Discover Awesome MCP Servers

Alko MCP Server

Provides AI assistants with access to Finland's Alko alcohol product catalog, enabling product search across 11,900+ items, store availability checks, Vivino ratings lookup, and personalized recommendations based on food pairings and preferences.

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Manages agent certification by tracking trust scores, capabilities, and test results via a PostgreSQL database. It allows users to verify agent skills, report test outcomes, and automatically certify agents based on performance thresholds.

MCP Document Converter

Converts DOCX files to Markdown with formatting preservation and image extraction, and provides image analysis tools for document processing workflows.

ComfyUI MCP Server

Dynamically loads ComfyUI workflows as MCP tools, enabling AI assistants to generate images, videos, and audio by executing workflows across categories like text-to-image, image-to-video, and text-to-audio with automatic parameter mapping and progress monitoring.

Frankfurter Currency Exchange MCP

Provides real-time and historical exchange rate data for JPY against major currencies using the Frankfurter API. It enables AI agents to perform currency conversions and generate detailed Japanese Yen fluctuation analysis reports.

CodeCortX-MCP

A lightning-fast, language-agnostic code analysis MCP (Model Context Protocol) server built in Rust

WebforAI Text Extractor

Extracts clean, structured Markdown text from web pages using WebforAI, making web content easily accessible for AI model consumption through the Model Context Protocol.

TIA-Portal MCP-Server

Enables interaction with Siemens TIA Portal projects directly from VS Code or Claude Desktop using GitHub Copilot and the TIA Openness API. It supports connecting to TIA Portal instances, exporting blocks or types, and performing project operations like compilation via natural language.

Enhanced MCP Server

A comprehensive MCP server with dual interfaces (stdio and web dashboard) that provides developer tools for Git operations and code search, system operations for command execution and monitoring, and data processing capabilities.

Memory Server

Fornece funcionalidade de grafo de conhecimento para gerenciar entidades, relações e observações na memória com regras de validação estritas para manter a consistência dos dados.

AST MCP Server

Provides advanced code structure and semantic analysis through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG) across multiple programming languages. It enables tasks like incremental parsing, complexity analysis, and AST diffing to help models understand and navigate codebases.

Yahoo Finance MCP for LLaMA 3.2 3B

Integra a API do Yahoo Finance com o LLaMA 3.2 3B, permitindo que os usuários recuperem preços de ações em tempo real, informações sobre empresas, dados históricos e notícias do mercado, mantendo as capacidades originais do modelo.

InDesign MCP Server

Enables text manipulation in Adobe InDesign documents via Claude Desktop by providing tools to add, update, remove, and retrieve text content through ExtendScript API.

MCP Atlassian + Bitbucket

A comprehensive MCP server for Jira, Confluence, and Bitbucket that supports both Cloud and Data Center deployments. It provides 136 tools for managing issues, searching documentation, and handling Git workflows like pull requests and pipelines.

MCP Character Counter

Provides detailed character analysis for text, counting total characters, characters without spaces, letters, numbers, and symbols through a simple MCP tool interface.

Memory Bank Server

Fornece um sistema centralizado baseado em MCP para gerenciar e acessar bancos de memória multi-projeto remotamente, com recursos como isolamento de projeto, validação da estrutura de arquivos e operações com segurança de tipo.

Stripe MCP Server

A remote MCP server implementation that integrates with Stripe, enabling AI assistants to interact with the Stripe API for payment processing functionality.

📦 mcp-client-go

Um cliente MCP para Go. Integra múltiplos servidores MCP.

MCP Python SDK

Uma implementação em Python do Protocolo de Contexto do Modelo (Model Context Protocol) que permite que aplicações forneçam contexto padronizado para LLMs, possibilitando a criação de servidores que expõem dados e funcionalidades para aplicações de LLM através de recursos, ferramentas e prompts.

Docker MCP Server

Permite que Claude e outros assistentes de IA interajam com o Docker através do protocolo MCP, possibilitando o gerenciamento de contêineres e imagens, incluindo listar, executar, parar e baixar recursos do Docker.

Discord MCP Server

Enables sending messages to Discord channels directly from Cursor IDE using Discord webhooks. Provides a TypeScript-based integration for posting messages to configured Discord channels.

MySQL MCP Server

Enables interaction with MySQL databases through the Model Context Protocol, allowing users to execute queries, manage records, and inspect table schemas.

MCP Server

Um servidor baseado em Flask que implementa o Protocolo de Contexto de Modelo para aprimorar LLMs com capacidades de ferramentas externas via linguagem natural, permitindo que ferramentas como consulta de previsão do tempo e cálculos sejam invocadas diretamente na saída de texto do modelo.

Demaciains MCP Server

Provides 19 AI-powered business intelligence tools for tasks such as SEO audits, company enrichment, and market analysis. These services are accessible through a pay-per-use model utilizing the x402 protocol on the Base network.

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Food Data Central MCP Server

Um servidor de Protocolo de Contexto de Modelo que permite ao Claude pesquisar e acessar informações nutricionais detalhadas do banco de dados FoodData Central do USDA.