clean Markdown while preserving.. MIT

- [GitHub](https://github.com/just-every/mcp-read-website-fast) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 9 Β· ⏱️ 29.08.2025)

nkapila6/mcp-local-rag (πŸ₯‰9 Β· ⭐ 73 Β· 🐣) - primitive RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. MIT

- [GitHub](https://github.com/nkapila6/mcp-local-rag) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 13 Β· ⏱️ 12.08.2025)

hellokaton/unsplash-mcp-server (πŸ₯‰8 Β· ⭐ 160 Β· 🐣) - A MCP server for Unsplash image search. MIT

- [GitHub](https://github.com/hellokaton/unsplash-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 17 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 07.07.2025)

andybrandt/mcp-simple-pubmed (πŸ₯‰8 Β· ⭐ 130) - MCP to search and read medical / life sciences papers from PubMed. MIT

- [GitHub](https://github.com/andybrandt/mcp-simple-pubmed) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 22 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 18.08.2025)

ChanMeng666/server-google-news (πŸ₯‰8 Β· ⭐ 80) - Google News integration with automatic topic categorization, multi-language support, and comprehensive search.. MIT

- [GitHub](https://github.com/ChanMeng666/server-google-news) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 18 Β· πŸ“‹ 3 - 66% open Β· ⏱️ 20.08.2025)

takashiishida/arxiv-latex-mcp (πŸ₯‰8 Β· ⭐ 54 Β· 🐣) - Get the LaTeX source of arXiv papers to handle mathematical content and equations. MIT

- [GitHub](https://github.com/takashiishida/arxiv-latex-mcp) (πŸ”€ 4 Β· πŸ“₯ 51 Β· ⏱️ 15.08.2025)

jae-jae/g-search-mcp (πŸ₯‰7 Β· ⭐ 200 Β· 🐣) - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously. MIT

- [GitHub](https://github.com/jae-jae/g-search-mcp) (πŸ”€ 17 Β· πŸ“‹ 5 - 40% open Β· ⏱️ 14.06.2025)

erithwik/mcp-hn (πŸ₯‰7 Β· ⭐ 53) - An MCP server to search Hacker News, get top stories, and more. MIT

- [GitHub](https://github.com/erithwik/mcp-hn) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 12 Β· πŸ“¦ 1 Β· ⏱️ 14.07.2025)

reading-plus-ai/mcp-server-deep-research (πŸ₯‰6 Β· ⭐ 170 Β· 🐣) - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise.. MIT

- [GitHub](https://github.com/reading-plus-ai/mcp-server-deep-research) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 16 Β· ⏱️ 25.03.2025)

SecretiveShell/MCP-searxng (πŸ₯‰6 Β· ⭐ 96 Β· πŸ’€) - An MCP Server to connect to searXNG instances. MIT

- [GitHub](https://github.com/SecretiveShell/MCP-searxng) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 14 Β· ⏱️ 21.02.2025)

leehanchung/bing-search-mcp (πŸ₯‰6 Β· ⭐ 55 Β· 🐣) - Web search capabilities using Microsoft Bing Search API. MIT

- [GitHub](https://github.com/leehanchung/bing-search-mcp) (πŸ”€ 5 Β· ⏱️ 04.04.2025)

ConechoAI/openai-websearch-mcp (πŸ₯‰5 Β· ⭐ 62 Β· 🐣) - This is a Python-based MCP server that provides OpenAI web_search build-in tool. MIT

- [GitHub](https://github.com/ConechoAI/openai-websearch-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 13 Β· ⏱️ 13.03.2025)

zhsama/duckduckgo-mcp-server (πŸ₯‰5 Β· ⭐ 58 Β· 🐣) - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality. MIT

- [GitHub](https://github.com/zhsama/duckduckgo-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 4 Β· ⏱️ 04.04.2025)

deadletterq/mcp-opennutrition (πŸ₯‰4 Β· ⭐ 100 Β· 🐣) - Local MCP server for searching 300,000+ foods, nutrition facts, and barcodes from the OpenNutrition database. ❗️GPL-3.0

- [GitHub](https://github.com/deadletterq/mcp-opennutrition) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 8 Β· ⏱️ 11.06.2025)


## Security

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_MCP servers for security analysis and vulnerability scanning_

mrexodia/ida-pro-mcp (πŸ₯‡21 Β· ⭐ 3.4K Β· 🐣) - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement.. MIT

