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

Cursor, Windsurf, Claude와 같은 애플리케이션에 llms.txt 문서 파일에 대한 접근 권한을 제공하여 사용자가 컨텍스트 검색을 제어하고 감사할 수 있도록 하는 오픈 소스 MCP 서버입니다.

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

AI 어시스턴트가 AWS SDK를 사용하여 표준화된 인터페이스를 통해 Amazon CloudWatch Logs와 상호 작용할 수 있도록 하는 모델 컨텍스트 프로토콜(MCP) 서버.

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 서버에서 Jira 연동 처리 중

mcp-server-example

이해를 돕기 위한 MCP 서버 예시입니다.

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.

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.

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

Didlogic API를 위한 모델 컨텍스트 프로토콜(MCP) 서버 구현체입니다. 이 서버는 대규모 언어 모델(LLM)이 표준화된 인터페이스를 통해 Didlogic 서비스와 상호 작용할 수 있도록 합니다.

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.

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

🤖 Axone의 MCP 서버 – AI 기반 도구를 위한 데이터버스 게이트웨이

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-git-coord

Reduces token waste by caching code understanding in .mi context files and prevents agent conflicts by coordinating intent and file access across sessions.