AI ML Resources

To run the llama stack server, use:

Add transcription tools to your AI-powered assistants.

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.

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

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:

AI-powered project management with MCP server integration and N8N automation

A comprehensive Model Context Protocol (MCP) server that provides automated pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) with both GitHub and Bitbucket integration, featuring real-time webhook processing and interactive AI assistant commands.

A Python MCP (Model Context Protocol) server that allows AI tools (like Goose or Void) to collaborate with macOS Terminal sessions. The server provides tools to list, monitor, and control Terminal windows and tabs through AppleScript integration.

This repository contains code and projects from the course Build Rich Context AI Apps with Anthropic by DeepLearning.AI.

A comprehensive suite of MCP (Model Context Protocol) servers for AI-powered content creation, social media intelligence, and automation workflows. This system includes specialized servers for live search, social media analysis, media processing, and platform integrations.

A Model Context Protocol (MCP) server that provides personalized Bible guidance and mentorship through AI integration with OpenAI's ChatGPT.

The Go Framework for Building Multi-Agent AI Systems

LangForge is a comprehensive documentation platform for LangChain and its ecosystem, providing detailed guides, API references, and interactive examples for building with large language models (LLMs).

MCP server that converts Git repositories into compact, prompt-ready digests for Large-Language-Models (LLMs).

vinagent is a lightweight and flexible library designed for building smart agent assistants across various industries. Whether you're creating an AI-powered customer service bot, a data analysis assistant, or a domain-specific automation agent, vinagent provides a simple yet powerful foundation.

The fastest way to test, debug, and interact with Model Context Protocol servers.

A Model Context Protocol (MCP) server that provides direct access to Ollama models for AI inference.

An open-source, modular Retrieval-Augmented Generation (RAG) chatbot powered by Hugging Face Transformers and LangChain. Secure, extendable, and production-ready AI assistant.

This repository contains a comprehensive MCP-Powered Voice Agent with DeepSeek Integration. It's a sophisticated AI voice assistant that demonstrates the implementation of the Model Context Protocol (MCP) for structured, context-rich AI interactions. The system provides a complete, real-time voice processing pipeline within an interactive Jupyter notebook environment, designed for the research and development of advanced voice-based AI assistants.

Production-ready Model Context Protocol (MCP) client with full support for tools, prompts, and resources.

A Model Context Protocol (MCP) server for biomedical research that provides a standardized connection layer between artificial intelligence systems and biomedical resources. Documentation and usage guides are available at: https://biocontext.ai

MCP Server that uses SageMaker AI APIs to monitor and manage resources.

Smart MCP tool management for AI development

This project is an MCP (Model-Context-Protocol) server that allows you to interact with your local file system using natural language. It's powered by the Groq LLaMA-3 language model and features a simple, chat-based web interface built with Flask.

MCP (Model Context Protocol) server for firecrawl

This project implements an Agentic Retrieval-Augmented Generation (RAG) Chatbot capable of answering user queries based on uploaded documents of various formats. The chatbot is designed with modular agents communicating through a Model Context Protocol (MCP), ensuring scalable and maintainable architecture.

A production-grade local MCP (Model Context Protocol) server that automates the resolution of GitHub PR review comments by fetching comments via GitHub API and generating structured prompts for LLM-based code resolution.

A powerful Model Context Protocol (MCP) server and web application that enables AI assistants like Claude to interact with PDF documents using PyMuPDF. This project provides both:

A powerful Model Context Protocol (MCP) server that enables AI agents to interact seamlessly with the Binance cryptocurrency exchange. This server provides a comprehensive suite of trading tools, market data access, and account management capabilities through the standardized MCP interface.

This repository contains a Python script that demonstrates Anthropic's Computer Use capabilities, modified to run on MacOS without requiring a Docker container. The script allows Claude 3.5 Sonnet to perform tasks on your Mac by simulating mouse and keyboard actions as well as running bash command.

Simple AI tool to connect Google Slides to AI (supporting MCP/A2A)

Model Context Protocol SEC EDGAR Filing Markdown

Production-ready Model Context Protocol server for comprehensive security scanning with Snyk. Optimized for AI assistants with intelligent project analysis, automated vulnerability detection, and guided remediation workflows.

This repository provides a complete example of integrating a FastAPI MCP (Model Context Protocol) service with OpenAI's function calling API.

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ghidraMCP is an Model Context Protocol server for allowing LLMs to autonomously reverse engineer applications. It exposes numerous tools from core Ghidra functionality to MCP clients.

Exploring different features of MCP servers and clients

A Python application that hosts AI assistants (OpenAI GPT or Claude) with Model Context Protocol (MCP) integration, allowing AI to use external tools and services. Now with library-like architecture for easy integration into other applications!

This repository contains implementations of the Model Context Protocol (MCP), an open standard that connects AI systems with external tools and data sources.

An MCP (Model Context Protocol) server and CLI toolkit for comprehensive scientific literature retrieval and analysis using PMIDs, DOIs, PMCIDs, and keyword searches.

A powerful Model Context Protocol (MCP) server that brings your Trilium Notes knowledge base directly into Claude Desktop.

This project is a Streamlit-based web application that generates personalized learning paths using the Model Context Protocol (MCP). It integrates with various services including YouTube, Google Drive, and Notion to create comprehensive learning experiences.

A Claude-style chat interface that connects to agricultural platforms (John Deere Operations Center, Auravant) and weather data via MCP (Model Context Protocol), allowing farmers to interact with their farming data through natural conversation and upload prescription shapefiles.

LX_Agent MCPMachine Control Protocol MCP

Connect your Limitless Pendant data to Claude and other LLMs via the Model Context Protocol (MCP).

MetaMCP is a comprehensive tool management and execution platform that provides a unified interface for discovering, registering, and executing tools across multiple Model Context Protocol (MCP) servers. Built with FastAPI and modern Python practices, it offers enterprise-grade features for tool orchestration, workflow composition, authentication, monitoring, and fault tolerance.

This project integrates Fujitsu's Social Digital Twin and Digital Rehearsal API with the Model Context Protocol (MCP), allowing Large Language Models (LLMs) to access Fujitsu's Digital Rehearsal API through natural language.

A simple Model Context Protocol (MCP) server that provides value lookup operations. This server implements a basic key-value store that can be accessed by MCP-compatible AI assistants and clients.

MCP server for vision capabilities - screenshot and camera analysis using Ollama vision models.

An MCP for integrating kuberentes with Generative AI

Qwen CLI es una potente herramienta de lnea de comandos para flujos de trabajo con IA, adaptada de Gemini CLI (consulta README.gemini.md para ms detalles). Est optimizada para el modelo Qwen3-Coder-480B-A35B-Instruct, con soporte mejorado para anlisis de cdigo y la integracin con el Protocolo de Contexto de Modelo (MCP). Permite a los desarrolladores crear juegos, aplicaciones web, repositorios y plataformas de anime desde la terminal.

Todoist API Model Context Protocol (MCP) AI Todoist

A comprehensive Magic: The Gathering (MTG) MCP server providing card database access, deck building tools, AI-powered gameplay, and interactive tutorials over STDIO.

A minimal, secure, reverse SSH control plane for enabling LLM-powered system interaction.

Trke doal dil ileme ile kredi arama yapan Model Context Protocol (MCP) sunucusu. Google Gemini AI kullanarak kullanc sorgularn anlayp, uygun kredileri bulur.