# Ask HN: Will we start seeing tools for LLM use? > Source: > Published: 2026-06-20 06:58:33+00:00 | |||||||||||| 1 point by | Many projects and addons exists to reduce the verbosity on standard bash / git /npm etc. Commands that agents pass regularly as tools to LLMs. (eg. rtk, headroom, lean-ctx). Tool output compression does yield good token savings. Though it can lead to increased turns - effectively nullifying the per turn token savings. This is the current topology. Are we going to see a class of products and libraries that structure o/p to what models want to see? | ||||||||||| |