Open Multi - Agent Canvas is an open - source multi - agent chat interface that supports managing multiple agents in dynamic conversations for travel planning, research, and general task processing.

DBHub is a general database gateway that implements the Model Context Protocol (MCP) and supports connections to and operations on multiple databases.

mcp-chat is an open-source and general-purpose MCP client tool for testing and evaluating MCP servers and proxies. It supports command-line interaction and web mode, can connect to various MCP servers (JS/Python/Docker), and provides functions such as chat history recording, model selection, and system prompt customization to help developers debug MCP services.

A general resource management system that supports the management of multiple resource types (papers, web pages, books, etc.) and integrates with the knowledge graph, providing structured notes and status tracking functions.

Speelka Agent is a general LLM agent based on the Model Context Protocol (MCP), capable of invoking tools from other MCP servers to achieve complex task decomposition, multi - model collaboration, and tool orchestration.

AgentRPC is a general - purpose RPC layer for connecting function calls of AI agents across network and language boundaries.

The Image Gen MCP Server is a general AI image generation service that provides cross - platform and multi - model image generation capabilities for various LLM chatbots through the Model Context Protocol (MCP) standard protocol. It supports multiple image models from OpenAI and Google, enabling seamless conversion from text conversations to visual content.

AgentMCP is a general-purpose AI agent collaboration system that connects any AI agent to the global collaboration network through a simple decorator, enabling instant cross-framework and cross-protocol collaboration.

Jenius is a general multi - agent AI Agent that enables remote control of smart home devices by integrating Home Assistant and supports the access of multiple Mi Home devices.

Hologres MCP Server is a general interface between AI agents and Hologres databases, supporting metadata queries and SQL operations.

Skills MCP is a server that extends the Claude Skills format to any AI agent supporting the MCP protocol, enabling general AI agents to quickly become domain experts through modular skills.

MCP Servers is a dotnet tool collection containing multiple MCP (Model Context Protocol) servers, providing two communication methods: standard input/output (Stdio) and server-sent events (SSE), supporting integration with services such as Azure DevOps, and including client tools and a general framework.

The MCP configuration management toolkit provides MCP server configuration management functions for different clients (such as Claude Desktop and VSCode extensions), supporting automatic path detection, environment variable validation, and general configuration management.

Apache Spark is a fast and general-purpose cluster computing system

A general - purpose MCP protocol API encapsulation server that can quickly wrap REST APIs into MCP tools for clients such as Claude to call.

This project provides a deployable AWS general MCP server and CDK infrastructure code, supporting interaction with AWS services through a standardized MCP interface, including implementations of location services, S3, and Aurora PostgreSQL.

The task portal system is a self - evolving general problem - solving institution with core components such as logical reasoning, ethical framework, sequential thinking, and meta - framework, which can safely self - evolve and solve complex problems.

AnalyticDB for MySQL MCP Server is a general interface service that connects AI agents with AnalyticDB for MySQL databases, supporting metadata retrieval and SQL operation execution.

This project is an MCP server based on Google Cloud Vertex AI Gemini model, providing a rich toolset for code assistance and general Q&A, supporting web search-enhanced answers, document explanation generation, file system operations, and other functions.

Hologres MCP Server is a general interface service that connects AI agents with the Hologres database. It supports multiple communication modes and provides functions such as database metadata access, SQL execution, and statistical management.

The UTCP-MCP Bridge is a general MCP server that bridges tool functions to the MCP ecosystem through the UTCP protocol, supporting proxy mode, direct client operation, and web interface management.

Gossiphs is a zero-configuration, high-performance general code file relationship analysis tool that supports multiple programming languages. It is based on tree-sitter and git analysis, provides support for Python SDK and MCP protocol, and is convenient for integration with AI.

3D-MCP is a general model context protocol implementation for 3D software, enabling LLMs to interact across platforms such as Blender, Maya, and Unreal through a unified TypeScript 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 MCP Speaker Diarization and Recognition System is a complete solution integrating GPU-accelerated speaker separation, speech recognition, emotion detection, and a web interface. It combines the speaker separation of pyannote.audio with the faster-whisper transcription technology, supporting persistent speaker recognition (one-time registration, permanent recognition), dual-detector emotion analysis (combining general AI and personalized voiceprints), real-time stream processing, REST API, and MCP server, and is designed for AI intelligent agent integration and hobby projects.

The openEuler MCP Servers repository is a repository for storing various MCP Servers, aiming to call various applications through the general large model context protocol (MCP) to expand the capabilities of large models, especially in the operating system field.

An MCP server project that provides classic lines of General Wang Qi from 'Kingdom'

XiYan MCP Server is a model context protocol server based on XiYan - SQL. It supports querying databases through natural language and provides multiple model configuration options, including general large models, SOTA text - to - SQL models, and local models. It is suitable for scenarios with different security and performance requirements.

TweekIT MCP Server is a general media conversion service that can convert over 400 file formats into formats compatible with AI workflows, solving the file type limitation problem of AI tools such as Claude.

An MCP server that supports Claude for API testing, providing general API testing and OpenAI - specific tools

The UniAuto MCP Server is a general test automation server integrated with AI capabilities, featuring a multi-layer self-healing mechanism, visual intelligence, and cross-platform support. It can significantly reduce test maintenance costs and improve test resilience.

The Yachtsy MCP Server is a service that provides AI - driven yacht and boat market intelligence by integrating the Yachtsy Agent API. It allows users to access over 25,000 boat listings, get expert sailing advice, and automatically route queries to the most suitable professional agents (such as listing search, general experts, in - depth research) in MCP clients such as Claude Desktop and Cursor.

A general - purpose Model Context Protocol (MCP) server for solving combinatorial optimization problems with logical and numerical constraints. It supports multiple solvers and provides a unified interface for AI assistants.

The Grok AI MCP Server is a Node.js - based server that integrates the xAI Grok API, providing powerful AI - driven analysis tools for the Solana blockchain. It supports transaction analysis, address analysis, image analysis, and general queries, and provides a standardized interface through the Model Context Protocol (MCP).

The Zyla API Hub MCP Server is a general - purpose API calling tool that allows large language models to access any public API on Zyla API Hub via the MCP protocol, supporting multiple HTTP methods and secure authentication.

A general MCP server based on Rust, providing automation tools for controlling Affinity series design software (Photo/Designer/Publisher) through natural language, supporting batch parallel file operations, and integrating with Canva workflows.

Hologres MCP Server is a general interface service that connects AI agents with the Hologres database. It supports two communication modes, STDIO and SSE, and provides functions such as database metadata access, SQL execution, and statistics management.

MCP Base is a general model context protocol framework for building AI-driven applications. It provides standardized server and client implementations, supporting multiple integrations and modular design.

NONEAD General Robot MCP Server

A general - purpose PostgreSQL MCP server that supports PostGIS and PgVector extensions, optimizes LLM context management by pre - loading database table structure information, and provides a secure data access isolation mechanism.