# AI Optimization

This project is an interactive feedback MCP server, aiming to optimize the workflow of AI assistants, reduce unnecessary tool calls by requesting user feedback, improve efficiency, and save resources.

HyperTool is an MCP server management tool that allows the AI to dynamically switch and use toolsets from multiple MCP servers, breaking the tool quantity limit and improving the accuracy and efficiency of AI tool selection through intelligent toolsets.

AI Humanize MCP Server is a powerful model context protocol server that focuses on optimizing AI-generated content into more natural and humanized text.

An intelligent text summarization MCP server designed for AI workflows, providing intelligent summarization functions for command output, file content, and directory structure, and optimizing the context window management of AI agents.

The Context Engineering MCP Platform is an AI context management and optimization platform that designs, manages, and optimizes the input information of AI models through a systematic approach, realizing the engineering of prompt engineering. The platform provides functions such as intelligent analysis engines, optimization algorithms, and template management, significantly improving AI response quality, reducing API costs, and supporting multimodal content processing.

The Obsidian Semantic MCP Server is an AI - optimized knowledge management tool that integrates more than 20 functions through 5 semantic operations, providing intelligent workflow suggestions and context - aware editing functions. The project has been upgraded to a native Obsidian plugin, providing better performance.

An intelligent text summarization MCP server designed for AI workflows, providing intelligent summarization functions for command output, file content, and directory structure

A web page screenshot tool optimized for AI vision workflows, automatically splitting into 1072x1072 pixels to meet the processing requirements of the Claude Vision API

The MCP Server is a lightweight system for managing contextual data of AI models to enhance the response capabilities of AI applications.

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.

BetterPrompt MCP is a server based on the Model Context Protocol (MCP). It uses advanced prompt engineering techniques to convert simple user requests into optimized instructions with clear structure and rich context, thereby significantly improving the performance of AI models.

Vibe Marketing MCP is an open - source marketing content generation server that integrates the best social media hooks, copywriting frameworks, and KOL archetypes to help AI clients generate more human - friendly and platform - optimized marketing content.

MCP-Allure is an MCP server that converts Allure test reports into an LLM-friendly format, aiming to optimize the analysis and processing of test reports by AI.

A web screenshot tool optimized for AI vision workflows. Automatically segments the entire web page into 1072x1072 pixel tiles to ensure the best processing effect. Supports MCP integration and screen recording functions

An MCP server that provides intelligent text summarization functions for AI agents, optimizing context window management and improving AI work efficiency

CentralMind Gateway is a tool for quickly creating APIs or MCP services. It supports multiple database connections, automatically generates AI-optimized APIs, provides support for REST and MCP protocols, has PII protection, and offers multiple deployment options.

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.