- [GitHub](https://github.com/mrexodia/ida-pro-mcp) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 330 Β· πŸ“‹ 83 - 36% open Β· ⏱️ 24.08.2025)

LaurieWired/GhidraMCP (πŸ₯‡19 Β· ⭐ 5.8K Β· 🐣) - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides.. Apache-2

- [GitHub](https://github.com/LaurieWired/GhidraMCP) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 410 Β· πŸ“₯ 12K Β· πŸ“‹ 54 - 48% open Β· ⏱️ 23.06.2025)

mariocandela/beelzebub (πŸ₯ˆ17 Β· ⭐ 1.4K) - Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt.. ❗️GPL-3.0

- [GitHub](https://github.com/mariocandela/beelzebub) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 120 Β· πŸ“‹ 24 - 4% open Β· ⏱️ 28.08.2025)

zinja-coder/jadx-ai-mcp (πŸ₯ˆ17 Β· ⭐ 470 Β· 🐣) - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol.. Apache-2

- [GitHub](https://github.com/zinja-coder/jadx-ai-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 52 Β· πŸ“₯ 7.1K Β· πŸ“‹ 17 - 17% open Β· ⏱️ 31.08.2025)

semgrep/mcp (πŸ₯ˆ16 Β· ⭐ 510 Β· 🐣) - Allow AI agents to scan code for security vulnerabilites using Semgrep. MIT

- [GitHub](https://github.com/semgrep/mcp) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 48 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 29.08.2025)

gbrigandi/mcp-server-wazuh (πŸ₯ˆ14 Β· ⭐ 100 Β· 🐣) - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for.. MIT

- [GitHub](https://github.com/gbrigandi/mcp-server-wazuh) (πŸ”€ 29 Β· πŸ“₯ 490 Β· πŸ“‹ 9 - 33% open Β· ⏱️ 10.07.2025)

jtang613/GhidrAssistMCP (πŸ₯‰13 Β· ⭐ 300 Β· 🐣) - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no.. MIT

- [GitHub](https://github.com/jtang613/GhidrAssistMCP) (πŸ”€ 14 Β· πŸ“₯ 300 Β· ⏱️ 09.08.2025)

zinja-coder/apktool-mcp-server (πŸ₯‰12 Β· ⭐ 200 Β· 🐣) - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs. Apache-2

- [GitHub](https://github.com/zinja-coder/apktool-mcp-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 25 Β· πŸ“₯ 370 Β· ⏱️ 10.06.2025)

fosdickio/binary_ninja_mcp (πŸ₯‰10 Β· ⭐ 82 Β· 🐣) - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client... ❗️GPL-3.0

- [GitHub](https://github.com/fosdickio/binary_ninja_mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 23 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 16.05.2025)

BurtTheCoder/mcp-maigret (πŸ₯‰9 Β· ⭐ 180) - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This.. MIT

- [GitHub](https://github.com/BurtTheCoder/mcp-maigret) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 27 Β· πŸ“¦ 1 Β· ⏱️ 03.03.2025)

securityfortech/secops-mcp (πŸ₯‰8 Β· ⭐ 140 Β· 🐣) - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface... MIT

- [GitHub](https://github.com/securityfortech/secops-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 16 Β· ⏱️ 23.08.2025)

BurtTheCoder/mcp-shodan (πŸ₯‰7 Β· ⭐ 72) - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches,.. MIT

- [GitHub](https://github.com/BurtTheCoder/mcp-shodan) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 10 Β· πŸ“¦ 1 Β· ⏱️ 03.03.2025)

13bm/GhidraMCP (πŸ₯‰7 Β· ⭐ 65 Β· 🐣) - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for.. ❗Unlicensed

- [GitHub](https://github.com/13bm/GhidraMCP) (πŸ”€ 10 Β· πŸ“₯ 210 Β· ⏱️ 26.03.2025)

BurtTheCoder/mcp-virustotal (πŸ₯‰6 Β· ⭐ 81) - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and.. MIT

- [GitHub](https://github.com/BurtTheCoder/mcp-virustotal) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 9 Β· πŸ“¦ 1 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 03.03.2025)


## Sports

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_MCP servers for sports data and analytics_

r-huijts/strava-mcp (πŸ₯‡9 Β· ⭐ 130 Β· 🐣) - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs. MIT

