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create a .env file and populate the keys

Initial Large Language Models (LLMs) were groundbreaking in their ability to generate human-like text. However, they lacked precise instruction-following capabilities, often providing irrelevant or generalized responses. For example:

Transform AI assistants from forgetful tools into persistent, learning team members

An MCP server implementation that integrates the Brave Search API, providing comprehensive search capabilities including web search, local business search, image search, video search, news search, and AI-powered summarization. This project supports both HTTP and STDIO transports, with HTTP as the default mode.

Design beautiful apps without coding - just tell me what you want to build!

This example allows you to deploy a remote MCP server that doesn't require authentication on Cloudflare Workers.

A Model Context Protocol (MCP) server that bridges AI coding assistants (like ClaudeCode, OpenCode, Windsurf, and Cursor) with the OpenTelemetry ecosystem. It provides real-time access to OpenTelemetry repositories, documentation, examples, semantic conventions, and the instrumentation score specification to help engineers implement high-quality observability in their applications.

mcnc reg mcp

A simplified smart home system designed for single-house deployments with SQLite storage and last-write-wins conflict resolution. Built with Python (FunkyGibbon backend) and Swift (WildThing iOS/macOS) components.

Add transcription tools to your AI-powered assistants.

Spotipy MCP Server is a dual-mode tool server for controlling Spotify through your terminal or via AI assistants like Claude or ChatGPT.

WaaSuP (Website as a Server using PHP) - A production-ready, SaaS-oriented Model Context Protocol (MCP) server implementation for PHP. Built with enterprise-grade features including OAuth 2.1 authentication, real-time Server-Sent Events (SSE), and comprehensive tool management.

To run the llama stack server, use:

Este proyecto es un servidor FastMCP que se comunica con la API REST de SimplyBook.me. Proporciona una forma estructurada de interactuar con la API de SimplyBook, permitiendo una fcil integracin y gestin de reservas y servicios.

Welcome to the Microsoft Copilot Studio MCP lab. In this lab, you will learn how to deploy an MCP Server, and how to add it to Microsoft Copilot Studio.

A Model Context Protocol (MCP) server that provides access to the Unusual Whales API for financial data, options flow analysis, and market intelligence.

A Model Context Protocol (MCP) server for accessing PRIDE Archive proteomics data.

mini project: file manager mcp server

kmcp is a comprehensive platform for developing and deploying Model Context Protocol (MCP) servers. It provides both a powerful CLI tool for local development and a Kubernetes controller for cloud-native deployment.

A Model Context Protocol (MCP) server that integrates Google's Gemini AI with Claude Desktop, allowing you to ask Gemini questions directly from Claude.

mcp

AIMCP

A comprehensive paper trading simulator with dual interfaces: REST API (FastAPI) and AI agent tools (MCP). Designed for algorithmic trading development, strategy backtesting, options trading simulation, and training AI agents in realistic market environments without financial risk.

This repository provides a lightweight MCP (Model Context Protocol) server that exposes an Azure AI Foundry Agent as an MCP tool.
Once deployed, any MCP-compatible client can invoke the registered Foundry Agent as streamable HTTP MCP server.

A simple, lightweight (~6kb gzipped) and dependency-free TypeScript library for defining and validating JSON schemas with static type inference. The schemas composed can be used with any JSON schema validator, it strips all metadata when being JSON stringified. It has an integrated validator that can be used to validate instances against the latest JSON schema draft (2020-12).

The ITAC AI Agent is a modular, production-ready framework that integrates Large Language Models (LLMs) with Intel Developer Cloud (IDC) and MCP (Model Context Protocol) to enable intelligent agentic behavior. It combines LangGraph-based orchestration, LangChain tool-calling, and advanced RAG-powered memory with secure, auditable tool execution. The system supports natural language queries that trigger real cloud actionsbacked by open-source LLMs (e.g., LLaMA, Mistral) or OpenAI-compatible APIsand demonstrates scalable, secure integration of advanced GenAI components across infrastructure.

Vue 3ExpressAPIAPI

The Ctrl Hub MCP server connects to the Ctrl Hub Platform. It allows your AI agents, assistants and chatbots access to read data from Ctrl Hub.

A powerful AI-driven project that transforms ideas into production-ready applications using CrewAI agents and Model Context Protocol (MCP) integrations.

The rapid development of artificial intelligence has made technologies like Large Language Models (LLMs), Agents, and Model Context Protocols (MCPs) critical drivers of AI application development. These technologies collaborate to provide robust support for building intelligent and efficient AI applications.

A Model Context Protocol (MCP) server built with Spring Boot and Spring AI that provides real-time stock quote information using the AlphaVantage API. This application is designed to run in Cloud Foundry and be consumed by LLMs through MCP protocol.

This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.

Manage your GoLogin browser profiles and automation directly through AI conversations. This MCP server connects to the GoLogin API, letting you create, configure, and control browser profiles using natural language.

Optimized for Claude Sonnet 4 - This MCP server works best with Claude Sonnet 4 for optimal performance and AI-powered features.

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Exemplo de uso do MCP do SQL Server com um server de banco de dados containerizado e consultado a dados de regies do Brasil. Inclui Docker Compose para criao do ambiente de testes.

A Model Context Protocol (MCP) server template for Node.js with TypeScript support.

Exasol MCP Server

A Python SDK that enables hosting local MCP servers on UiPath Platform.

A Model Context Protocol (MCP) server for browser automation with headed Chrome support - perfect for AI agents that need to see what they're doing in real-time.