AI 機器學習 資源

Connect to MCP servers right from your shell. Plugin for llm (by @simonw).

A comprehensive Model Context Protocol server supporting OpenAI, Google Gemini, and Anthropic Claude

Multi-Context Programming Agents for Autonomous Code Execution and Workflow Orchestration

A powerful AI-driven data collection and analysis system built with Google's Gemini AI and Model Context Protocol (MCP) servers. This project provides a comprehensive suite of tools for web scraping, search, news aggregation, data processing, social media analytics, and external API integrations.

This project demonstrates a powerful MCP (Model Context Protocol) server with 5 custom tools that extend AI assistant capabilities directly in Cursor. Built on the foundation of the AI Makerspace MCP framework, this server includes web search, utility tools, and content generation capabilities.

Youtube transcribation MCP server

A Model Context Protocol (MCP) server for Synology NAS devices. Enables AI assistants to manage files and downloads through secure authentication and session management.

A modern AI-powered coding assistant for your Vibe Coding

This system analyzes Python code using Abstract Syntax Trees (AST), stores the extracted information (functions, classes, calls, variables, etc.) in a Weaviate vector database, and provides tools for querying and understanding the codebase via a Model Context Protocol (MCP) server. It leverages Google's Gemini models for generating embeddings and natural language descriptions/answers.

CAMEL MCP Hub is a community-driven directory for discovering MCP (Model Context Protocol) servers. This platform is built to help developers find and use:

A high-performance Model Context Protocol (MCP) client written in Go that bridges AI assistants to the Stashr API. This client enables Claude Desktop and other MCP-compatible applications to interact with credit card rewards optimization capabilities.

A Model Context Protocol (MCP) server for browser automation using Selenium WebDriver. Enables LLMs and teams to automate browsers via a standard protocol, similar to Playwright MCP.

- MCP Claude APK 42% EyeDid

Model Context Protocol (MCP) AI

AI-Powered macOS Application Automation via Model Context Protocol

A Model Context Protocol (MCP) server that provides comprehensive web performance auditing and analysis capabilities using Google Lighthouse. This server enables LLMs and AI agents to perform detailed website performance assessments, accessibility audits, SEO analysis, security checks, and Core Web Vitals monitoring.

A Model Context Protocol (MCP) server that converts natural language descriptions into MongoDB queries using AI. This server can generate complex MongoDB queries including aggregation pipelines, update operations, and more.

Professional Model Context Protocol (MCP) server for AI-optimized Figma design analysis. Clean 5-step workflow for comprehensive design-to-code conversion with smart comment processing and asset downloads.

Minimalist examples to provide your own MCP servers to your local llm models.

This repository demonstrates how to use the CrewAI MCP (Model Context Protocol) adapter to interact with MCP Servers using different transport mechanisms. MCP allows AI agents to access external tools and services through a standardized protocol.

An MCP (Model Context Protocol) server that enables AI applications to outsource tasks to various model providers through a unified interface.

This is an MCP (Model Context Protocol) Server integrating MCP Clients with Recraft AI's raster and vector image operations:

A Model Context Protocol server that provides CVE checking capabilities via the Opsify API. This server enables LLMs to search for and retrieve CVE (Common Vulnerabilities and Exposures) information using a flexible set of filters.

At this point everyone and their mum's are talking about MCP, this repo is just a collection of experiments with it.

NetBrain MCP Model Context Protocol (MCP) LLM AI

This GitHub Action automates visual regression testing by comparing screenshots and highlighting differences between production and pull request versions. It's perfect for CI/CD pipelines, helping teams catch unintended visual changes in web applications, design systems, and UI-driven projects.

The Murf MCP Server offers seamless integration with MCP clients like Claude Desktop, enabling developers and creators to convert text into lifelike speech effortlessly. With over 130 natural-sounding voices across 13+ languages and 20+ speaking styles, Murf provides unparalleled speech customization for a wide range of applications.

A Model Context Protocol (MCP) server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collection.

A minimal MCP (Model Context Protocol) server that manages the state of text adventure games. Built with Python, FastMCP, Redis, and FastAPI.

A command-line interface to chat with Google's Gemini model, with the ability to connect to and utilize tools from Model Context Protocol (MCP) servers.

A Julia client for the Model Context Protocol (MCP) that allows communication with various MCP servers. This package simplifies integrating AI tools into your Julia applications through a consistent interface.

Simple MCP Server to enable a human-in-the-loop workflow in AI-assisted development tools like Cursor. This server allows you to run commands, view their output, and provide textual feedback directly to the AI. It is also compatible with Cline and Windsurf.

A Proof of Concept for an MCP Agent that integrates with a Model Context Protocol (MCP) server to provide AI agents with long-term memory capabilities using Mem0.

A lightweight React hook for connecting to Model Context Protocol (MCP) servers. Simplifies authentication and tool calling for AI systems implementing the MCP standard.

Transform your research process with AI-powered intelligence

A comprehensive technical analysis platform that combines FastAPI endpoints, Model Context Protocol (MCP) integration, and a Flask frontend. The API endpoints can be used independently by other applications, while the MCP integration enables seamless AI/LLM interactions.

SET-MCP is a Python package that provides tools for serving Model Context Protocol which can access the Securities Exchange of Thailand (SET). It allows AI agents to retrieve comprehensive financial statements including income statements, balance sheets, and cash flow statements for listed companies.

A simple Model Context Protocol (MCP) server that provides timestamp-based UUIDs whenever it's called by an LLM.

Fbio Ferreira (@fabiomlferreira) sanshao85/mcp-feedback-collector bulice AI dotcursorrules.com

A Model Context Protocol (MCP) server that provides access to news content through the NewsAPI.org service. This server enables AI assistants to search articles, get top headlines, and browse news sources.

Deterministic tooling for AI-assisted development - Generate project scaffolding, analyze code complexity, track code churn metrics, and provide reliable context for AI agents via CLI or Claude Code

Modular, extensible local-first code indexer designed to enhance Claude Code and other LLMs with deep code understanding capabilities. Built on the Model Context Protocol (MCP) for seamless integration with AI assistants.

A Model Context Protocol (MCP) server implementation that makes OpenRouter available for Perplexity Ask.

This project allows a large language model to interact with an Arduino over Serial, controlling and reading colors of a LED.

console-chat-gpt v6

Elevate your Git workflow with the power of AI

This is a Model Context Protocol (MCP) server for Firefly III, a free and open-source personal finance manager. Through this MCP server, users can leverage AI tools to manage their Firefly III accounts and transactions, creating AI assistants for personal finance and accounting.

A framework for working with LLMs and creating agentic AI workflows compatible with MCP meant to replace my earlier ai-tools repo and power the v2v-chatbot-api, future AI projects, and work across both JavaScript and Python

A Model Context Protocol (MCP) server implementation that enables AI language models like Claude and other LLMs to interact with Microsoft OneNote.

Samantha is a sophisticated MCP (Model Context Protocol) server that dynamically extracts and manages user memory from LLM conversations. This memory can be shared across different LLMs, allowing for consistent personalization even when switching between models.

MCP AWSOSSStrands Agents SDKAIWeb

A CLI tool that runs an MCP (Model Context Protocol) server over stdio for Specif-ai.

MCPModel Context ProtocolAI