awesome-mcp-servers

Ochiq manbalardan

awesome-mcp-servers — sun’iy intellekt modellarini fayllar, ma’lumotlar bazalari va API’larga ulaydigan MCP (Model Context Protocol) serverlarining ochiq kurator ro‘yxati.

MCP serverKategoriya: MCP serverlar · KataloglarOpen sourcemaʼlumot tekshirilgan: 15-okt, 2026

Sharh

Muayyan vosita yoki ma’lumot manbai uchun ishlaydigan MCP serverni topish odatda sifati noma’lum bo‘lgan turli repozitoriylarni qidirishni anglatadi. MIT litsenziyasi ostidagi awesome-mcp-servers ishlab chiqarishga tayyor va eksperimental MCP server amalga oshirishlarini bitta joyda to‘plab, ma’lumotlar bazalari, brauzer avtomatlashtirish, dasturchi vositalari, aloqa va bulutli platformalar kabi kategoriyalar bo‘yicha tartiblaydi. Har bir yozuv dasturlash tili, bulutli yoki mahalliy xizmat sifatida ishlashi va qo‘llab-quvvatlanadigan operatsion tizimlari bilan belgilangan, shuning uchun server o‘z stekingizga mos kelishini tez baholash mumkin. Ro‘yxat veb-katalog, mijozlar ro‘yxati, o‘quv materiallari va hamjamiyat kanallariga havolalarni ham o‘z ichiga oladi. To‘plam AI yordamchilari va agentlarini yaratayotgan dasturchilar va jamoalar uchun mo‘ljallangan, ular modellarga mahalliy va masofaviy resurslarga xavfsiz kirishni ta’minlashi kerak. U GitHub’da ko‘rish yoki o‘z serverlaringizni o‘rnatishda malumotnoma sifatida foydalanish mumkin bo‘lgan Markdown hujjati sifatida yuritiladi.
  • ai
  • mcp

Oʻrnatish

Buyruqlar faqat koʻrsatiladi, marketpleys ularni bajarmaydi. Rasmiy hujjatlar bilan solishtiring.

Moslik

«Nomaʼlum» dalil topilmaganini bildiradi, mahsulot mos emasligini emas.
PlatformaHolatArxitekturaDalilIshonchlilik
Claude (web & desktop)Nomaʼlum———
Claude CodeNomaʼlum———
CursorNomaʼlum———
VS CodeNomaʼlum———
WindsurfNomaʼlum———
ChatGPTNomaʼlum———

Relizlar

tekshirilgan: 29-okt, 2026
Manbada relizlar topilmadi.

Sifat profili

algoritm quality-v1.0 · baholangan 15-okt, 2026
Sifat bahosi84
Xavf bahosi0
Ishonchlilik 1.00
Sifat bahosi va xavf bahosi — turli koʻrsatkichlar. Yuqori sifat xavfsizlikni kafolatlamaydi.

Baho tarkibi

Qoʻllab-quvvatlash · 2020
last activity 1 days ago
Hujjatlar · 1515
README 200000 chars, description present
Foydalanishga tayyorlik · 159
install instructions: yes; releases: no
Metamaʼlumotlar · 1010
4/4 of description, homepage, license, topics
Relizlar · 102
0 release(s)
Kategoriya aniqligi · 1010
classifier confidence 1
Ommaboplik · 1010
96402 stars (log-dampened, 10k = max)
Litsenziya aniqligi · 55
SPDX MIT
Hamjamiyat · 53
issues disabled/unknown, 17717 forks

Litsenziya

MIT
Litsenziya maʼlumrepozitoriy xostingi maʼlumotlariga koʻra

Bu katalog siyosati holati, yuridik xulosa emas.

Manbalar

github.com/punkpeye/awesome-mcp-serversAsosiy★ 96 402 yulduzfaollik: 15-okt, 2026Asosiy repozitoriy · Ishonchlilik 1.00

Sharhlar

Sharh yozish uchun kiring

Hali sharhlar yoʻq.

Muqobillar

worldmonitorOʻxshash
Global vaqt rejimidagi tahliliy boshqaruv paneli. Sun'iy intellekt yordamida yangiliklarni yigʻish, geosiyosiy monitoring va infratuzilmani kuzatish — yagona vaziyatni anglash interfeysidaAGPL-3.0 · MCP serverlar
ScraplingOʻxshash
🕷️ Bitta so‘rovdan tortib to‘liq miqyosli crawlgacha bo‘lgan hamma narsani boshqaradigan moslashuvchan Web Scraping freymvorki! Uyalmang, bu yerga qo‘shiling: https://discord.gg/EMgGbDceNQ va kundalik maslahat hamda hiyla-nayranglar uchun bu yerga obuna bo‘ling: https://x.com/Scrapling_devBSD-3-Clause · MCP serverlar
gpt-researcherOʻxshash
Istalgan maʼlumotlarni istalgan LLM provayderlari yordamida chuqur tadqiq qiladigan avtonom agentApache-2.0 · MCP serverlar
apify-mcp-serverOʻxshash
Apify MCP serveri sizning AI agentlaringizga ijtimoiy tarmoqlar, qidiruv tizimlari, xaritalar, elektron tijorat saytlari yoki boshqa istalgan veb-saytdan ma'lumot olish imkonini beradi, buning uchun Apify Store'da mavjud boʻlgan minglab tayyor skreyperlar, kroulerlar va avtomatlashtirish vositalaridan foydalaniladi.MIT · MCP serverlar
repowiseOʻxshash
Sun'iy intellekt va odamlar uchun kod bazasi tahlili: kod sog'lig'i ballari, avtomatik yaratiladigan hujjatlar, git-analitikasi, ishlatilmayotgan kodni aniqlash va MCP orqali arxitektura qarorlari.AGPL-3.0 · MCP serverlar
excel-mcp-serverOʻxshash
Excel uchun MCP serveri: sun'iy intellekt (Claude, Cursor, Codex) diagrammalar, pivot jadvallar, slicerlar va formulalar bilan Excel fayllarini yaratishi va tahrirlashi mumkin. Excel talab qilinmaydi.MIT · MCP serverlar

