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Ultra MCP - A Model Context Protocol server that exposes OpenAI and Gemini AI models through a single MCP interface for use with Claude Code and Cursor.

A Model Context Protocol (MCP) server implementation for managing AI agent context files. This server provides tools for storing and retrieving context with validation, templates, and configurable context types per project.

A simple Model Context Protocol (MCP) server and client for exploring recent AI research on ArXiv. This project demonstrates how to build and test a custom MCP server and client for research tools, with a focus on searching, summarizing, and reporting on ArXiv papers.

AI-Enhanced Medical Research API unifying ClinicalTrials.gov, PubMed, and FDA databases with intelligent cross-database analysis.

A comprehensive Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with KubeStellar multi-cluster Kubernetes environments. This server provides tools for checking installation status, managing clusters, running diagnostics, and guiding users through KubeStellar setup.

ChromaDB txt pdf

A comprehensive Model Context Protocol (MCP) server built with FastMCP 2.0 that provides weather data, web search, calculations, AWS cost analysis, stock market analysis, and Snowflake cost monitoring capabilities.

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

A Model Context Protocol (MCP) server that exposes pattern/prompt content from Fabric and custom directories for direct use by LLMs.

Gaia is a decentralized AI infrastructure that empowers everyone to build, scale, and monetize personalized AI agents. This documentation project can be used by Gaia node operators, users, and creators.

Welcome to Yet Another MCP Security Scanner! This tool helps you assess and improve the security of your Model Context Protocol (MCP) implementations. Designed for developers, security experts, and researchers, this scanner leverages the latest advancements in AI and security protocols.

A Python package for synchronizing Model Context Protocol (MCP) server configurations across different AI tools and applications.

Model Context Protocol (MCP) is a standardized framework that enables AI applications to securely connect to external data sources and tools in real-time. It acts as a universal interface between AI models and various systems, allowing AI assistants to access current information and perform actions beyond text generation.

The world's first AI-native implementation of the Graphical Language Server Protocol (GLSP) using the Model Context Protocol (MCP) for universal AI agent compatibility.

A minimal test of creating an AI agent with koog using a todoist MCP server as a tool. Just to get a first feeling about koog as a framework.

A modern React frontend for interacting with Model Context Protocol (MCP) servers and LLM agents.

Automated code review for Claude Code using the Model Context Protocol (MCP)

This Repo is used for the migration accelerators to infuse AI by creating an AI Agent that uses MCP server

MCP memory server for AI assistants - Remember conversations across sessions

Create Powerful AI Agents using local or remote AIs

Welcome to the SSH AI Chat repository! This project allows you to interact with an AI over SSH. It's a simple and effective way to access AI capabilities directly from your terminal.

What if you could talk to your Figma designs and turn them into production code? That's what we built.

Automate any computer task with natural language

A Model Context Protocol (MCP) service that provides ast-grep functionality for structural code search and transformation. This service enables AI assistants to perform sophisticated code analysis and refactoring with token-efficient diff-based responses.

Unity-MCP is a bridge between LLM and Unity. It exposes and explains to LLM Unity's tools. LLM understands the interface and utilizes the tools in the way a user asks.

This project provides a Model Context Protocol (MCP) server designed to function as a robust, external "working memory" or "task manager" for Large Language Models (LLMs) and AI Agents. It is not intended for direct human use but rather as a critical backend tool that enables AI to reliably execute complex, multi-step tasks.

A Rust-based client/server application designed to streamline interactions with various large language models (LLMs) through a unified, context-aware framework.

This project implements a custom MCP (Model Context Protocol) Server with three AI-driven tools:

An MCP server implementation that integrates the Sarvam API, providing comprehensive text processing capabilities for Indian languages.

Welcome to the Ollama MCP Bridge repository! This project serves as a bridge API service that connects Ollama with Model Context Protocol (MCP) servers. This integration allows for seamless communication between different AI models and applications, enhancing the capabilities of both platforms.

