# AI Interaction

Implementation of the HubSpot MCP Server, providing integration with HubSpot CRM and enabling AI models to interact with HubSpot data and operations through a standardized interface.

A lightweight MCP file system server that enables AI agents to interact with the local file system through a JSON - RPC interface, supporting operations such as file reading and writing, and directory listing.

An integrated framework for Unity and the MCP protocol, supporting AI language models to interact with the Unity editor through an extensible architecture.

A basic MCP application that combines a FastAPI backend and a Gradio frontend, supporting interaction with AI models through a simple interface and integrating the Google Gemini API to implement paper search and analysis functions.

Guide to installing and using the Groq Cloud MCP client, supporting interaction with local and remote MCP servers.

A simple MCP server prototype based on Node.js and Express for interacting with the OpenAI API through structured contexts, supporting dynamic character updates and story plot generation.

The YouTube data MCP server enables interaction between AI language models and YouTube content through a standardized interface

The FalkorDB MCP server is a middleware that follows the Model Context Protocol (MCP) and is used to connect AI models with the FalkorDB graph database to implement query and interaction functions.

A YNAB budget management MCP server built on the mcp - framework, providing tools for interacting with YNAB budgets and supporting functions such as budget query and transaction management.

An MCP server for managing Docker through natural language, supporting container orchestration, debugging, and data management.

An MCP server tool that connects Claude with large language models running in local LM Studio

The Kubernetes MCP Server is a bridge that connects large language models and Kubernetes clusters, supporting the management of Kubernetes resources through natural language.

An MCP server project that allows clients to interact with Twitter through Claude, supporting tweet posting and search functions.

This project is a registry for Model Control Protocol (MCP) servers, providing various MCP services for AI assistants like Claude, including 3D graphics interaction, GitHub integration, real - time documentation lookup, and AI metacognition tools.

The official ElevenLabs MCP server provides the ability to interact with text - to - voice and audio processing APIs

The AIStor MCP server is a service based on the Model Context Protocol (MCP) for interacting with AIStor object storage. It supports various operations, including reading, writing, deleting, and management functions, such as listing buckets and objects, getting metadata, creating presigned URLs, and using AI to describe object content. It has flexible configuration and can enable operations at different permission levels through flags.

A server based on the Model Context Protocol that integrates the ntfy push notification service to achieve standardized notification interaction between LLMs and devices.

Implementation of the Gemini MCP Server, supporting interaction between Claude Desktop and the Google Gemini 2.5 Pro Experimental model

Bonsai - mcp is a Blender plugin that implements the analysis and operation of IFC building models through IfcOpenShell, supporting the execution of building information model query tasks through interaction with LLMs such as Claude.

An MCP server that enables LLM applications to interact with macOS through AppleScript, providing a standardized interface to control various system functions.

The DaVinci Resolve MCP Server is a bridge that enables interaction between AI assistants and DaVinci Resolve via the Model Context Protocol (MCP), supporting functions such as project management, timeline operations, media management, and Fusion composition.

An MCP server implemented through the official Notion SDK that allows AI models to interact with Notion workspaces, providing tools for search, database operations, page management, etc.

The Fledge MCP server is a protocol service that connects Fledge functions with Cursor AI, enabling interaction between AI and Fledge instances through natural language commands.

An MCP protocol server that connects AI tools with the CheerLights IoT lighting system

A Docker - based Minecraft server management tool that enables AI interaction with the Minecraft server through RCON

An IMAP email server based on the MCP protocol, providing email checking, processing, and user preference learning capabilities for AI assistants.

This is an example of an MCP server based on Spring Boot, used to interact with AI models and provide a standardized interface to access real - time data and services.

The PHP MCP protocol server is used to integrate PHP with Anthropic's Claude AI, supporting direct execution of PHP code and providing environment information.

An implementation project of the MCP server for Rhino 3D, allowing AI to create and manipulate 3D objects through the model context protocol, including Python and C# components, currently in the development stage.

A remote MCP server project based on Cloudflare Workers, supporting OAuth login and integrating with MCP Inspector and Claude desktop applications.