- [GitHub](https://github.com/r-huijts/strava-mcp) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“‹ 6 - 50% open Β· ⏱️ 26.08.2025)


## Support & Service Management

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_MCP servers for support & service management_

sooperset/mcp-atlassian (πŸ₯‡22 Β· ⭐ 3K) - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data.. MIT

- [GitHub](https://github.com/sooperset/mcp-atlassian) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 540 Β· πŸ“¦ 4 Β· πŸ“‹ 260 - 31% open Β· ⏱️ 30.06.2025)

nguyenvanduocit/jira-mcp (πŸ₯‰13 Β· ⭐ 55 Β· 🐣) - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool.. MIT

- [GitHub](https://github.com/nguyenvanduocit/jira-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“₯ 550 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 08.07.2025)


## Text-to-Speech

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_MCP servers for text-to-speech_

mbailey/voicemode (πŸ₯‡15 Β· ⭐ 250 Β· 🐣) - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through.. ❗Unlicensed

- [GitHub](https://github.com/mbailey/voicemode) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 30 Β· πŸ“‹ 23 - 17% open Β· ⏱️ 31.08.2025)

mberg/kokoro-tts-mcp (πŸ₯‰5 Β· ⭐ 54 Β· 🐣) - 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](https://github.com/mberg/kokoro-tts-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 12 Β· ⏱️ 02.07.2025)


## Translation Services

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_MCP servers for translation services_

translated/lara-mcp (πŸ₯‡9 Β· ⭐ 68 Β· 🐣) - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and.. MIT

- [GitHub](https://github.com/translated/lara-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 9 Β· πŸ“¦ 2 Β· ⏱️ 12.08.2025)


## Travel & Transportation

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_MCP servers for travel services and transportation_

openbnb-org/mcp-server-airbnb (πŸ₯‡12 Β· ⭐ 270 Β· 🐣) - Provides tools to search Airbnb and get listing details. MIT

- [GitHub](https://github.com/openbnb-org/mcp-server-airbnb) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 71 Β· πŸ“₯ 140 Β· πŸ“‹ 13 - 30% open Β· ⏱️ 18.07.2025)

cobanov/teslamate-mcp (πŸ₯‰7 Β· ⭐ 96 Β· 🐣) - A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query.. ❗Unlicensed

- [GitHub](https://github.com/cobanov/teslamate-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 11 Β· ⏱️ 18.08.2025)


## Version Control

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_MCP servers for version control_

github/github-mcp-server (πŸ₯‡31 Β· ⭐ 22K Β· 🐣) - Official GitHub server for integration with repository management, PRs, issues, and more. MIT

- [GitHub](https://github.com/github/github-mcp-server) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 2.3K Β· πŸ“₯ 77K Β· πŸ“¦ 4 Β· πŸ“‹ 430 - 35% open Β· ⏱️ 29.08.2025)

Tiberriver256/mcp-server-azure-devops (πŸ₯ˆ16 Β· ⭐ 290) - Azure DevOps integration for repository management, work items, and pipelines. MIT

- [GitHub](https://github.com/Tiberriver256/mcp-server-azure-devops) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 82 Β· πŸ“‹ 62 - 25% open Β· ⏱️ 15.07.2025)

adhikasp/mcp-git-ingest (πŸ₯‰9 Β· ⭐ 270 Β· πŸ’€) - Read and analyze GitHub repositories with your LLM. MIT

- [GitHub](https://github.com/adhikasp/mcp-git-ingest) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 37 Β· ⏱️ 26.01.2025)

kopfrechner/gitlab-mr-mcp (πŸ₯‰9 Β· ⭐ 55 Β· 🐣) - Interact seamlessly with issues and merge requests of your GitLab projects. MIT

- [GitHub](https://github.com/kopfrechner/gitlab-mr-mcp) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 17 Β· πŸ“‹ 8 - 37% open Β· ⏱️ 19.08.2025)


## Workplace & Productivity

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_MCP servers for workplace & productivity_

taylorwilsdon/google_workspace_mcp (πŸ₯‡21 Β· ⭐ 590 Β· 🐣) - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats,.. MIT

- [GitHub](https://github.com/taylorwilsdon/google_workspace_mcp) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 150 Β· πŸ“₯ 770 Β· πŸ“‹ 75 - 17% open Β· ⏱️ 24.08.2025)

