AI 機器學習 資源

MCP (Model Context Protocol) est un protocole standardis qui permet un LLM de communiquer avec des outils externes.

A microservices-based system for managing Individualized Education Programs (IEPs) using Retrieval-Augmented Generation (RAG).

A Model Context Protocol (MCP) server which provides AI/LLM Agent(s) access to realfi.info Cardano Native Token (CNT) price data.

Grasp is an open-source and self-hosted agentic browser. With built-in support for MCP and A2A support, it can seamlessly integrate with any other AI apps or agents.

A LangChain MCP application for mathematical calculations using OpenAI's GPT model.

An AI-powered Model Context Protocol (MCP) server for restaurant discovery and booking. This server integrates with Google Maps Places API to find restaurants based on location, cuisine preferences, mood, and event type, then provides intelligent recommendations and booking assistance.

A powerful LinkedIn profile analyzer MCP (Machine Control Protocol) server that interacts with LinkedIn's API to fetch, analyze, and manage LinkedIn posts data. This MCP is specifically designed to work with Claude AI.

Model Context Protocol server for Conductor.

A Model Context Protocol (MCP) server that provides social media functionality for AI agents, enabling them to interact in team-based discussions.

A Model Context Protocol (MCP) server that enables AI assistants to connect to browser DevTools and backend debuggers for comprehensive full-stack debugging. Works with any MCP-compatible tool including Claude Desktop, Claude Code, Cursor, Cline, Roo-Cline, and more!

MCP-Protocol is a Go implementation of the Model Context Protocol a standardized way for applications to communicate with AI models. It allows developers to seamlessly bridge applications and AI models using a lightweight, JSON-RPCbased protocol.

A Model Context Protocol (MCP) server that provides intelligent guidance for LLM-powered codebase analysis.

A Model Context Protocol (MCP) server for creating detailed fictional worlds with Claude, complete with automatic image generation.

Ti liu ny gip bn thit lp my ch Framelink Figma MCP, kt ni vi IDE (VSCode/Cursor), v s dng AI Agent t ng to m t thit k Figma.

A Model Context Protocol (MCP) server implementation that provides deep research capabilities through integration with Google's Gemini API and Perplexity AI.

Automates your meetings, emails & docs via prompts

Model Context Protocol (MCP) server for accessing YouTube channel analytics through the YouTube Analytics API.

Universal Visual Assistant - WindowsAIModel Context Protocol (MCP)

This project demonstrates how to implement a chat-based interface for communicating with microservices using Spring AI and MCP (Model Context Protocol). The system allows users to interact with various microservices through natural language chat, making it easier to perform operations across different services by providing contextual understanding and model-driven interactions.

PolyLLM is a unified Go interface for multiple Large Language Model (LLM) providers. It allows you to interact with various LLM APIs through a single, consistent interface, making it easy to switch between different providers or use multiple providers in the same application.

MCP SampleAndroidAIFunction Calling

A Model Context Protocol (MCP) server that bridges AI/LLMs with multiple real-world APIs including weather, finance, and news services. This server acts as a standardized interface, allowing any MCP-compatible AI application to seamlessly interact with external APIs without custom integration work.

Model Context Protocol server for Task Management. This allows Claude Desktop (or any MCP client) to manage and execute tasks in a queue-based system.

AI Engineer v2 is a powerful AI-powered coding assistant that provides an interactive terminal interface for seamless code development. It integrates with AI's advanced reasoning models to offer intelligent file operations, code analysis, and development assistance through natural conversation and function calling.

A minimal, local, GPU-accelerated RAG server that actually works. Ships with more dependencies than the Vatican's import list.

An pythonic agent creating framework that allows dynamic definition of RAGs using latest capabilities of modern RAG frameworks including mcp autodetection

To use this MCP:

ai-Bible is a project that explores the use of AI within a context of interpreting and understanding biblical text. Starting with an mcp-server for repeatably using defined bible data with LLMs.

AI MCP(Model Context Protocol) .

This is a script that automatically screenshots Kahoot game questions and options, processes them using OCR, and consults an LLM to predict the most likely correct answer. It can also act as an MCP server to work with Claude Desktop and other agents.

LLM

VUDA is an autonomous debugging agent that empowers AI models to visually analyze, test, and debug web interfaces through Playwright. This MCP server enables any AI model (even those without built-in vision capabilities) to visually inspect web pages, find UI bugs, test user workflows, and validate application performance - all without human intervention.

A powerful MCP (Model Context Protocol) server that provides intelligent file reading and semantic search capabilities

This is a Model Context Protocol (MCP) server that provides geocoding services by integrating with the Nominatim API.

MCP (Model Context Protocol) Google Kubernetes Engine (GKE) Pod LLM/AI AI GKE Pod

Multi-agent AI framework for geophysical data analysis powered by Google A2A and Anthropic MCP

A basic Agent with Model Context Protocol (MCP) capabilities built using LangChain, LangGraph, and Google Gemini. This project is inspired by ByteDance's DeerFlow architecture but simplified for educational and research purposes in bioinformatics tool discovery.

A Python CLI application that interacts with Google's Gemini API with support for Model Context Protocol (MCP) tools. It supports both interactive chat mode and one-off commands, with the ability to call external tools for enhanced functionality.

MCPAI APIMCPesaSlack

A self-hosted AI stack combining Ollama for running language models, Open WebUI for user-friendly chat interaction, and MCP for centralized model managementoffering full control, privacy, and flexibility without relying on the cloud.

A powerful Model Context Protocol (MCP) server that integrates Twilio Voice, Deepgram AI, and OpenAI to create intelligent voice-based HR automation tools. This system enables AI assistants like Claude to conduct phone interviews, deliver notifications, and manage HR communications through natural voice conversations.

The Arcanna MCP server allows user to interact with Arcanna's AI use cases through the Model Context Protocol (MCP).

This project enables AI assistants to interact with your Mealie recipe database through MCP client such as Claude Desktop.

This project implements the MCP tools that can be used by Claude and other MCP-compatible models.

This repository contains comprehensive analysis, tools, and documentation for working with Large Language Models, with a focus on Claude 4 Sonnet capabilities and Pydantic AI integration.

HexDocs MCP is a project that provides semantic search capabilities for Hex package documentation, designed specifically for AI applications. It consists of two main components:

Production-ready MCP server for AI agent process management and notifications Part of the AIDevTools ecosystem for AI-powered development

This project demonstrates a simple multi-agent workflow for generating marketing blog posts. It uses Streamlit for a minimal interface and OpenAI LLMs for text generation.

This Cookbook contains examples and tutorials to help developers build AI systems, offering copy/paste code snippets that you can easily integrate into your own projects.

Natural language interface for celltype marker query through MCP.

This is a project utilizing the Model Context Protocol (MCP) and Bun to provide a collection of tools for weather reporting with LLMs.

Transform YouTube videos into concise summaries using AI. Works with existing captions (free) or Whisper transcription (paid). Includes MCP server for Claude and other AI assistants.

The Huuh MCP Server is your friendly neighborhood Model Context Protocol server that bridges the gap between AI applications and the huuh.me platform

AI MCP (Message-Centric Protocol)

Wikipedia MCP Server is a Model Context Protocol (MCP) compatible server that provides Wikipedia search and article retrieval tools for AI agents and MCP clients. You can search, get details, and fetch random articles from Wikipedia in multiple languages via MCP tools.