Refact Agent is an open - source AI programming assistant that supports multi - language code generation, debugging, and optimization. It integrates with mainstream development tools, can be deployed locally, and provides intelligent code completion and code explanation functions.

Rsdoctor is a build analysis tool specifically designed for the Rspack ecosystem, fully compatible with webpack. It provides visual build analysis, multi - dimensional performance diagnosis, and intelligent optimization suggestions to help developers improve build efficiency and engineering quality.

MaverickMCP is a personal stock analysis server based on FastMCP 2.0, providing professional level financial data analysis, technical indicator calculation, and investment portfolio optimization tools for MCP clients such as Claude Desktop. It comes pre-set with 520 S&P 500 stock data, supports multiple technical analysis strategies and parallel processing, and can run locally without complex authentication.

MongoDB Lens is a local MCP server that enables comprehensive operations on MongoDB databases, including querying, aggregation, and performance optimization, through interaction with LLM in natural language.

Open Strategy Partners (OSP) provides a comprehensive suite of marketing tools for technical marketing content creation, optimization, and product positioning, based on its proven methodology and the Model Context Protocol (MCP).

MCP-Photoshop is a project related to image processing, which may involve the development, optimization, or services of Photoshop tools or plugins.

An MCP server that provides tool support for the Zig language, including code optimization, compute unit estimation, code generation, and best - practice recommendations.

A gravitational wave signal detection and optimization system based on the MCP protocol, focusing on the analysis of the GW150914 event and achieving efficient signal detection through AI intelligent exploration of the parameter space.

A high-performance Python implementation of the MCP server, focusing on memory optimization and infrastructure component tracking, supporting Claude Desktop integration but archived due to specification issues.

A comprehensive Stacks blockchain MCP server, offering over 30 professional tools for Clarity smart contract development, SIP standard compliance, security, and performance optimization, supporting the complete dApp development process.

An SEO automation tool integrated with Google Ads keyword planning, providing keyword research, SERP analysis, competitor analysis, and AI optimization suggestions.

A high - performance MCP server that provides an efficient knowledge interface between LLMs and MongoDB, supporting small context window optimization and multiple domain data models.

A comprehensive AWS cost analysis and optimization recommendation MCP server that integrates AWS core services such as Cost Explorer and Compute Optimizer, providing resource optimization solutions and cost - saving suggestions.

This project implements an MCP server and client for building intelligent agent applications based on Retrieval Augmented Generation (RAG). The server provides tools such as entity extraction, query optimization, and relevance checking, and the client demonstrates how to connect to the server and use these tools to enhance the performance of the RAG system.

This project demonstrates how to use the Sequential Thinking MCP Server to solve linear and non-linear programming problems. It breaks down complex optimization problems through structured steps and supports verification and revision.

The GitHub Kanban MCP Server is an MCP server that converts GitHub issues into a kanban - style management system, specifically designed for LLM task management optimization.

A lightweight server based on the Model Context Protocol (MCP), designed for image processing and cloud upload, supporting resizing, conversion, optimization, and uploading to multiple cloud storage services, suitable for AI assistants and automated workflows.

This project implements AI intelligent optimization of Spark code through the MCP protocol, providing code optimization suggestions and performance analysis services.

LOTUS-MCP is an open-source model coordination protocol that integrates the two major AI models, Mistral and Gemini, providing a unified interface, context sharing, and tool integration to achieve intelligent routing and cost optimization.

A tool designed for FIRST Robotics Competition teams, which can search multiple official document libraries such as WPILib, REV, and CTRE simultaneously, quickly obtain answers to programming and hardware configuration through natural language questions, and support VS Code integration and AI assistant optimization.

An intelligent management server for Yahoo Fantasy Football based on the Model Context Protocol, providing lineup optimization, draft assistance, and league analysis functions, supporting multi - league management and real - time data enhancement.

USolver is a model context protocol server that provides tools for solving combinatorial optimization, convex optimization, integer programming, and nonlinear optimization problems, and supports multiple solvers such as highs, ortools, cvxpy, and z3.

This project implements a read-only MCP server for the Notion API, focusing on providing efficient content query and retrieval functions for AI assistants. Through optimization measures such as streamlining the toolset, parallel processing, and automatic content exploration, it significantly improves performance and solves the problem of the limited number of AI assistant tools.

Promptheus is an intelligent prompt optimization tool that helps users optimize LLM prompts and improve the effect of AI conversations through adaptive questioning and multi - model support.

Google Ads MCP is a tool that connects Google Ads with Claude AI. It analyzes advertising data through natural language conversations and provides functions such as account management, campaign analysis, keyword optimization, and budget management.

An MCP server for accessing the Visual Novel Database (VNDB), providing visual novel search and detailed information query functions, and featuring API request cache optimization.

The Semantic D1 MCP server is an introspection tool for Cloudflare D1 databases based on the semantic intent pattern. It is designed with a hexagonal architecture and provides functions such as database schema analysis, relationship extraction, schema validation, and optimization suggestions.

The MCP service of ComfyUI provides image generation and prompt optimization functions, supporting automatic size adjustment and random seed generation.

A Claude multi - instance collaborative reasoning server based on the quantum field computing model, achieving enhanced AI reasoning capabilities through field consistency optimization.

A distributed memory bank MCP implementation based on the KùzuDB graph database, supporting repository and branch isolation, and providing AI-driven memory optimization, secure snapshots, and intelligent analysis functions

The MCP Thought Server is a service that provides advanced thinking tools for AI agents, enhancing reasoning, planning, and iterative optimization capabilities through the Model Context Protocol (MCP). It includes tools such as structured thinking, iterative drafting, and integrated thinking, supports SQLite persistence and an advanced confidence scoring system, and can configure environment variables to meet different needs.

MCP-ORTools is a constraint solving service implementation based on Google OR-Tools. It integrates with large language models through a standardized constraint model specification and supports the solving of constraint satisfaction and optimization problems.

The QuantConnect MCP Server is a localized model context protocol server designed for quantitative trading, providing complete integration with the QuantConnect platform, including research environment, statistical analysis, portfolio optimization, etc. It supports quantitative strategy development through natural - language interaction with an AI assistant.

YC-CSS-UI is an intelligent CSS debugging and optimization MCP service that provides CSS code analysis, problem detection, automatic repair suggestions, and performance optimization functions. It supports integration with Claude Code to help developers improve the quality of CSS code.

A supply chain AI optimization system based on a custom FastMCP implementation, processing real-time events through parallel invocation of multiple tools, providing inventory management, demand forecasting, and intelligent decision-making suggestions

An MCP server that provides Zig language tool support, including code optimization, compute unit estimation, code generation, and best practice recommendations.

The MCP Tailwind Gemini Server is an advanced Tailwind CSS server integrated with Gemini AI, providing intelligent component generation, design optimization, and cross-platform support, suitable for various development environments and frameworks.

Lookerctl is a comprehensive command - line tool for large - scale management and optimization of LookML. It provides functions such as local fast verification, usage analysis, dependency mapping, scientific testing, and AI integration, and supports the MCP server for use by AI agents.

The OpenRouter MCP Multimodal Server is a protocol server that provides text chat and image analysis functions through OpenRouter.ai, supporting multiple model selections and performance optimization.

An MCP server that provides context optimization tools for AI programming assistants, saving context space and improving assistant efficiency by accurately extracting information instead of processing a large amount of terminal output and files.