AI 機器學習 資源

Welcome to the AI Native Application Development in Action repository! This project focuses on the practical aspects of developing AI-native applications using the Model Context Protocol (MCP). Here, you will find valuable resources, code examples, and insights to guide you through your development journey.

An open source automated video creation tool for generating short-form video content. Short Video Maker combines text-to-speech, automatic captions, background videos, and music to create engaging short videos from simple text inputs.

Projeto completo para uma aplicao conversacional com:

Source code and Documentation for my ADUG Symposium Talk presented on the 28th of April 2023.

Groq Desktop features MCP server support for all function calling capable models hosted on Groq. Now available for Windows, macOS, and Linux!

A Model Control Protocol (MCP) compatible service that provides a text filtering firewall with a powerful rules engine. Protect your data and enforce policies when using Large Language Models like Claude.

Extract the thinking chain of thought of the Deepseek R1 reasoning model and use it in Claude Desktop or any MCP client.

LLMMCP

This project is in early experimental stages and is NOT ready for production use. Please be aware:

GitMind-MCP is an AI-powered middleware that connects an Ollama-based LLM with the GitHub API. It enables intelligent interaction with GitHub repositories by leveraging natural language understanding and automated API calls.

This repo contains supplementary code for our paper Getting to Know One Another: Calibrating Intent, Capabilities and Trust for Human-Robot Collaboration (IROS, 2020).

A robust, production-ready tool that retrieves and parses OpenAPI/Swagger documentation and generates a fully functional Model Context Protocol (MCP) proxy. MCProx makes your existing APIs instantly accessible to LLMs without any modification to your codebase.

The coding agent for professionals

PocketFlowA2AAgent-to-AgentMCPMachine-Centric Protocol

This simple Model Context Protocol (MCP) client demonstrates the use of MCP server tools by LangChain ReAct Agent.

A flexible Python library and CLI tool for interacting with Model Context Protocol (MCP) servers using any LLM model.

A Ruby implementation of the Model Context Protocol (MCP) specification, enabling standardized AI application interactions with external tools and data sources.

A Model Context Protocol (MCP) server that uses Google's Gemini API to generate images from text prompts.

Language. Orchestrated. Emergent. The control layer for intelligent execution.

In the previous blog post, we saw how to create our own MCP server in Go (the server offered a single tool to retrieve web page content using a curl command) and we saw how to use it with the mcphost CLI and Ollama.

DIALOGUE is a dimensionality reduction method that uses cross-cell-type associations to identify multicellular programs (MCPs) and map the cell transcriptome as a function of its environment. Given single-cell data, it combines penalized matrix decomposition with multilevel modeling to identify generalizable MCPs and examines their association with specific phenotypes of interest.

MasterGo Magic MCP is a standalone MCP (Model Context Protocol) service designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.

Unlock the power of AI-driven log analysis with Tailpipe! This Model Context Protocol server seamlessly connects AI assistants like Claude to your cloud and SaaS logs, enabling natural language exploration and analysis of your entire data estate.

A Model Context Protocol (MCP) server that provides tools for web-related operations. This server allows LLMs to interact with web content through standardized tools.

Model Context Protocol (MCP) tooling for AI assistants

Were currently in the process of updating the open-source Toolbase repository to reflect our latest changes after testing with alpha testers.

Welcome to the AI Dev Tasks repository! This project provides a straightforward task management system designed specifically for managing AI development within Cursor. Whether you are a solo developer or part of a larger team, this tool helps streamline your workflow and improve productivity.

A template implementation of the Model Context Protocol (MCP) server integrated with Mem0 for providing AI agents with persistent memory capabilities.

A powerful Model Context Protocol server for LinkedIn interactions that enables AI assistants to search for jobs, generate resumes and cover letters, and manage job applications programmatically.

This is a starter NextJS app with tambo-ai for generative UI and MCP.

Gaia empowers developers and enthusiasts to harness the power of large language models. This repo aims to be a collection point for resources that extend and enrich Gaias capabilities.

MCPModel Context ProtocolMCPMCPMCPLLM

ACP (Agent Control Plane) is a cloud-native orchestrator for AI Agents built on Kubernetes. It supports long-lived outer-loop agents that can process asynchronous execution of both LLM inference and long-running tool calls. It's designed for simplicity and gives strong durability and reliability guarantees. It embraces concepts from 12-factor-agents for agents that make asynchronous tool calls like contacting humans or delegating work to other agents.

Light MCP Agents is a lightweight framework for building and orchestrating AI agents using the Model Context Protocol (MCP). It enables the creation of hierarchical agent systems where specialized agents can delegate tasks, share capabilities, and collaborate to solve complex problems. With a configuration-driven approach, you can quickly build sophisticated agent networks without extensive coding in a composable architecture.

: All Your AI Neurals Activated KratosEino AIAI

A simple voice assistant using LiveKit, Cartesia, OpenAI, Silero, and a Multi-Content Processor (MCP) for WhatsApp integration.

A template for building WhatsApp agents using LangGraph and Twilio. This project enables you to deploy AI agents that interact with users via WhatsApp, process messages and images, and invoke custom graph-based agents hosted on the LangGraph Platform.

OpenAPI definitions, converters and LLM function calling application composer.

A Model Context Protocol (MCP) server that provides text-to-speech capabilities using the Kokoro TTS engine. This server exposes TTS functionality through MCP tools, making it easy to integrate speech synthesis into your applications.

Welcome to CodeCompass, your AI-powered coding assistant designed to enhance your development experience. This tool connects Git repositories to advanced AI assistants like Claude, ensuring you have the support you need while maintaining your privacy. With integration options for Ollama and OpenAI, you can choose the setup that works best for you.

A better AI client

A Model Context Protocol (MCP) integration for Minecraft that enables AI assistants to interact with a Minecraft server. This integration allows AI models to observe and interact with the Minecraft world through a bot.

An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.

A flexible multi-interface AI agent framework that can interact through various platforms including Telegram, Discord, Twitter, Farcaster, REST API, and MCP.

A FastMCP integration with Hyperskill that allows AI agents to explain programming topics using Hyperskill's learning resources.

Run Model Context Protocol (MCP) servers in the browser - no local setup required!

A Model Context Protocol (MCP) server that provides conversational interface for the exploration and analysis of RDF (Turtle) based Knowledge Graph in Local File mode or SPARQL Endpoint mode. This server facilitates communication between AI applications (hosts/clients) and RDF data, making graph exploration and analyzing graph data through SPARQL queries. A perfect tool for knowledge graph research and AI data preparation.

Awesome Model Context Protocol Service List

An MCP server that provides integration with Microsoft's AutoGen framework, enabling multi-agent conversations through a standardized interface. This server allows you to create and manage AI agents that can collaborate and solve problems through natural language interactions.

Wireshark MCP Model Context Protocol (MCP) AI tshark Wireshark Wireshark/tshark (LLM) Model Context Protocol (MCP) AI tshark

This monorepo contains the VSCode MCP Server and its companion VSCode Extension, which together enable AI agents and assistants, like Goose or Claude, to interact with VSCode through the Model Context Protocol.

Welcome to Claude Desktop, where the power of Claude AI meets the convenience of your desktop! This Electron-based wrapper brings the brilliance of https://claude.ai right to your fingertips, no browser required. It's like having a super-smart friend living in your computer!

An MCP (Model Context Protocol) server that provides audio input/output capabilities for AI assistants like Claude. This server enables Claude to interact with your computer's audio system, including recording from microphones and playing audio through speakers.

This repository contains a collection of Model Context Protocol (MCP) servers that can be installed globally on your system. These servers allow LLMs like Claude to interact with various external services.