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Advanced AI-powered penetration testing framework with 150+ security tools and 12+ autonomous AI agents

This demo shows how to connect a LangGraph agent to a custom MCP server using vLLM as the LLM runtime. It demonstrates streamable MCP communication, automatic tool selection, and a complete flow from user input to final answer.

An advanced AI-powered autonomous gambling system that uses cutting-edge machine learning, sophisticated decision-making algorithms, and real-time analytics to play casino games intelligently.

This is a basic implementation of an MCP (Model Context Protocol) server that can be used with LLMs, including GGUF models.

MCP server wrapper for OpenAI Codex CLI that enables Claude Code to leverage Codex's AI capabilities directly.

SpringAIJDK17Spring Boot3 JDK8JDK8AI4JOpenAI JavaSDKAIOpenAiOllamaZhipu(ChatGLM)DeepSeekMoonshot(Kimi)Hunyuan(01)MiniMaxBaichuan(OpenAi)(Tool Call)RAG(Pinecone)JDK1.8AI MCPSTDIO,SSE,Streamable HTTP; MCP ServerMCP Client; MCP; MCP; MCP

AI-powered HLA antibody research assistant with PubMed verification, automated knowledge graphs, and intelligent literature review

A purely functional agent framework with immutable state and composable tools, professionally converted from TypeScript to Python. JAF enables building production-ready AI agent systems with built-in security, observability, and error handling.

A simple, modular AI agent that can chat and use MCP (Model Context Protocol) servers for various capabilities.

AI-Powered Music Generation with Model Context Protocol

An HTML/JS-based chat application that interacts with AI models via the OpenAI-compatible API.

This project is an AI-powered notes application using MCP (Model Context Protocol).

A Model Context Protocol (MCP) server that provides structured, domain-specific memory management through markdown files. This is particularly useful for ongoing projects around a particular area of focus where you want to accumulate valuable context over time. Examples include focused domains like travel planning, research projects, real estate search, investment theses, product planning, and career development.

Welcome to the Llama Stack with MCP Server Kickstart!

A remote Model Context Protocol (MCP) server that provides access to Jina Reader, Embeddings and Reranker APIs with a suite of URL-to-markdown, web search, image search, and embeddings/reranker tools:

Unified agentic playground for AI benchmarking, workflow automation, and game environments using the Model Context Protocol (MCP). TheArena hosts agentic flow servers, RPG engines, a chess server, and a Rubiks Cube environment. It supports Claude as an evaluation and agent backend.

A modern, LLM-agnostic platform for accelerating data migration projects using Agentic AI, Google's A2A framework, LangGraph, and MCP. This platform leverages intelligent agents to automate complex migration workflows across various domains and data formats.

A simple MCP (Model Context Protocol) server that demonstrates the basics of building custom tools for AI assistants.

AIPythonAK

A high-performance Model Context Protocol (MCP) server that provides AI agents with instant access to Rust crate documentation through vector search.

Intelligent code indexing and analysis for Large Language Models

Model Context Protocol (MCP) AI

A powerful Model Context Protocol (MCP) server that provides intelligent hashcat integration for Claude Desktop. Crack hashes, analyze passwords, and perform security assessments directly from your Claude conversations.

MCP Anthropic LLM

MCP with AI

An application to value equities, fx, commodities, cash, bonds (corps / gov), and cryptocurrencies in your personal portfolio and use LLMs to generate trading insights.

An open-source, locally-hosted AI platform that intelligently routes user prompts to the most appropriate MCP (Model Context Protocol) servers using LLM analysis and vector store similarity matching.

MealMCP is a sophisticated meal planning and pantry management system that leverages Large Language Models (LLMs) for business logic. The application provides multiple interfaces: a Model Context Protocol (MCP) server for integration with Claude Desktop client, a modern Flask web interface with multi-user authentication support, and a legacy Dash web interface for direct user interaction.

Create your Unity apps with LLMs!

A revolutionary multi-model Claude Code workflow system with autonomous agent collaboration

This MCP (Model Context Protocol) server integrates MuseScore with LLM clients like Claude Desktop, enabling basic music composition through natural language.

