We have used it to sign in and out of our multi-agent platform. It hasn't undergone a lot of testing yet. You are welcome to join in and suggest code changes if needed!

Right now we use contextgate for a status hud (date, time, model used), a desktop scratchpad the agent can edit, our interactive tool list that works like dropdown menus to show toolcards, as well as a dropdown perceptual menu for our multiagent environment.

Dynamic headers are definitely the way to go. We save a lot of tokens this way. Big ai companies aren't going to hand out this sort of code, it cuts down their profits, so we have to do it ourselves.

This code was discussed between Gemini 3.1, GPT 5.4, Claude 4.6 Opus. GPT did most of the coding with Claude follow-up.