This project demonstrates a real-time multi-tool agent architecture based on LangGraph and the MCP protocol. By decoupling agent orchestration and tool execution, it realizes a modular and scalable AI system. The MCP service supports multiple transport protocols (SSE/STDIO), allows AI agents to dynamically call remote tools, and has cross-language and cloud deployment capabilities.

Okta MCP Server is a server based on the Model Context Protocol that allows large - language models and AI agents to manage Okta organizations through natural language instructions, supporting management operations such as users, groups, applications, policies, and logs.

The Azure DevOps MCP is a dynamic server that can automatically switch authentication contexts based on the working directory, enabling seamless integration across multiple organizations and projects. It supports comprehensive functions such as work item management, code repositories, and build pipelines, and allows zero-configuration switching through local configuration files.

An Apple Mail email management server based on the Model Context Protocol, providing the ability for an AI assistant to access Apple Mail through natural language. It includes functions such as email reading, searching, organizing, composing, and managing, and also contains professional email management expert skills.

This project integrates the Yahoo Finance API with the LLaMA 3.2 3B model. Through the Model Context Protocol (MCP), the model can access real - time financial data, stock information, and market news while retaining all the original functions of LLaMA.

Alibaba Cloud PolarDB is a cloud - native relational database service that provides high performance, second - level automatic scaling, and large - capacity storage. It is fully compatible with MySQL and PostgreSQL and highly compatible with Oracle syntax.

The Raindrop.io MCP server is a programmatic bookmark management tool that allows users to add, search, and organize Raindrop.io bookmarks through LLM applications.

MCPizza is an MCP server based on the unofficial Domino's API that allows AI assistants to order pizzas. It includes functions such as store location, menu browsing, and order management. The actual order placement is disabled by default to ensure security.

This is an MCP server project that interfaces with the ransomware.live API, allowing users to analyze ransomware-related data and gain insights through LLM/MCP clients. The project provides a variety of tools to query victim information, details of ransomware organizations, etc., and supports use in development and production environments.

MCP - Codex is a tool orchestration service based on the Model Context Protocol (MCP). It realizes the dynamic discovery and invocation of tools for AI assistants through the intelligent agent 'The Librarian', solving the problem that traditional MCP requires restarting to add new tools. Although the project has stopped development, its architectural design still has reference value in the field of AI tool orchestration.

A learning path generation server based on FastAPI that can create structured learning plans for any topic, integrate online resources, and optimize content organization and performance through intelligent algorithms.

This is an MCP server project for Oracle Cloud Infrastructure, which allows LLMs to directly manage OCI resources and supports functions such as dynamic configuration file switching, management of computing instances, and database systems.