Before the next agent
Make the thinking legible.
Bad writing does not stay local in a vibecoding workflow. Vague instructions become slop, slop burns tokens, and each handoff can compound the ambiguity.
NO SLOP
This is a lightweight heuristic checkpoint, not a model verdict. It measures visible text signals so the author can tighten the handoff.
One clean handoff beats five fuzzy ones.
Use the checkpoint before an agent prompt leaves your context. The goal is not ornate prose; it is a specific action, object, and finish line.
Run the checkpoint
Is it clear?
0words
0sentences
0clarity flags
Run the checkpoint to see transparent signals.