A lightweight MCP server that provides real-time weather data query and parsing functions for AI assistants such as Claude. Supports both local and remote deployment methods, including Docker containerization solutions.

UE5 - MCP is an AI - integrated automation tool designed to optimize the workflow between Blender and Unreal Engine 5, providing an end - to - end solution from scene generation to game development.

HiMarket is an out-of-the-box enterprise-level AI open platform solution that provides three core components: a management backend, a developer portal, and an AI gateway. It supports packaging AI capabilities such as model services and MCP Server into standardized API products and publishing them.

The MCP Gateway is an advanced AI infrastructure middleware solution that acts as a proxy gateway for model context protocol (MCP) servers, providing unified interfaces, sensitive information filtering, and lifecycle management functions.

Pixelle MCP is an omnimodal AIGC solution based on the MCP protocol, which can convert ComfyUI workflows into MCP tools without code, achieving seamless integration between LLM and ComfyUI.

MCPHub is an embeddable Model Context Protocol (MCP) solution for AI service integration. It provides a unified way of configuration and management, supports multiple AI frameworks (such as OpenAI Agents, LangChain, Autogen), and simplifies the connection between MCP servers and AI applications.

The StrawHat AI development repository provides a complete solution for building local and online AI development environments, including various tools such as the Ollama backend, Open - WebUI frontend, and Claude desktop proxy, supporting rapid deployment and development of AI applications.

Shipxy MCP Server is an open-source maritime location service solution that complies with the MCP protocol, providing APIs for real-time ship tracking, port data, route planning and marine weather, and supporting integration with developers and AI agents.

Aiven's MCP server project provides access to services such as PostgreSQL and Kafka in the Aiven ecosystem, enabling LLMs to build full - stack solutions. It includes tools such as project lists and service details, and supports connection configuration through environment variables.

AutoSpectra is an all-in-one AI agent automation platform that provides an integrated solution for browser automation, API testing, debugging tools, etc., and is compatible with multiple AI model systems.

This project is a research and documentation on the Model Context Protocol (MCP), including technical analysis, implementation solutions, usage guides, and other resources, aiming to comprehensively introduce the MCP ecosystem.

Data Agents is a GenAI - based data engineering agent platform that automates data workflows through multi - agent collaboration, supports multiple AI backends and n8n integration, and provides a modern UI interface and Docker deployment solution.

Ref MCP is a Model Context Protocol server that provides AI programming tools or agents with access to documentation for APIs, services, libraries, etc. It is a one-stop solution to keep agents updated on documentation in a fast and token-efficient manner.

An AI-driven video encoding assistance tool that connects Claude AI to the encoding workflow through the MCP server, providing intelligent error parsing, real-time analysis, and automated solutions to reduce manual intervention.

Agent Knowledge MCP is a comprehensive knowledge management solution that integrates Elasticsearch search, file operations, document validation, and version control functions, providing powerful knowledge management capabilities for AI assistants.

This project implements the Model Context Protocol (MCP) as a practical solution for the Personal Intelligence Framework (PIF). It builds a meaningful space for the development of understanding between humans and AI through structured tools and a progressive interaction mode.

Vibe Check MCP is a server that provides metacognitive supervision for AI agents. Through pattern interruptions, plan simplification, and self - learning feedback loops, it prevents AI from falling into error paths or over - designing solutions in complex tasks.

A code problem-solving service that combines various AI and community resources. By integrating the analyses of Gemini AI, Stack Overflow, and Perplexity AI, it provides developers with multi - perspective programming solutions.

Agent Knowledge MCP is a comprehensive knowledge management solution integrating Elasticsearch search, file operations, document validation, and version control functions, providing powerful knowledge management capabilities for AI assistants.

YouTube MCP is an AI-based solution designed to enhance the YouTube content interaction experience through machine learning technology. It supports video search, subtitle access, and semantic search without using the official API.

The Storacha MCP Storage Server is a decentralized storage solution based on IPFS and CID, providing standardized file storage and retrieval interfaces for AI applications, supporting data sovereignty, verifiability, and cross - system integration.

An intelligent code analysis and debugging service based on the Perplexity AI API, integrated with the Claude desktop client through the MCP protocol, providing functions such as error analysis, pattern recognition, and solution recommendation.

The MCP context manager is a solution for achieving cross - session persistent AI context through a knowledge graph, supporting multi - domain intelligent management.

An intelligent code analysis and debugging server based on the Perplexity AI API, seamlessly integrated with the Claude desktop client, providing error analysis, pattern recognition and solution recommendations.

A VSCode extension that turns the editor into an MCP server, supporting functions such as code editing, terminal operations, and preview tools, and providing a cost - effective AI programming assistance solution.

Alibaba Cloud DMS MCP Server is an AI-driven unified data management gateway that supports connecting to more than 30 data sources, providing a one-stop solution for cross-source data secure access, and has core functions such as NL2SQL, code generation, data retrieval, and security auditing.

The MCP Server Testing Tool is a configuration-driven testing solution for verifying, benchmarking, and ensuring the reliability of MCP servers integrated with AI models. It supports automatic tool discovery, generation of intelligent test cases, execution of validation, and generation of detailed reports.

The ElfProxy MCP server is a privacy-first infrastructure solution that combines dynamic IP rotation with AI-optimized network interaction, providing a global proxy IP pool and intelligent web content processing capabilities.

AI Expert Workflow MCP is a model context protocol server based on the OpenRouter API. Through three AI expert roles of product manager, UX designer, and software architect, it provides a complete workflow solution from product planning to technical implementation. The project supports independent generation of PRD documents and can also be integrated with Task Master for task management.

Odoo MCP Improved is an enhanced model context protocol server that provides a comprehensive AI integration solution for the Odoo ERP system, including advanced tools in business areas such as sales, procurement, inventory, and accounting.

1MCP is a unified multi - MCP server aggregation solution designed to simplify the interaction management between AI assistants and external tools.

The Fewsats MCP server is an AI agent payment solution integrated with Fewsats payment services, supporting wallet balance query, payment method management, and order payment functions.

This is a full-stack application based on Cloudflare Workers that combines a React front-end, REST API, and MCP server functionality, using Stytch for user authentication. The project demonstrates how to extend a traditional application into a solution that supports AI agents.

The Unsplash Smart MCP Server is a professional image library integration solution designed for AI agents. It provides intelligent search, automatic attribution, and project-aware image management functions, simplifying the process of obtaining visual content for developers.

AgentMode is a full - featured Model Context Protocol (MCP) server that provides an integrated data integration solution for AI development by connecting to multiple databases, data warehouses, cloud services, etc.

VSCode MCP is a solution for enabling interaction between AI assistants and VSCode through the Model Context Protocol

An AI-driven video encoding assistant tool that connects Claude AI through the MCP server to provide intelligent error parsing, real-time monitoring, and automated solutions.

VideoCutter is a professional multimedia tool that integrates video, audio, and image processing. It supports AI - intelligent editing and the MCP protocol, providing a one - stop intelligent creation solution.

The MCP Agent Server is an open-source AI employee brain designed to work in conjunction with workflow engines such as n8n. It supports natural language interfaces, persistent memory, and feedback loops, emphasizing the AI employee metaphor and vertical solutions.

The Hyperliquid MCP service is a comprehensive trading interface server that fully implements all the functions of the Hyperliquid exchange SDK, including trading in the spot and futures markets, account management, data transmission, etc., providing a complete solution for AI assistants to interact with the Hyperliquid exchange.