# Natural Language Interaction

The MCP Neo4j Server is a middleware that connects the Neo4j graph database with the Claude desktop, supporting graph database operations through natural language, including querying, creating nodes and relationships, etc.

YDB MCP is a tool that provides Model Context Protocol services for the YDB database, supporting interaction with large language models through the MCP protocol to enable natural language database operations.

Upstash MCP Server is a service based on the Model Context Protocol (MCP) that allows users to interact with the Upstash developer API through natural language to manage Redis databases and other operations.

KiCAD MCP is a protocol project that realizes AI - assisted PCB design. It controls the KiCAD software through natural language to complete operations such as circuit board design, component placement, and routing.

The SEO Review Tools MCP server provides a natural language interaction method for LLM and AI tools through the Model Context Protocol (MCP), integrating massive SEO data interfaces, including over 3.1T backlinks, 7B+ keywords and other resources.

The Attio MCP Server is a Model Context Protocol service designed for the AI-native CRM Attio. It supports interacting with Attio data through natural language, provides comprehensive API support for companies, contacts, lists, etc., and has functions such as error handling and automatic retry.

A Go - based GitHub agent chat MCP server that provides natural language interaction with GitHub and vector search capabilities.

This project uses Spring AI and the MCP protocol to achieve natural language control of the mBot2 robot. It includes a Spring Boot application, an MQTT message queue, and a Python script on the robot side, supporting AI calls for instructions such as exploration and turning.

SQL Server Agent is a natural language database interaction tool based on Modal Context Protocol (MCP), allowing users to interact with SQL Server databases through natural language and execute queries and stored procedures without writing SQL code.

This project provides a natural language interaction interface for MLflow through the Model Context Protocol (MCP), allowing users to query and manage machine learning experiments and models in English. It includes server - side and client - side components.

The Fibery MCP Server provides integration between Fibery and LLM providers supporting the MCP protocol, allowing users to interact with the Fibery workspace through natural language.

The MCP server project for Redis Cloud, managing Redis cloud resources through natural language.

The Fibery MCP Server is an integration service that connects Fibery with LLM providers supporting the MCP protocol, allowing users to interact with the Fibery workspace using natural language.

A TypeScript-based Gel Database MCP Server that simplifies database operations through EdgeQL queries, supports LLM agents to automatically learn the schema, write and validate queries, and provides natural language interaction capabilities.

The Salesforce MCP Server is a platform that integrates Claude/VS Code with Salesforce, supporting interaction with Salesforce data and metadata through natural language, including functions such as querying, modifying, and managing object records.

The SupaUI MCP server is a UI component generation and management service based on natural language interaction, supporting the creation, retrieval, and browsing of React components through descriptions.

The 1NCE IoT Platform MCP Server is a middleware that enables AI assistants to manage the 1NCE IoT connectivity platform through natural language processing, including functions such as querying products, managing orders, and monitoring SIM card status.

A TypeScript-based Gel Database MCP Server that simplifies database operations through EdgeQL queries and supports LLM agents to automatically learn schemas, write, and validate queries.

The MoviePilot MCP server is a protocol implementation that connects large language models with the MoviePilot media library management system, supporting media search, subscription management, download control and other functions through natural language interaction.

Postmancer is an MCP server designed specifically for AI assistants, supporting interaction with RESTful APIs through natural language

This project is an AWS cost analysis tool based on the Anthropic MCP protocol, providing a natural language interaction interface through the Claude model. It can query AWS Cost Explorer and Bedrock model call log data, and supports local and remote deployment.

An AutoCAD integrated server based on the MCP protocol, supporting the control of AutoCAD through natural language for drawing, layer management, and drawing analysis.

MoLing-MineCraft is an AI agent MCP server for the Minecraft game, enabling intelligent building and control through natural language interaction.

Avalanche MCP Tools transforms the functions of the Avalanche blockchain into an AI interaction tool through a standardized protocol, enabling natural language operation of the blockchain

AWS MCP is a service based on the Model Context Protocol that allows querying and managing AWS resources through natural language, similar to an alternative to Amazon Q.

The WildFly MCP project aims to enhance the monitoring and management of the WildFly server through generative AI capabilities, providing tools and server integration and supporting natural language interaction.

A Kubernetes management tool based on the MCP protocol, supporting CRUD operations on K8s resources and Helm through natural language interactions.

The KiCad MCP Server is a Model Context Protocol (MCP) server designed for KiCad, allowing interaction with KiCad projects through natural language and providing functions such as project management, PCB analysis, and BOM management.

This project implements a complete Model Context Protocol (MCP) server for interacting with the Medplum FHIR Server. It provides 33 FHIR resource management tools and supports medical data management through natural language commands.

Azure MCP is a protocol implementation that allows Claude Desktop to manage Azure resources through natural language interaction.