Usage could be much easier to understand and manage in Codex Desktop. I would like a single place to see how much each session and model has used, what remains, and when the limit resets. Longer workflows can use up the available allowance quickly, so better visibility would make them easier to plan.
I’d also like a simple activity view showing which skills ran, why they were triggered, and whether I can control when they run for a specific task. Compared with Claude Code, this information is still harder to find and manage. Codex Desktop can also use a noticeable amount of system memory during extended sessions, so better memory efficiency would help with larger projects.