# Protocol Service

The MCP server of QA Sphere enables direct interaction between LLM and test cases

The Verodat MCP service is a protocol server for integrating code and data into AI systems (such as Claude Desktop), providing functions such as account management, dataset operations, and AI queries.

A Model Context Protocol server project built on the mcp - framework, providing a tool development framework and npm publishing support

This is an initial implementation of a FIWARE Model Context Protocol (MCP) server, providing a bridge between the context broker and other services, including basic interaction functions and intention operation demonstrations.

The MCP server of MyMCPSpace provides a standardized interface for AI models to interact with the social platform

The Slack MCP Server is a model context protocol service designed for Slack workspaces. It supports Stdio and SSE transmission methods and can be integrated and used without the need for workspace administrators to create or approve bot permissions.

A NestJS module for easily exposing AI tools, resources, and prompts via the Model Context Protocol (MCP), supporting multiple transport types and dependency injection.

An IMAP/SMTP email server based on the model context protocol, supporting email search, reading, sending, and management operations by AI assistants (such as Claude and Cursor) through natural language instructions.

A demonstration project of an MCP server based on TypeScript, showing the core concepts implemented through the project management system, including resource query and tool operation functions.

An MCP server prototype designed for Santa, driving the Santa toolchain through LLM

This project implements the MCP server for the Typecast API, providing a standardized way for MCP clients to interact with the text-to-speech service.

Ultra MCP is a multi-model AI protocol server that integrates AI models such as OpenAI and Gemini through a unified MCP interface, providing support for Claude Code and Cursor. It features zero-configuration installation, a built-in usage analysis dashboard, and a modern web interface.

The HuLa MCP Service is a TypeScript implementation based on the Model Context Protocol, providing a backend service for the HuLa instant messaging application with functions such as resource access, tool operations, and context management.

The MCP Ayd Server is an implementation of the Model Context Protocol server designed for Ayd.

The Verodat MCP server implements the model context protocol and provides a toolset for AI systems to seamlessly integrate with Verodat's data management capabilities.

An Azure DevOps server that implements the Model Context Protocol (MCP), providing a standardized interface for AI assistants to securely access and manage Azure DevOps resources.

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

WebSearch-MCP is a server implementation based on the Model Context Protocol (MCP), providing real-time web search capabilities for AI assistants.

This project is a Model Context Protocol (MCP) server implemented for Mattermost integration. It retrieves and processes information by connecting to Mattermost API endpoints, supports two transmission modes (SSE and standard I/O), and provides real-time message processing and team/channel monitoring functions.

An MCP service based on the Model Context Protocol specification, providing a standardized interface for interacting with Quick Chart. Supports getting chart image links and local service installation.

A Model Context Protocol (MCP) server implemented for the integration of SAP HANA cloud database and Cursor IDE, providing model management, execution environment configuration, and standardized communication interfaces.

The Ollama-MCP-server is a protocol server that connects local Ollama LLM instances with MCP-compatible applications, providing functions such as task decomposition, result evaluation, and model management, and supporting standardized communication and performance optimization.

This is a TypeScript-based File System MCP Server that provides a secure and reliable local file system operation interface for AI agents, including functions such as reading, writing, updating, and managing files and directories.

The Akash MCP Server is a Model Context Protocol (MCP) server implemented in TypeScript, used to connect AI agents and the Akash decentralized cloud network.

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

The EMQX MCP Server is a server that implements the Model Context Protocol (MCP), providing interaction functions with the EMQX MQTT broker and supporting MQTT client management and message publishing.

A curated list of Model Context Protocol (MCP) servers optimized for AI assistants like Claude, providing various extended capabilities such as file access, database connection, and API integration.

The MCP server of TiDB AI, providing a Q&A interface for Cursor

Tabby-MCP-Server is a powerful Tabby plugin that implements the Model Context Protocol (MCP) server, enabling AI to control the terminal and automate operations.

The Gemini MCP Server is a middleware designed for the Claude desktop application, enabling image generation through Google's Gemini AI model. This project provides a convenient installation and configuration wizard, supports Docker containerized deployment, and allows users to customize generation parameters.