# Token Reduction

AI agent dev environment with parallel git worktrees, magic git commands, and Linear integration.

Jean is an open-source desktop dev environment for AI agents from coolLabs (the team behind Coolify). It runs multiple coding agents — Claude Code, Codex, and others — in parallel inside isolated git worktrees, each with its own chat session and terminal. Magic git commands handle commits, PR descriptions, code reviews, and merge conflicts with AI assistance, while built-in Linear and GitHub integrations load issue context into every session.

Context compression for LLM apps and coding agents

Headroom is an Apache-2.0 context compression layer for LLM apps and coding agents. It compresses tool output, logs, files, RAG chunks, and agent history through a local library, proxy, wrapper, or MCP server, with retrieval hooks for bringing originals back when needed. Treat its savings numbers as Headroom-reported benchmarks, not independent aicoolies measurements.

Lossy image-token proxy for reducing Claude Code request context costs

pxpipe is a local proxy for Claude Code and compatible agent workflows that turns bulky request context—system prompts, tool docs, old history, code and JSON—into dense PNG image blocks before forwarding the call. The project README reports workload-dependent 59–70% end-to-end bill reduction, while warning exact byte values should stay as text.