README

punkpeye/awesome-mcp-servers dan · litsenziya MIT · yuklangan 29-okt, 2026

Awesome MCP Servers

[ไทย] [English] [繁體中文] [简体中文] [日本語] [한국어] [Português Brasileiro] [Discord] [Subreddit subscribers]

[!IMPORTANT] ray.run – from idea to a production-grade MCP server in under a minute! 🦜

Ad

A curated list of awesome Model Context Protocol (MCP) servers.

  • What is MCP?
  • Clients
  • Remote Servers
  • Tutorials
  • Community
  • Legend
  • Server Implementations
  • Frameworks
  • Tips & Tricks

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Remote Servers

This list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See awesome-remote-mcp-servers.

Tutorials

Community

Legend

  • 🎖️ – official implementation

  • programming language

    • 🐍 – Python codebase
    • 📇 – TypeScript (or JavaScript) codebase
    • 🏎️ – Go codebase
    • 🦀 – Rust codebase
    • #️⃣ - C# Codebase
    • ☕ - Java codebase
    • 🌊 – C/C++ codebase
    • 💎 - Ruby codebase
  • scope

    • ☁️ - Cloud Service
    • 🏠 - Local Service
    • 📟 - Embedded Systems
  • operating system

    • 🍎 – For macOS
    • 🪟 – For Windows
    • 🐧 - For Linux

[!NOTE] Confused about Local 🏠 vs Cloud ☁️?

  • Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
  • Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

[!NOTE] We now have a web-based directory that is synced with the repository.

  • 🔗 - Aggregators
  • 🤝 - Agreements & Coordination
  • 🎨 - Art & Culture
  • 📐 - Architecture & Design
  • 📂 - Browser Automation
  • 🧬 - Biology Medicine and Bioinformatics
  • ☁️ - Cloud Platforms
  • 👨‍💻 - Code Execution
  • 🤖 - Coding Agents
  • 🖥️ - Command Line
  • 💬 - Communication
  • 🗣️ - Conversational AI
  • 🔑 - Cryptography
  • 👤 - Customer Data Platforms
  • 🗄️ - Databases
  • 📊 - Data Platforms
  • 🚚 - Delivery
  • 🛠️ - Developer Tools
  • 🧮 - Data Science Tools
  • 📊 - Data Visualization
  • 📟 - Embedded system
  • 🎓 - Education
  • 🛒 - E-Commerce
  • 🌳 - Environment & Nature
  • 📂 - File Systems
  • 💰 - Finance & Fintech
  • 🎮 - Gaming
  • 🏠 - Home Automation
  • 🪪 - Identity
  • 🏭 - Industrial & IoT
  • 🧠 - Knowledge & Memory
  • ⚖️ - Legal
  • 🗺️ - Location Services
  • 🎯 - Marketing
  • 📊 - Monitoring
  • 🎥 - Multimedia Process
  • 🖥️ - OS Automation
  • 🎙️ - Podcasts
  • 📋 - Product Management
  • 🏠 - Real Estate
  • 🔬 - Research
  • 🔎 - Search & Data Extraction
  • 🔒 - Security
  • 🌐 - Social Media
  • 🔮 - Spirituality & Esoterica
  • 🏃 - Sports
  • 🎧 - Support & Service Management
  • 🌎 - Translation Services
  • 🎧 - Text-to-Speech
  • 🎙️ - Speech-to-Text
  • 🚆 - Travel & Transportation
  • 🔄 - Version Control
  • 🏢 - Workplace & Productivity
  • 🛠️ - Other Tools and Integrations

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

🚀 Aerospace & Astrodynamics

🤝 Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

♿ Accessibility

  • kim-dongho/krds-a11y-mcp [kim-dongho/krds-a11y-mcp MCP server] 📇 🏠 🍎 🐧 - Korea's government design system (KRDS) components with KWCAG 2.2 (Korean web accessibility standard) built in: refuses markup when labels or alt text are missing, checks rendered pages with axe plus real keyboard and contrast measurements, and ships Claude Code/Codex hooks that keep agents from finishing while violations remain.
  • kinti/a11y-toolkit [kinti/a11y-toolkit MCP server] 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor.
  • mishan/shotbox [mishan/shotbox MCP server] 🐍 🏠 🐧 - Runs real GUI programs in a sealed X11 or Wayland session where an agent can read the accessible tree, take screenshots and clips with sound, click, type and drive gamepads, then check what it finds: unnamed controls, contrast, Tab order, screen reader announcements and audio dropouts.
  • vince-gonzalez/opticquiz-mcp [vince-gonzalez/opticquiz-mcp MCP server] 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

📐 Architecture & Design

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

Davomi — repozitoriyda ↗