MarkusPfundstein/mcp-gsuite (πŸ₯‰11 Β· ⭐ 420) - Integration with gmail and Google Calendar. MIT

- [GitHub](https://github.com/MarkusPfundstein/mcp-gsuite) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 84 Β· πŸ“¦ 3 Β· πŸ“‹ 24 - 66% open Β· ⏱️ 14.04.2025)


## Other Tools and Integrations

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_MCP servers for other tools and integrations_

jlowin/fastmcp (πŸ₯‡34 Β· ⭐ 17K) - A high-level framework for building MCP servers in Python. Apache-2

- [GitHub](https://github.com/jlowin/fastmcp) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 1.1K Β· πŸ“¦ 5.7K Β· πŸ“‹ 710 - 22% open Β· ⏱️ 31.08.2025)

mediar-ai/screenpipe (πŸ₯‡27 Β· ⭐ 16K Β· πŸ“‰) - Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-.. MIT

- [GitHub](https://github.com/mediar-ai/screenpipe) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 1.2K Β· πŸ“₯ 16K Β· πŸ“‹ 990 - 18% open Β· ⏱️ 13.08.2025)

punkpeye/fastmcp (πŸ₯‡26 Β· ⭐ 2.5K) - A high-level framework for building MCP servers in TypeScript. MIT

- [GitHub](https://github.com/punkpeye/fastmcp) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 180 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 21% open Β· ⏱️ 27.08.2025)

Azure/azure-mcp (πŸ₯‡22 Β· ⭐ 1.1K Β· 🐣) - Official Microsoft MCP server for Azure services including Storage, Cosmos DB, and Azure Monitor. MIT

- [GitHub](https://github.com/Azure/azure-mcp) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 330 Β· πŸ“₯ 280 Β· πŸ“¦ 2 Β· πŸ“‹ 400 - 45% open Β· ⏱️ 25.08.2025)

apify/apify-mcp-server (πŸ₯‡19 Β· ⭐ 360) - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search.. MIT

- [GitHub](https://github.com/apify/apify-mcp-server) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“₯ 280 Β· πŸ“¦ 2 Β· πŸ“‹ 82 - 19% open Β· ⏱️ 28.08.2025)

wanaku-ai/wanaku (πŸ₯‡19 Β· ⭐ 81) - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating.. Apache-2

- [GitHub](https://github.com/wanaku-ai/wanaku) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 27 Β· πŸ“₯ 520 Β· πŸ“¦ 5 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 30.08.2025)

chrishayuk/mcp-cli (πŸ₯ˆ16 Β· ⭐ 1.6K) - Yet another CLI tool for testing MCP servers. ❗Unlicensed

- [GitHub](https://github.com/chrishayuk/mcp-cli) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 280 Β· πŸ“‹ 71 - 25% open Β· ⏱️ 29.08.2025)

blurrah/mcp-graphql (πŸ₯ˆ14 Β· ⭐ 260) - Allows the AI to query GraphQL servers. MIT

- [GitHub](https://github.com/blurrah/mcp-graphql) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 41 Β· πŸ“₯ 91 Β· πŸ“¦ 2 Β· πŸ“‹ 15 - 26% open Β· ⏱️ 31.07.2025)

MarkusPfundstein/mcp-obsidian (πŸ₯ˆ13 Β· ⭐ 1.9K) - Interacting with Obsidian via REST API. MIT

- [GitHub](https://github.com/MarkusPfundstein/mcp-obsidian) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 230 Β· πŸ“¦ 1 Β· πŸ“‹ 46 - 78% open Β· ⏱️ 28.06.2025)

suekou/mcp-notion-server (πŸ₯ˆ13 Β· ⭐ 810) - Interacting with Notion API. MIT

- [GitHub](https://github.com/suekou/mcp-notion-server) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 25 - 40% open Β· ⏱️ 14.05.2025)

wong2/mcp-cli (πŸ₯ˆ13 Β· ⭐ 370) - CLI tool for testing MCP servers. ❗️GPL-3.0

- [GitHub](https://github.com/wong2/mcp-cli) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 28 Β· πŸ“¦ 37 Β· πŸ“‹ 11 - 45% open Β· ⏱️ 07.08.2025)

evalstate/mcp-hfspace (πŸ₯ˆ13 Β· ⭐ 350) - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports.. MIT

