# Cost Optimization

OneTool is a unified MCP server that exposes over 100 tools through the Python API, significantly reducing token consumption and cost when AI calls tools, avoiding context pollution, and supporting multiple functions such as web search, database, file operations, and chart drawing.

A tool that provides AWS resource creator tracking for AI assistants through the MCP protocol, which can quickly query the creator, time, method, and cost of resources such as EC2, RDS, and S3, helping to reduce cloud resource waste.

The LocaLLama MCP Server is an intelligent routing service that optimizes costs by dynamically assigning coding tasks to local LLMs or paid APIs. It includes core modules such as cost monitoring, decision engine, API integration, error handling, and performance benchmark testing, and supports integration with multiple tools.

LCBro is a low - cost browser automation MCP server that supports Playwright and Chrome DevTools protocols, provides intelligent data preprocessing and remote browser management functions, and can reduce the cost of calling the LLM API by up to 80%.

LLM Gateway is a server based on the MCP protocol that supports advanced AI agents (such as Claude 3.7) to intelligently delegate tasks to lower - cost LLM models (such as Gemini Flash), achieving cost optimization and performance balance.

This project demonstrates how to transform the official TypeScript MCP server into an implementation that supports the streamable HTTP protocol and is deployed via Amazon Lambda. Core features include support for the streaming protocol, elastic deployment based on Lambda, and cost optimization, suitable for scenarios that require seamless integration with existing HTTP infrastructure.

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.