Full documentation coming soon. The interface is still being finalized.
jog compact wraps any command and cuts token usage by 60–95% depending on the operation.Toolkit
Compact
Token-optimized command proxy that filters noisy CLI output.
CLI output is designed for humans — progress bars, color codes, verbose logging. Agents don’t need any of it, and irrelevant tokens in the context window actively hurt output quality.
Compact filters that noise so agents only see what matters: errors, failures, and results. The full command still runs — only what reaches the agent is filtered.