- [GitHub](https://github.com/evalstate/mcp-hfspace) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 53 Β· πŸ“¦ 2 Β· πŸ“‹ 13 - 53% open Β· ⏱️ 13.06.2025)

ivo-toby/contentful-mcp (πŸ₯ˆ13 Β· ⭐ 61) - Update, create, delete content, content-models and assets in your Contentful Space. MIT

- [GitHub](https://github.com/ivo-toby/contentful-mcp) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 15 Β· πŸ“‹ 16 - 43% open Β· ⏱️ 14.08.2025)

ivnvxd/mcp-server-odoo (πŸ₯ˆ13 Β· ⭐ 56 Β· 🐣) - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. MPL-2.0

- [GitHub](https://github.com/ivnvxd/mcp-server-odoo) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 28 Β· πŸ“‹ 12 - 58% open Β· ⏱️ 04.08.2025)

anaisbetts/mcp-installer (πŸ₯ˆ11 Β· ⭐ 1.4K Β· πŸ’€) - An MCP server that installs other MCP servers for you. MIT

- [GitHub](https://github.com/anaisbetts/mcp-installer) (πŸ”€ 180 Β· πŸ“‹ 13 - 76% open Β· ⏱️ 26.11.2024)

ttommyth/interactive-mcp (πŸ₯ˆ11 Β· ⭐ 290 Β· 🐣) - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop. MIT

- [GitHub](https://github.com/ttommyth/interactive-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 24 Β· πŸ“¦ 1 Β· πŸ“‹ 14 - 35% open Β· ⏱️ 12.06.2025)

pyroprompts/any-chat-completions-mcp (πŸ₯ˆ11 Β· ⭐ 140) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more. MIT

- [GitHub](https://github.com/pyroprompts/any-chat-completions-mcp) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 22 Β· ⏱️ 01.05.2025)

PV-Bhat/vibe-check-mcp-server (πŸ₯ˆ11 Β· ⭐ 130 Β· 🐣) - An MCP server that prevents cascading errors and scope creep by calling a Vibe-check agent to ensure user alignment. MIT

- [GitHub](https://github.com/PV-Bhat/vibe-check-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 29.07.2025)

tacticlaunch/mcp-linear (πŸ₯ˆ11 Β· ⭐ 100 Β· 🐣) - Integrates with Linear project management system. MIT

- [GitHub](https://github.com/tacticlaunch/mcp-linear) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 24.08.2025)

anaisbetts/mcp-youtube (πŸ₯‰10 Β· ⭐ 430) - Fetch YouTube subtitles. MIT

- [GitHub](https://github.com/anaisbetts/mcp-youtube) (πŸ”€ 46 Β· πŸ“‹ 7 - 57% open Β· ⏱️ 20.03.2025)

smithery-ai/mcp-obsidian (πŸ₯‰9 Β· ⭐ 1.1K) - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown.. ❗️AGPL-3.0

- [GitHub](https://github.com/smithery-ai/mcp-obsidian) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 75 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 15.08.2025)

tevonsb/homeassistant-mcp (πŸ₯‰9 Β· ⭐ 400 Β· πŸ’€) - Access Home Assistant data and control devices (lights, switches, thermostats, etc). Apache-2

- [GitHub](https://github.com/tevonsb/homeassistant-mcp) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 34 Β· πŸ“‹ 13 - 92% open Β· ⏱️ 01.02.2025)

zueai/mcp-manager (πŸ₯‰9 Β· ⭐ 260 Β· πŸ’€) - Simple Web UI to install and manage MCP servers for Claude Desktop App. MIT

- [GitHub](https://github.com/zueai/mcp-manager) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 39 Β· ⏱️ 21.12.2024)

mzxrai/mcp-openai (πŸ₯‰9 Β· ⭐ 64 Β· πŸ’€) - Chat with OpenAIs smartest models. MIT

- [GitHub](https://github.com/mzxrai/mcp-openai) (πŸ”€ 19 Β· πŸ“¦ 2 Β· ⏱️ 06.12.2024)

caol64/wenyan-mcp (πŸ₯‰8 Β· ⭐ 530 Β· 🐣) - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. Apache-2

- [GitHub](https://github.com/caol64/wenyan-mcp) (πŸ”€ 66 Β· πŸ“‹ 20 - 95% open Β· ⏱️ 25.06.2025)

danhilse/notion_mcp (πŸ₯‰8 Β· ⭐ 200 Β· πŸ’€) - Integrates with Notions API to manage personal todo lists. MIT

