最新 資源

This project automates posting content to Instagram by using a locally-run Large Language Model (LLM) to generate creative captions from simple text prompts. It offers two ways to operate: a direct command-line tool and a FastAPI web server for remote or application-based control.

This project implements a LinkedIn job scraper with persistent job indexing, deep scanning, and filtering capabilities using Cloudflare Workers. It scrapes LinkedIn job listings, performs detailed analysis of each job against a candidate profile using OpenAI, stores matches in Cloudflare KV, and exposes MCP-compatible HTTP endpoints.

This is an AI-powered Airbnb Search Assistant built using Agno, MCP, Google Gemini, and Streamlit. The app allows users to interact with a smart chatbot that fetches Airbnb listings based on preferences like location and budget, using a conversational interface.

AI Google ADK (Agent Development Kit), A2A (Agent-to-Agent) MCP (Model Context Protocol) . , AI .

A Model Context Protocol (MCP) server for searching and reading books from your Calibre ebook library.

Open Source Hyprland Controlling Mcp and Server Hosting

MCPToolBench++ is a large-scale, multi-domain AI Agent Tool Use Benchmark. As of June 2025, this benchmark includes over 4k+ MCP Servers from more than 45 categories collected from the MCP and GitHub communities. The dataset comprises both single-step and multi-step tool calls across different categories. And we evaluated some SOTA Agent LLMs and RAG-Based Systems.

A multi-user Model Context Protocol (MCP) server that enables Claude AI to interact with Slack workspaces through individual user authentication. This server is designed to be deployed on Azure Container Apps with GitHub Actions CI/CD.

This is an intelligent Airbnb Search Assistant built using Agno, MCP, Google Gemini, and Streamlit. The application provides users with a smart chatbot interface that retrieves Airbnb listings based on user preferences such as location and budget through natural conversation.

The goal of this workshop for you to familiarize yourself with how LLMs can be augmented using tools and MCP.

This project is a simple web application that lets you perform basic filesystem operations (create, edit, delete files) inside a workspace folder, all from your browser!

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

This repository contains a complete Firecrawl setup optimized for Railway deployment with GitHub integration.

Complete Ansible project structure created via MCP server automation

A simple MCP server for managing REPL sessions. Provides basic tools to create and execute commands in various REPLs and shells, with an integrated Web UI for browser-based session monitoring.

A specialized Model Context Protocol (MCP) server that provides intelligent database querying capabilities for Visma Business SQL databases using Entity Framework Core.

MCP server for interacting with the OpenShift assisted installer API.

Complete knowledge management for AI assistants
MCP server with Elasticsearch search and document management.

Gergy AI is an intelligent assistant powered by Model Context Protocol (MCP) architecture, designed to provide cross-domain intelligence across five key life areas: Financial, Family, Lifestyle, Professional, and Home management.

A Model Context Protocol (MCP) server that provides full read/write access to Apple Notes and Reminders apps on macOS. This server uses AppleScript as the backend to interact with these applications, providing a clean JSON API that Claude Desktop can use.

A powerful, modular Model Context Protocol (MCP) server for WordPress and Elementor. This server provides AI assistants with scalable capabilitiesfrom basic content management to advanced page buildingthrough an intelligent configuration system.

A custom MCP server for Claude Code that provides an interactive dialog system with multiple rendering options for gathering user input during development decisions.

The Universal Tool Calling Protocol (UTCP) is a modern, flexible, and scalable standard for defining and interacting with tools across a wide variety of communication protocols. It is designed to be easy to use, interoperable, and extensible, making it a powerful choice for building and consuming tool-based services.

Este proyecto implementa un servidor basado en Model Context Protocol (MCP) utilizando @modelcontextprotocol/sdk, Zod para validaciones y la API pblica de Open-Meteo para obtener el clima actual de una ciudad.

Promptx MCP

WIP

The MCP Server Tester is a tool for automated testing of MCP servers.

.env .env.sample , .

Test repository for MCP integration

A demo of the ModelContextProtocol (MCP) using the Anthropic AI SDK.

Follow these six key steps to build your custom MCP server:

Node.js MCP server using Express and Axios to proxy queries to the OpenAlex API.

Talk to your database using WAII and MCP through Claude Desktop

A Gradio-based MCP server that provides a user-friendly interface to interact with Spotify's API. This server offers various tools for managing your Spotify experience, from authentication to playlist management and music playback control.

A collection of Model Context Protocol (MCP) servers that extend Claude Desktop's capabilities by providing access to various external systems and services.

An innovative Model Context Protocol (MCP) server that connects Claude Desktop to GitHub Actions, analyses Checkov security findings, and provides instant Terraform remediation and guidance.

A visual mockup tool for designing and generating Model Context Protocol (MCP) server architectures. This interactive web application helps developers understand how to connect various data sources to Large Language Models through MCP servers with optimized, combination-specific architectures.

npm run devMCP

An OpenAI-powered MCP server for natural language querying of historical weather data from MongoDB Atlas. Supports temperature, wind, pressure, visibility, and station metadata retrieval using conversational queries.

A Model Context Protocol (MCP) server for YouTube operations, demonstrating core MCP concepts including tools and logging.

The following tools are available via the MCP server:

A Model Context Protocol (MCP) server that provides YouTube Data API v3 integration for content discovery and analytics. This server enables AI assistants to search for YouTube videos, channels, playlists, and retrieve detailed metrics for videos, channels, and playlists.

A comprehensive Model Context Protocol (MCP) server boilerplate built with TypeScript and Streamable HTTP transport with an OAuth Proxy for 3rd party authorization servers like Auth0.

Unity Code MCP is a coding focused Model Context Protocol (MCP) server that enables AI agents to write Unity code autonomously.

A collection of Model Context Protocol (MCP) servers providing various tools and capabilities.

A Model Context Protocol (MCP) server for fal.ai that enables natural language image generation and processing through Claude, Cursor, and other MCP-compatible clients.