# AI Agent

This project provides two MCP server implementations that connect Claude Desktop to Azure search capabilities, supporting searches for document and web content through the Azure AI Agent Service (recommended) or direct Azure AI Search integration.

Azure AI Vision Face Liveness Detection MCP Server for embedding proof of existence in Agentic AI workflows.

A browser automation service based on the MCP protocol, supporting natural language control of browser operations

The Multi-chain MCP Server is a comprehensive toolkit that provides blockchain interaction capabilities for AI agents, including the MCP server, agent tools, and development kits.

adb - mcp is a proof - of - concept project aiming to provide an interface for LLMs through the MCP protocol to create an AI agent for controlling Adobe tools (such as Photoshop and Premiere). This project includes the MCP server, Node command proxy server, and Adobe application plugins, supporting natural language instruction operations on Adobe software and suitable for image and video editing automation.

The Ultimate MCP Server is an AI agent operating system based on the Model Context Protocol (MCP), providing dozens of powerful tool capabilities, including intelligent task delegation, document processing, browser automation, Excel operations, etc. It achieves cognitive enhancement and complex task orchestration of AI agents through standardized MCP tools.

LLM Gateway is a server based on the MCP protocol that supports advanced AI agents (such as Claude 3.7) to intelligently delegate tasks to lower - cost LLM models (such as Gemini Flash), achieving cost optimization and performance balance.

Email MCP is a simple Model Context Protocol server that adds email capabilities to AI agents, supports POP3 and SMTP protocols, and provides functions for sending, receiving, and managing emails.

A demonstration project for testing the creation of a simple MCP server and its integration with a LangChain agent

AutoGPT is an open - source AI agent toolkit that provides a modular and extensible framework, supporting users to build, test, and monitor AI agents. The project includes the Forge Innovation Lab, a Benchmark testing environment, and a user - friendly front - end interface, and uses the Agent Protocol for standardized communication. The community is active, regularly hosting hackathons and other activities to drive innovation.

The Office MCP Server is a Java-based MCP protocol server used to handle requests from AI agents for files such as Word and Excel, supporting various file operation functions.

A Reddit interaction server specifically designed for AI agents, supporting content reading, creation, and sub - forum management, following the MCP protocol and integrating advanced functions such as rule compliance and intelligent replies.

The Superset MCP Integration project enables AI agents to interact with Apache Superset, connecting and controlling Superset instances programmatically.

The Graphiti MCP Server is a multi - project knowledge graph server extension based on the official getzep/graphiti. It supports multi - server single - database configuration, provides a developer - friendly CLI tool, and can build temporary knowledge graphs for each project for AI agents to query through the model context protocol.

The Ultimate MCP Server is a comprehensive native MCP system. As a complete AI agent operating system, it provides dozens of powerful functions through the Model Context Protocol (MCP), enabling advanced AI agents to access a rich ecosystem of tools, cognitive systems, and professional services.

Letta MCP Server Railway Edition is an MCP server with HTTP transmission optimized for cloud deployment. It allows AI clients to seamlessly connect to Letta.ai's powerful state agent, supports one-click deployment to the Railway platform, and provides more than 20 tools for agent management, conversation, memory management, and monitoring.

MCPJungle is a self-hosted MCP gateway used to centrally manage and proxy multiple MCP servers, providing a unified tool access interface for AI agents.

An extremely fast website cloning tool based on asynchronous Python, supporting JavaScript rendering, authentication bypass, and AI agent integration, providing a desktop GUI and command - line interface.

A general-purpose Model Context Protocol (MCP) server that allows any LLM or AI agent to access expert skills in the local file system. Enables cross-platform skill sharing through structured prompts and supports lazy loading to save context tokens.

The DeepRecall MCP server provides product safety intelligence services for AI agents through the model context protocol, and can search for over 120,000 product recall information from multiple global regulatory agencies.

The PLANKA MCP server is a kanban tool integration service designed for AI agents such as Claude, providing full support for the PLANKA 2.0 API and including 13 tools for card, task, tag, comment, and list management.

The AI Skill Store is an AI - agent - first skill marketplace that supports cross - platform skill discovery and installation, based on the Universal Skill Kit standard.

The Quickchat AI MCP Server is a tool that allows users to integrate the Quickchat AI agent into various AI applications, supporting seamless connection through the Model Context Protocol (MCP). Users can quickly deploy and use their Quickchat AI agents in applications such as Claude Desktop and Cursor through simple configuration.

An MCP server that provides WHOIS query services

CereBro.Unity is a model-agnostic AI agent wrapper based on CereBro, supporting the Model Context Protocol (MCP), allowing developers to write tools that can be used across AI models.

An AI agent project based on the MCP protocol, providing user management and message resource access functions, supporting interaction through REST API or MCP client.

AutoGPT is an open - source AI agent framework designed to enable everyone to easily build and use AI agents. The project provides the Forge toolchain to simplify the development process, including benchmark testing, user interface, and CLI tools. It supports compatibility through the Agent Protocol standard and has an arena leaderboard to encourage developers to optimize agent performance.

A lightweight MCP server based on Python that interacts with local ComfyUI via WebSocket to enable programmatic image generation by AI agents.

Install MCP is a tool that simplifies the installation and management of MCP servers through an AI agent. It supports one - click installation, centralized configuration, and secure key management, and is compatible with multiple development environments.

GenPilot is a tool that simplifies the creation and management of single/multi - agent systems for generative AI. It supports the MCP protocol and provides terminal and web interfaces for rapid development and deployment.