An MCP server that executes Python code in isolated rootless containers with optional MCP server proxying. Implementation of Anthropic's and Cloudflare's ideas for reducing MCP tool definitions context bloat.

Context-optimized MCP server for web scraping. Reduces LLM token usage by 70-90% through server-side CSS filtering and HTML-to-markdown conversion.

Biological code organization system with 1,029+ production-ready snippets - 95% token reduction for Claude/GPT with AI-powered discovery & offline packs

🚀 专为大模型优化的文本预处理工具 | AI Text Optimizer for reducing LLM token consumption

Smart Context Optimization for LLMs - Reduce tokens by 66%, save 40% on API costs. Intelligent ranking and selection of relevant context using embeddings, keywords, and semantic analysis.

MCP server gateway for Claude Code, Claude Desktop, and Cline. Loads only specific tools from your MCPs as you need them and saves thousands of tokens. Works with any Model Context Protocol server.

A memory compression engine built for AI — modular, dual-mode (Compact or Expressive), and part of Nova OS in development. Designed for scalable memory and token efficiency while preserving meaning.

CLI Tool - real-time token and cost estimator that lives in your terminal for Claude Code

A compact TOON encoder/decoder for time-series and nested event logs, optimized for LLM token efficiency. Converts JSON to human-readable tabular format with dotted keys and type preservation.

Revolutionary four-tier AI agent architecture for Claude Code. 27 specialized agents with pattern learning, 60-70% cost reduction, 80-90% auto-fix success, OWASP security, full-stack validation. Free, open-source, privacy-first.