Discover Awesome MCP Servers

Master MCP Orchestrator

Centralized MCP server that intelligently routes user queries to appropriate MCP tools, aggregates responses from multiple servers, and supports both rule-based and AI-powered routing.

Agents Council

The simplest way to bridge and collaborate across AI Agent sessions like Claude Code, Codex, Gemini, or Cursor. It allows your agents to combine their strengths to solve your most difficult tasks without leaving their current context.

Underwriting Decision MCP

Demo MCP for insurance underwriting decision support, reading application forms, health questionnaires, and medical exam results to return justified recommendations using deterministic rules.

Neo4j MCP Server

Enables AI assistants to interact with Neo4j graph databases through natural language, supporting Cypher queries, schema management, data manipulation, and graph algorithms.

Scholar MCP

Enables searching and retrieving academic papers from arXiv and DBLP databases with advanced filtering options. Supports downloading PDFs and provides detailed paper information including titles, authors, abstracts, and publication dates.

mcp-my-apple-remembers

A simple MCP server that recalls and saves memories from and to Apple Notes.

pluggedin-mcp-proxy

Plugged.in MCP 서버는 여러 MCP 서버를 단일 인터페이스로 결합하는 프록시 서버 역할을 합니다. Plugged.in에서 도구, 프롬프트 및 리소스 구성을 가져와 도구, 프롬프트 및 리소스에 대한 요청을 적절한 기본 서버로 전달합니다.

CI-1T Prediction Stability Engine

Prediction stability engine for AI agents. Evaluate model stability, detect ghosts, probe any LLM for instability, monitor fleet drift. 20 tools + 1 resource. Works with Claude, Cursor, VS Code.

Financial Datasets MCP Server

모델 컨텍스트 프로토콜 인터페이스를 통해 AI 어시스턴트에게 재무제표, 주가, 시장 뉴스를 포함한 주식 시장 데이터에 대한 접근 권한을 제공하는 MCP 서버.

Scan QRCode MCP Server

Enables decoding QR codes from images provided as either base64 data URLs or HTTP(S) image URLs. Supports common image formats and returns the decoded text content with clear error handling.

Vanish Email MCP Server

A Model Context Protocol (MCP) server for Vanish Email, allowing AI agents to manage temporary email addresses and read incoming messages.

MCPal

A lightweight MCP server that enables sending native desktop notifications with action buttons and text replies, compatible with any MCP client.

MCP Server Template

A production-ready Python scaffold for building Model Context Protocol (MCP) servers using FastMCP. It provides a structured framework for developers and AI agents to rapidly develop, test, and manage custom tools and workflows.

solidity-auditor-mcp

Audits Ethereum/Solidity smart contracts using the Cysic Minimax model, providing automated vulnerability detection, gas optimization suggestions, and markdown report generation.

clickhouse-mcp

Enables SQL query execution on ClickHouse databases with per-request connection switching via HTTP headers, supporting multi-tenant deployments.

linux-profiler

A comprehensive Linux system performance profiler with MCP remote invocation support, featuring advanced process profiling and flame graph generation.

Create a Custom Server

AI 어시스턴트를 위한 산술 계산 도구와 빠른 수학 연산을 제공하는 맞춤형 MCP 서버.

Knowledge Base MCP

A cross-project knowledge base MCP server supporting three-layer search (text matching, TF-IDF, and semantic vectors) with a Web UI for management.

MCP-Based Weather Information System

Provides current weather information for any location and generates AI-powered responses using Google Gemini through FastMCP.

media-mcp

MCP server for video enhancement and SAM3 image segmentation, enabling tasks like upscaling videos and segmenting objects in images via natural language.

nautobot_mcp

A Model Context Protocol (MCP) server for interacting with Nautobot APIs using semantic search and dynamic API requests.

ideb-mcp

Exposes Brazilian education data (IDEB) by municipality for consultation via Claude. Covers 10 cycles (2005-2023) with observed IDEB, targets, math/Portuguese scores, and flow indicator.

ARC MCP Server

A Node.js server that hosts AI agents and manages integrations with various data sources like Supabase, supporting automated database setup and deployment to Vercel.

Part 1. Real-Time LangGraph Agent with MCP Tool Execution

이 프로젝트는 LangGraph 에이전트를 사용자 정의 MCP(모듈형 명령 프로토콜) 서버에서 제공하는 원격 도구에 연결하는 분리된 실시간 에이전트 아키텍처를 보여줍니다. 이 아키텍처는 각 도구를 독립적으로 호스팅(SSE 또는 STDIO를 통해)할 수 있는 유연하고 확장 가능한 다중 에이전트 시스템을 가능하게 하여 모듈성과 클라우드 배포 가능한 실행 파일을 제공합니다.

android-docs-mcp

An MCP server that gives AI agents direct access to developer.android.com — search docs, look up API references, browse packages, and check release notes.

MCP Hub

An AI-native management hub that enables users to control WordPress, WooCommerce, and various self-hosted services like Gitea and Supabase through AI assistants. It provides a comprehensive suite of nearly 600 tools for managing content, ecommerce stores, repositories, and databases using natural language.

Harness MCP Server

Provides AI agents full access to the Harness.io platform through 10 consolidated tools and 137 resource types, enabling management of CI/CD, GitOps, Feature Flags, cost data, and more.

CRREM MCP Server

Provides CRREM v2.05 carbon pathway data for real estate decarbonization analysis, including carbon/energy targets, emission factors, climate zones, and stranding risk calculations.

Zoom API MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with the Zoom API through natural language commands, auto-generated using AG2's MCP builder.

Neo4j Knowledge Graph Memory Server

AI 어시스턴트를 위한 향상된 지식 그래프 메모리 서버로, Neo4j를 백엔드 스토리지 엔진으로 사용하여 강력한 그래프 쿼리를 가능하게 하고, 완전한 MCP 프로토콜 호환성을 통해 사용자 상호 작용 정보를 효율적으로 저장합니다.