A Model Context Protocol (MCP) implementation for Foundry's Cast tool, enabling seamless integration of Cast functionality into AI-powered development environments.

MCP Server for interacting with the Langflow API via a natural language interface.

A Sylius plugin that exposes a Model Context Protocol (MCP) server for enabling interaction with your store via Large Language Models (LLMs) like ChatGPT.

Execute Go code directly from your LLM using the Yaegi interpreter via MCP.

A demonstration of the Model Context Protocol (MCP) showing how agents can use tools from multiple servers, with side-by-side comparison of OpenAI and Gemma3n responses.

Welcome to the Vibe repository! Vibe is designed to be a secure browser specifically for programmable AI agents. This tool empowers developers to create intelligent agents that can interact with web content safely and efficiently.

A powerful server implementation that integrates with the Future AGI SDK through the Model Context Protocol (MCP). This server provides tools which can be used to interact with Future AGI features.

The MCP Server for FHIR is a Python-based service that provides seamless, standardized access to FHIR data from any compatible FHIR server. Designed for developers, integrators, and healthcare innovators, this server acts as a bridge between modern AI/LLM tools and healthcare data, making it easy to search, retrieve, and analyze clinical information.

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MCP APIMCP AI.

A comprehensive Model Context Protocol (MCP) server that enables dynamic AI persona management with an integrated GitHub-powered marketplace. DollhouseMCP allows Claude and other compatible AI assistants to activate different behavioral personas while supporting community sharing and monetization.

MCP Zero represents a fundamental shift from cloud-dependent systems to edge-first intelligence, establishing a pattern where connectivity enhances but doesn't dictate functionality. The infrastructure prioritizes resilience, autonomy, and operational continuity in environments with unreliable connectivity.

An MCP (Model Context Protocol) server that implements Seam-Driven Development (SDD) methodology, enabling domain experts to build enterprise-quality applications through AI-assisted development.

This project implements a Model Context Protocol (MCP) for managing, exchanging, and tracing the context of machine learning/data models within Splunk.

This project implements an arithmetic calculator with a web-based frontend and a backend powered by Amazon Bedrock Foundation Models through LangGraph. The calculator uses LangGraph to break down arithmetic expressions into step-by-step operations and uses an MCP server to perform the actual calculations.

MCP Now is a free desktop application that revolutionizes how you interact with AI assistants like Claude/Cursor/Windsurf through the Model Context Protocol (MCP). It provides a unified control panel for discovering, installing, switching, debugging, and sharing MCP servers.

Where AI Agent Concepts Come to Life

You -> Message Request to LLM API

We evaluate language models' meta-level reasoning in an interactive setting, like the upcoming ARC-AGI-3, except we use the brilliant puzzle game "Baba Is You". In short, the player manipulates the game rules by pushing word blocks around to form or destroy rules. We provide an MCP server to interact with the game in text format. The project is currently an alpha and not stable. Contributions are welcome, and brave devs with model credits to spare are invited to give it a try.

A Model Context Protocol (MCP) server for generating and editing images using OpenAI's GPT-Image-1 API. This project provides an API interface to generate or edit images based on text prompts and input images, with results stored and served via an S3-compatible object storage server.

MCP (Model Context Protocol) AI- (, Claude Desktop, Cursor IDE), , , 1:. MCP AI- "-" 1 .

The fastest way to build AI applications that never go down.

pentestMCP provides a powerful bridge between Large Language Models (LLMs) and practical penetration testing tools through the Model Context Protocol (MCP). This project functions as an MCP Server, exposing a curated suite of over 20 standard security assessment utilities (Nmap, Nuclei, ZAP, SQLMap, etc.) as callable 'tools'. This allows AI agents within MCP-compatible clients (like Claude Desktop or specific VS Code setups) to leverage these utilities for automated and interactive security analysis tasks.

A bridge between The Foundry's Nuke and AI systems using the Model Context Protocol (MCP).

A comprehensive enterprise-grade insurance management system powered by multiple AI agents with MCP (Model Context Protocol) server integration.