Discover Awesome MCP Servers

rviz-mcp

MCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos.

MCP LLMS-TXT Documentation Server

Server MCP sumber terbuka yang menyediakan aplikasi seperti Cursor, Windsurf, dan Claude dengan akses ke berkas dokumentasi llms.txt, memungkinkan pengguna untuk mengontrol dan mengaudit pengambilan konteks.

tarot-mcp-server

Provides tarot card meanings, spreads (three-card, yes/no), and random draws for any MCP-compatible client.

Email Validator AI MCP

Email Validator AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

resQ MCP Server

A Model Context Protocol server for the resQ emergency response system that integrates with digital twin simulations and coordination engines. It allows users to trigger simulations, generate deployment strategies, and monitor real-time drone status for incident response analysis.

Amazon CloudWatch Logs MCP Server

Server Protokol Konteks Model (MCP) yang memungkinkan asisten AI untuk berinteraksi dengan Amazon CloudWatch Logs melalui antarmuka standar menggunakan AWS SDK.

Ed Discussions MCP Server

Enables AI assistants to interact with Ed Discussions (EdStem) course discussions, manage threads, comments, and facilitate Q&A, with tools for analytics and read status control.

dokploy-mcp-server

A comprehensive MCP server for Dokploy that provides 14 action-based tools covering the full DevOps lifecycle with minimal token usage. It enables AI assistants to manage projects, applications, databases, domains, servers, and more through a unified interface.

playwright-report-mcp

An MCP server for running Playwright tests and reading structured results, failed test details, and attachment content, designed for AI agents doing test failure analysis.

MCP Atlassian

MCP Server menangani integrasi Jira.

mcp-server-example

Tentu, berikut adalah contoh server MCP (Modded Client Protocol) untuk membantu Anda memahaminya lebih baik: **English:** Let's say you have a Minecraft server with custom mods. Players need to have the exact same mods installed on their client to connect and play. An MCP server helps manage this. It might work like this: 1. **Client Connection:** When a player tries to connect, the server checks if they have the required mods. 2. **Mod List Comparison:** The server compares the player's mod list with the server's required mod list. 3. **Missing Mods:** If the player is missing mods, the server can: * Display a message telling the player which mods are missing. * Provide a link or instructions on how to download the missing mods. * (More advanced) Automatically download and install the missing mods for the player (requires client-side mod). 4. **Successful Connection:** If the player has all the required mods, they are allowed to connect and play. **Indonesian:** Katakanlah Anda memiliki server Minecraft dengan mod khusus. Pemain harus memiliki mod yang sama persis terpasang di klien mereka untuk terhubung dan bermain. Server MCP membantu mengelola hal ini. Mungkin cara kerjanya seperti ini: 1. **Koneksi Klien:** Ketika seorang pemain mencoba terhubung, server memeriksa apakah mereka memiliki mod yang diperlukan. 2. **Perbandingan Daftar Mod:** Server membandingkan daftar mod pemain dengan daftar mod yang diperlukan server. 3. **Mod yang Hilang:** Jika pemain kekurangan mod, server dapat: * Menampilkan pesan yang memberi tahu pemain mod mana yang hilang. * Memberikan tautan atau instruksi tentang cara mengunduh mod yang hilang. * (Lebih canggih) Secara otomatis mengunduh dan memasang mod yang hilang untuk pemain (memerlukan mod sisi klien). 4. **Koneksi Berhasil:** Jika pemain memiliki semua mod yang diperlukan, mereka diizinkan untuk terhubung dan bermain. **Explanation:** The Indonesian translation explains the same concept as the English version. It highlights the key aspects of an MCP server: * **Ensuring Mod Compatibility:** The primary goal is to make sure players have the correct mods. * **Mod List Verification:** The server checks the player's mods against its own. * **Handling Missing Mods:** The server provides feedback and potentially helps players acquire the necessary mods. * **Seamless Gameplay:** Once the mods are correct, players can connect and play without issues. This example provides a basic understanding of how an MCP server functions. Real-world implementations can be more complex, involving different methods for mod verification and distribution.

WCAG Color Contrast MCP Server

Enables accurate WCAG color contrast checking and accessibility analysis by calculating actual contrast ratios between color pairs, checking compliance levels, and analyzing luminance values for web accessibility.

Google MCP Server

Enables to interact with Google Mail, Docs, Sheets, and Tasks through natural language.

didlogic_mcp

Implementasi server Model Context Protocol (MCP) untuk Didlogic API. Server ini memungkinkan Large Language Models (LLM) untuk berinteraksi dengan layanan Didlogic melalui antarmuka yang terstandardisasi.

Poly Pizza MCP

Enables searching, retrieving, and browsing thousands of free 3D models from Poly Pizza through natural language commands.

Backendless Console SDK MCP Server

Enables AI assistants to manage Backendless applications, including databases, users, files, and API services, through natural language commands, with support for OAuth2 authentication and hosted endpoints.

ibge-data-mcp

Enables LLMs to access Brazilian IBGE statistical data (population, economy, agriculture) via natural language, with tools for querying aggregated data and metadata.

Prompt Learning MCP Server

Provides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.

Marketic

An MCP server providing 32 marketing intelligence tools for competitive analysis, content generation, campaign management, and analytics, enabling MCP-compatible agents to execute marketing operations natively.

tdrest

Enables making REST API calls to Teradata cloud services including Elastic Compute, Vector Store, OMS, and QueryGrid. Supports custom authentication, Socks5 proxy, and multipart file uploads.

research-assistant

Enables AI-powered research by breaking a topic into subtopics, gathering information via agents, and compiling a report. Integrates with LangGraph and RAG for orchestration and contextual retrieval.

StillOS

MCP server providing calibrated prediction signals for Kalshi CPI/GDP markets and tamper-evident claim notarization with Ed25519 receipts.

Enola

Enola. is a local Model Context Protocol (MCP) server. A deterministic map of your codebase for AI coding agents — the real architecture, extracted from your source, not guessed.

Korea Housing MCP

This MCP server integrates South Korea's national law information, building registers from MOLIT, and KOSIS statistics for housing development research. It enables searching laws, retrieving building details, and accessing statistical data through natural language.

DeTLeng BigQuery MCP Server

Enables AI assistants to query trusted BigQuery analytics using curated Business Intelligence tools, providing secure, accurate business metrics and KPIs through natural language.

axone-mcp

🤖 Server MCP Axone – gerbang menuju dataverse untuk alat yang diberdayakan AI

Shrike Security MCP Server

Protects AI agents from threats like prompt injection, jailbreaks, and SQL injection through a multi-layer scanning pipeline. It also enables PII redaction and rehydration to ensure data privacy during LLM interactions.

mcp-memory-server

A knowledge-graph-based persistent memory server for the Model Context Protocol, storing entities, observations, and relations in SQLite with semantic vector search and temporal versioning.

fiverr-mcp

Enables AI assistants to manage Fiverr seller accounts directly from the browser session. Supports gig management, order tracking, messaging, analytics, and profile updates without API keys.