Agent MCP ultra-intelligent avec Claude AI pour migrer n'importe quel projet Firebase Studio vers une application Next.js complte avec interface temps rel style

A high-performance Model Context Protocol (MCP) server for OpenShift that enables LLMs and chatbots to query OpenShift clusters using natural language with sub-second response times.

Optimized for Autonomous AI-Powered Frontend Development Workflows

A generic Model Context Protocol (MCP) client built with Spring Boot and Spring AI for testing and extending MCP servers. This client provides a clean, extensible foundation that can be cloned and customized for specific use cases.

Model Context Protocol (MCP) Sentry API. AI , .

A powerful Obsidian plugin that integrates Model Context Protocol (MCP) to enable AI-powered workflows directly within your vault.

A powerful command-line interface for Magic: The Gathering card data with AI integration capabilities.

AI-powered Project Tracker enabling agents to log tasks, fetch updates, and analyze progress via LLM queries. Includes a backend API for project data and an MCP tool connected to the LLM for status retrieval, filtering, and task management.

AI-powered news chatbot built with Clarifai API, Serper API, Google Agent Development Kit (ADK), and Streamlit for intelligent news search and analysis.

Transform justfiles into AI-accessible automation tools through the Model Context Protocol

A sophisticated AI chat application that demonstrates Model Context Protocol (MCP) concepts by maintaining persistent memory and providing context-aware responses. This project simulates how AI systems can maintain and utilize user-specific context over time.

This server connects your Anki flashcard application to Claude AI through the AnkiConnect plugin.

Browser automation + file management through AI agents on Windows. No Docker, no WSL, no headaches.

A production-ready Model Context Protocol (MCP) server that provides comprehensive OpenAI Assistants API access through multiple deployment options. This server enables AI assistants like Claude, Roo, and other MCP clients to manage assistants, threads, messages, and runs seamlessly.

MCP Chat is a command-line interface application that enables interactive chat capabilities with AI models through the Anthropic API. The application supports document retrieval, command-based prompts, and extensible tool integrations via the MCP (Model Control Protocol) architecture.

A Model Context Protocol (MCP) server for browser automation with headed Chrome support - perfect for AI agents that need to see what they're doing in real-time.

Optimized for Claude Sonnet 4 - This MCP server works best with Claude Sonnet 4 for optimal performance and AI-powered features.

A comprehensive Model Context Protocol (MCP) implementation consisting of a server that provides AI company data tools and a React client application.

A powerful Model Context Protocol (MCP) server that provides comprehensive Python code analysis using RUFF for linting and VULTURE for dead code detection. Perfect for AI assistants, IDEs, and automated code review workflows.

This project implements an agentic Retrieval-Augmented Generation (RAG) chatbot. The application allows users to upload documents and ask questions about their content. The backend is built using the Multi-Agent Communication Protocol (MCP) to orchestrate a set of specialized agents that handle document ingestion, retrieval, and response generation. The user interface is created with Streamlit.

Ein MCP (Model Context Protocol) Server fr die Workshops.DE API, der es KI-Assistenten ermglicht, auf Kursinformationen, Events und Trainer-Daten zuzugreifen.

MCP on Rails provides pre-configured Model Context Protocol (MCP) settings, specialized prompts, and templates for Rails development with AI assistants like Claude, GitHub Copilot, and other MCP-compatible tools.

An open-source Model Context Protocol (MCP) server that provides AI agents with access to professional software testing tools and techniques. This extensible testing toolkit enables AI assistants like Claude, Cursor, and other MCP-compatible clients to perform comprehensive software quality assurance tasks.

ParaView-MCP is an autonomous agent that integrates multimodal large language models with ParaView through the Model Context Protocol, enabling users to create and manipulate scientific visualizations using natural language and visual inputs instead of complex commands or GUI operations. The system features visual feedback capabilities that allow it to observe the viewport and iteratively refine visualizations, making advanced visualization accessible to non-experts while augmenting expert workflows with intelligent automation.