- [GitHub](https://github.com/danhilse/notion_mcp) (πŸ”€ 50 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 18.12.2024)

roychri/mcp-server-asana (πŸ₯‰8 Β· ⭐ 97) - This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as.. MIT

- [GitHub](https://github.com/roychri/mcp-server-asana) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 31 Β· πŸ“‹ 17 - 47% open Β· ⏱️ 21.05.2025)

Seym0n/tiktok-mcp (πŸ₯‰8 Β· ⭐ 93 Β· 🐣) - Interact with TikTok videos. MIT

- [GitHub](https://github.com/Seym0n/tiktok-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 14 Β· ⏱️ 10.06.2025)

evalstate/mcp-miro (πŸ₯‰8 Β· ⭐ 81 Β· πŸ’€) - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. Apache-2

- [GitHub](https://github.com/evalstate/mcp-miro) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 24 Β· πŸ“¦ 1 Β· ⏱️ 23.12.2024)

apinetwork/piapi-mcp-server (πŸ₯‰8 Β· ⭐ 57) - PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly.. MIT

- [GitHub](https://github.com/apinetwork/piapi-mcp-server) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 19 Β· ⏱️ 15.08.2025)

NON906/omniparser-autogui-mcp (πŸ₯‰8 Β· ⭐ 54) - Automatic operation of on-screen GUI. MIT

- [GitHub](https://github.com/NON906/omniparser-autogui-mcp) (πŸ”€ 9 Β· ⏱️ 02.03.2025)

marcelmarais/spotify-mcp-server (πŸ₯‰7 Β· ⭐ 120 Β· 🐣) - Control Spotify playback and manage playlists. ❗Unlicensed

- [GitHub](https://github.com/marcelmarais/spotify-mcp-server) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 07.08.2025)

AbdelStark/bitcoin-mcp (πŸ₯‰7 Β· ⭐ 59) - A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys,.. MIT

- [GitHub](https://github.com/AbdelStark/bitcoin-mcp) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 15 Β· ⏱️ 01.08.2025)

SecretiveShell/MCP-wolfram-alpha (πŸ₯‰7 Β· ⭐ 57) - An MCP server for querying wolfram alpha API. MIT

- [GitHub](https://github.com/SecretiveShell/MCP-wolfram-alpha) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 12 Β· πŸ“‹ 3 - 33% open Β· ⏱️ 18.08.2025)

rember/rember-mcp (πŸ₯‰7 Β· ⭐ 53) - Create spaced repetition flashcards in Rember to remember anything you learn in your chats. MIT

- [GitHub](https://github.com/rember/rember-mcp) (πŸ”€ 6 Β· πŸ“¦ 1 Β· ⏱️ 28.03.2025)

integromat/make-mcp-server (πŸ₯‰6 Β· ⭐ 130 Β· 🐣) - Turn your Make scenarios into callable tools for AI assistants. MIT

- [GitHub](https://github.com/integromat/make-mcp-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 31 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 24.08.2025)

nguyenvanduocit/all-in-one-model-context-protocol (πŸ₯‰6 Β· ⭐ 87 Β· πŸ’€) - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge.. ❗Unlicensed

- [GitHub](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 8 Β· πŸ“₯ 160 Β· ⏱️ 24.02.2025)

tanigami/mcp-server-perplexity (πŸ₯‰6 Β· ⭐ 81 Β· πŸ’€) - Interacting with Perplexity API. MIT

- [GitHub](https://github.com/tanigami/mcp-server-perplexity) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 25.12.2024)

pierrebrunelle/mcp-server-openai (πŸ₯‰6 Β· ⭐ 73 Β· πŸ’€) - Query OpenAI models directly from Claude using MCP protocol. MIT

- [GitHub](https://github.com/pierrebrunelle/mcp-server-openai) (πŸ”€ 16 Β· ⏱️ 28.11.2024)

allenporter/mcp-server-home-assistant (πŸ₯‰6 Β· ⭐ 61) - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control. Apache-2

- [GitHub](https://github.com/allenporter/mcp-server-home-assistant) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 6 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 02.03.2025)

githejie/mcp-server-calculator (πŸ₯‰5 Β· ⭐ 120 Β· 🐣) - This server enables LLMs to use calculator for precise numerical calculations. MIT

