Discover Awesome MCP Servers

Design Inspiration MCP Server

Searches top design platforms like Dribbble and Behance to provide UI inspiration, color palettes, and layout patterns via the Serper API. It allows users to retrieve visual references, articles, and style guides directly within any MCP-compatible client.

methods-mcp

Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.

Harpia Omnichannel MCP

Um servidor MCP omnichannel que integra WhatsApp, LLM, bancos de dados e edge agents, permitindo orquestração de ferramentas e respostas de voz.

Bitcoin MCP

Claude Desktop 및 Cursor와 같은 AI 애플리케이션이 비트코인 네트워크와 상호 작용하고 지갑 운영을 관리할 수 있도록 비트코인 도구를 제공하는 모델 컨텍스트 프로토콜(MCP) 서버입니다.

Markitdown MCP Server

Converts various file formats (PDF, Word, PowerPoint, Excel, images, audio, HTML, CSV, JSON, XML, ZIP, EPubs) to Markdown for use with Large Language Models. Deployed as a pay-per-event Apify Actor with Streamable HTTP transport.

OpenVSP MCP Server

Enables automated geometry editing and aerodynamic analysis using OpenVSP and VSPAero through natural language. Provides tools to modify aircraft geometry parameters and run computational fluid dynamics simulations programmatically.

poof-mcp

An MCP server that enables AI agents to control the macOS Terminal.app using AppleScript and the zmx session manager. It allows agents to send keystrokes, type text, and capture screen output in real-time.

instinct

Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes — auto-promotes high-confidence patterns into behavioral rules. 22 tools, 2 prompts, SQLite-backed, zero config.

Remotion Video Generator

Enables AI assistants to create professional YouTube videos using Remotion with a design-system-first approach. Provides 20+ video components, 7 themes, and animated elements optimized for engagement and retention.

MoneyChoice

The MoneyChoice MCP Server delivers institutional-grade economic forecasts powered by a proprietary quantum-inspired analytical framework that evaluates vast market state possibilities simultaneously rather than relying solely on historical price patterns. Since 2015, MoneyChoice Capital has maintained a documented 80%+ prediction accuracy rate through strict signal validation and full performance

Bruno MCP Server

Integrates Bruno CLI for API testing, enabling users to run API requests and collections, manage environments, generate test reports (JSON/JUnit/HTML), and validate collection structures through natural language commands.

sharplens-mcp

A Model Context Protocol (MCP) server providing 62 AI-optimized tools for .NET/C# semantic code analysis, navigation, refactoring, and code generation using Microsoft Roslyn. Built for AI coding agents - provides compiler-accurate code understanding that AI cannot infer from reading source files alone.

Apollo MCP Server

Enables sales intelligence and outreach automation through Apollo.io's 275M+ contact database. Supports prospecting, contact enrichment, email sequences, workflow automation, and pipeline management.

systerd-lite

An AI-Native OS Core that enables LLMs to autonomously monitor, control, and optimize Linux systems with 200+ system control tools covering process management, security, containers, and self-editing capabilities.

MCP Streamable HTTP Server Template

A dual-runtime template for building Model Context Protocol servers compatible with Node.js and Cloudflare Workers. It features integrated OAuth, encrypted token storage, and multi-tenant session management to simplify the creation of secure tool, resource, and prompt interfaces.

mcp-server-for-powershell

Unofficial Powershell MCP server

MCP Server Deepdive Deployment

An example Model Context Protocol (MCP) server that provides basic mathematical operations such as adding two numbers together. It serves as a demonstration for deploying and configuring MCP servers using Python and the uv package manager.

Cloudflare MCP

Enables interaction with the complete Cloudflare API using a codemode pattern that allows agents to search the OpenAPI spec and execute API calls via JavaScript. This approach minimizes token usage by keeping the massive specification on the server and only returning relevant results.

tmap_mcp

tmap rest api 기반 mcp server 구축

Figma Server

모델 컨텍스트 프로토콜을 통해 Figma와 원활하게 상호 작용하여 LLM 애플리케이션이 Figma 파일, 컴포넌트 및 변수에 접근, 조작 및 추적할 수 있도록 합니다.

Decide Test MCP

Enables Claude to generate executable test cases from decision tables in CSV, JSON, or Markdown formats. Provides intelligent test planning guidance and generates Playwright/API test code with TypeScript support.

codelogic-mcp-server

거울

SeekCode

A clean and efficient code snippet and clipboard m

MCP Think Tool Server

Anthropic의 Claude를 위한 'think' 도구를 구현하여 복잡한 문제 해결 작업 중에 구조화된 추론을 위한 전용 공간을 제공하고 추론 체인 및 정책 준수 성능을 향상시킵니다.

Chlorpromazine MCP Server

Helps ground AI agents in reality by fact-checking responses against official documentation and reading project files to prevent hallucinations during coding sessions.

DeepSeek MCP-like Server for Terminal

터미널에서 DeepSeek API를 사용하는 MCP와 유사한 서버

ollama-MCP-server

거울

Day 5 Remote MCP Server

Enables Claude Web to interact with Google Docs through a remote HTTP-based MCP server. Provides scalable document operations including creation, editing, and management with service account authentication.