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A Model Context Protocol server that provides selenium capabilities. This server enables LLMs to access a Chrome browser through selenium and interact with any URL with clicks, like a user would. I have also provided some code to integrate it with Chat GPT.

A Model Context Protocol (MCP) server for OpenSearch that provides seamless integration between LangChain agents and OpenSearch, enabling natural language search and data analysis capabilities.

A Model Context Protocol (MCP) server that allows large language models (LLMs) to interact with the Mind Agent through MetaMask.

A powerful Model Context Protocol (MCP) Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.

Jom transform your API! Let's make it AI-ready in minutes Mari ubah API anda menjadi MCP server yang siap untuk AI

A highly efficient Model Context Protocol (MCP) server enabling hierarchical orchestration of Claude instances via tmux. Features a bridge pattern architecture that reduces memory usage by 85% compared to traditional multi-server approaches.

Luna is a voice-enabled AI assistant built with Langgraph that helps users manage their expenses through natural conversation. This project demonstrates how to create a voice interface for any Langgraph agent, combining speech-to-text and text-to-speech capabilities with a powerful agent framework.

A native Android LLM chat client that supports switching between different providers for conversations

AIMCPVOICEVOXAPITTS

An AI-powered research platform that structures academic papers into knowledge graphs and enables automated paper review and generation.

Model Context Protocol (MCP)

A Model Context Protocol (MCP) server that provides AI assistants with access to torero services, decorators, repositories, and secrets.

Este projeto implementa um servidor MCP (Model Context Protocol) para a API Comexstat, permitindo que modelos de IA como Claude interajam diretamente com os dados de comrcio exterior do Brasil.

A modern MCP (Model Control Plane) project built with Python, FastMCP, FastAPI, Docker, and integrated with Ollama and Open-webUI.

A minimal Model Context Protocol (MCP) server that exposes documentation-search tools for any AI agent. Use this server to fetch and search docs for popular libraries (LangChain, LlamaIndex, OpenAI) and wire them seamlessly into your agents.

Welcome to the MCP Star repository! This is a curated collection of high-quality Model Context Protocol (MCP) servers. Here, you will find various implementations and resources that adhere to the Model Context Protocol, aimed at enhancing the development and deployment of AI models.

A prototype for MCP server based on Spring boot application

A Model Context Protocol (MCP) server that provides desktop video capture and analysis capabilities for macOS. This tool enables Claude Code to analyze desktop activity through intelligent video capture with a 30-minute rolling buffer.

**MCP (Model Context Protocol)** AI .

MCP(Model Context Protocol) AI application . MCP local MCP agent . Cloud kyopark/mcp .

Welcome to the OpenAPI MCP repository! This project enables you to turn any API specification into tools that AI can access instantly. Whether you are a developer looking to enhance your applications or a researcher exploring the capabilities of AI, this repository offers the tools you need.

A FastMCP (Model Context Protocol) server that provides email verification and finding capabilities using the TryKitt.ai API. This server enables AI assistants to find and verify B2B email addresses with high accuracy and low bounce rates.

An example of how to build an Agent that acts as an MCP Client, so that it can connect to external services via MCP.

SJTU-Chatbot Dify LLMs API MCP Dify SJTU-Chatbot MCP Server Dify Dify LangBotDify-FeiShu-bot

DrissionPageFastMCPMCPAPIAI

A production-ready Model Context Protocol (MCP) server for managing todo lists. This server can be accessed via HTTP (SSE transport) for web integrations or stdio transport for Claude Desktop, enabling AI-powered task management through natural language.

Deploy AI-powered speaking agents in video meetings using the MeetingBaas API. This open-source MCP server demonstrates how to connect LLM-powered voice bots to Google Meet, Zoom, and Microsoft Teams, with customizable personas and real-time audio streaming.

A powerful financial market sentiment analysis tool that leverages Twitter data to provide real-time market insights through the Model Context Protocol (MCP). This server analyzes tweets about stocks and financial markets to gauge market sentiment, track price mentions, and identify market trends.

A Model Context Protocol (MCP) server that provides LLMs with direct access to the Motion API for task and project management. This server implements the MCP protocol to enable seamless integration between AI assistants and Motion's productivity platform.

A simple way to give Claude persistent memory across conversations. This server lets Claude remember information about you, your projects, and your preferences using a local knowledge graph.

The only AI memory system that solves the context-switching problem

Spring AI LLM

MCP OpenAI API Python Node.js

Resource - a file, database query, (like a get request) or anything the LLM can use for context Tool - is like a POST request

To get more information here

A Model Context Protocol (MCP) server for reading and analyzing PDF documents using Google's Gemini API, written in Go. This server enables AI assistants like Claude (Code and Desktop) and Cursor to seamlessly read, extract, and analyze PDF content directly from their interfaces.

This repository provides a comprehensive guide to building an AI agent from scratch. Follow this step-by-step guide to create your own intelligent agent that can perceive, reason, and act in its environment.

A C# implementation of the Model Context Protocol (MCP) for console and command execution operations, providing LLMs with the ability to:

A modular, AI-powered research assistant that performs in-depth web research and summarizes findings with citations. Built with CrewAI, enhanced by Linkup for real-time search, and accessible via Streamlit or as an MCP tool for IDEs (e.g., Cursor).

A Model Context Protocol (MCP) based tool and prompt server for Bio-OS that provides workflow management and Docker image building capabilities.

Model Context Protocol (MCP) Obsidian Local REST API AIObsidian

AI Host(Claude, OpenAI, ) Model Context Protocol(MCP) .

MCP based AI project

A powerful service for building, managing, and deploying self-learning and self-generating MCP (Model Context Protocol) agents.

Model Context Protocol - Functional Mock-up Interface Makes your simulation models available as tools for LLM-based agents.

A file-watching assistant that analyzes your codebase changes and provides real-time feedback on code quality, patterns, and best practices.

The Calculator MCP Server is a backend service designed to provide arithmetic calculation capabilities to AI models, particularly Large Language Models (LLMs), via the Model Context Protocol (MCP). It allows LLMs to offload mathematical computations, ensuring accuracy and reliability for numerical queries. For example, when the user asks the LLM "what's the result of 3.8 - 3.11?", the LLM will call the server with "3.8 - 3.11" to perform the calculation first and then answer the user.

Zerodha Kite MCP server which can execute trades as well on claude

A Model Context Protocol server for task orchestration with specialized AI roles and automatic client configuration.

This is an MCP (Model Context Protocol) server that provides endpoints for managing and interacting with NetMind MCP Servers, including querying servers, retrieving server details, and handling user reviews and ratings.

SSH MCP Server is a local Model Context Protocol (MCP) server that exposes SSH control for Linux and Windows systems, enabling LLMs and other MCP clients to execute shell commands securely via SSH.

Amazon Q CLI Model Context Protocol(MCP) . MCP LLM(Large Language Model) .

A simple MCP server for local documentation with RAG capabilities. This package provides a simple command to install and use the MCP server for Cursor and Claude that can take a list of folders as sources.

This MCP server allows supported LLMs like Anthropic Claude, OpenAI GPT-4o, and more to use the BuildBear API via tool calls. The documented Sandbox API and Explorer API are implemented.

This is a Python implementation of a Model Context Protocol (MCP) server that integrates with Metabase API, allowing Large Language Models (LLMs) to interact with Metabase data and functionality.