- [GitHub](https://github.com/githejie/mcp-server-calculator) (πŸ”€ 17 Β· πŸ“‹ 2 - 50% open Β· ⏱️ 10.05.2025)

Rai220/think-mcp (πŸ₯‰5 Β· ⭐ 64 Β· 🐣) - Enhances any agents reasoning capabilities by integrating the think-tools, as described in Anthropics article. MIT

- [GitHub](https://github.com/Rai220/think-mcp) (πŸ”€ 7 Β· ⏱️ 16.04.2025)

johannesbrandenburger/typst-mcp (πŸ₯‰5 Β· ⭐ 61 Β· 🐣) - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst,.. MIT

- [GitHub](https://github.com/johannesbrandenburger/typst-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 5 Β· ⏱️ 05.08.2025)

gotoolkits/mcp-difyworkflow-server (πŸ₯‰5 Β· ⭐ 56 Β· πŸ’€) - Tools to the query and execute of Dify workflows. Apache-2

- [GitHub](https://github.com/gotoolkits/mcp-difyworkflow-server) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 12 Β· πŸ“₯ 22 Β· ⏱️ 26.12.2024)

hiromitsusasaki/raindrop-io-mcp-server (πŸ₯‰5 Β· ⭐ 56) - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP). ❗Unlicensed

- [GitHub](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 10 Β· ⏱️ 04.06.2025)

sirmews/apple-notes-mcp (πŸ₯‰4 Β· ⭐ 120 Β· πŸ’€) - Allows the AI to read from your local Apple Notes database (macOS only). MIT

- [GitHub](https://github.com/sirmews/apple-notes-mcp) (πŸ‘¨β€πŸ’» 2 Β· πŸ”€ 12 Β· πŸ“‹ 5 - 80% open Β· ⏱️ 11.12.2024)

isaacwasserman/mcp-vegalite-server (πŸ₯‰4 Β· ⭐ 86) - Generate visualizations from fetched data using the VegaLite format and renderer. ❗Unlicensed

- [GitHub](https://github.com/isaacwasserman/mcp-vegalite-server) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 17 Β· πŸ“‹ 4 - 25% open Β· ⏱️ 16.05.2025)

mrjoshuak/godoc-mcp (πŸ₯‰4 Β· ⭐ 82) - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types.. MIT

- [GitHub](https://github.com/mrjoshuak/godoc-mcp) (πŸ”€ 10 Β· πŸ“¦ 1 Β· πŸ“‹ 4 - 75% open Β· ⏱️ 25.06.2025)

---

## Related Resources

- [**Awesome MCP Servers**](https://github.com/punkpeye/awesome-mcp-servers): A curated list of awesome Model Context Protocol (MCP) servers.
- [**Awesome MCP Clients**](https://github.com/punkpeye/awesome-mcp-clients): A curated list of awesome Model Context Protocol (MCP) clients.
- [**Best-of lists**](https://best-of.org): Discover other best-of lists with awesome open-source projects on all kinds of topics.

## Contribution

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

- Open an issue by selecting one of the provided categories from the [issue page](https://github.com/tolkonepiu/best-of-mcp-servers/issues/new/choose) and fill in the requested information.
- Modify the [projects.yaml](https://github.com/tolkonepiu/best-of-mcp-servers/blob/main/projects.yaml) with your additions or changes, and submit a pull request. This can also be done directly via the [Github UI](https://github.com/tolkonepiu/best-of-mcp-servers/edit/main/projects.yaml).

If you like to contribute to or share suggestions regarding the project metadata collection or markdown generation, please refer to the [best-of-generator](https://github.com/best-of-lists/best-of-generator) repository. If you like to create your own best-of list, we recommend to follow [this guide](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).

For more information on how to add or update projects, please read the [contribution guidelines](https://github.com/tolkonepiu/best-of-mcp-servers/blob/main/CONTRIBUTING.md). By participating in this project, you agree to abide by its [Code of Conduct](https://github.com/tolkonepiu/best-of-mcp-servers/blob/main/.github/CODE_OF_CONDUCT.md).

## License

[![CC0](https://mirrors.creativecommons.org/presskit/buttons/88x31/svg/by-sa.svg)](https://creativecommons.org/licenses/by-sa/4.0/)