Show HN: Prompt optimizer that refactors messy prompts using a P-C-V pipeline(how-to-grab-me.vercel.app)
how-to-grab-me.vercel.app
Show HN: Prompt optimizer that refactors messy prompts using a P-C-V pipeline
https://how-to-grab-me.vercel.app/
https://how-to-grab-me.vercel.app/
The motivation was simple: most prompts people write are poorly structured, which often leads to unstable AI responses.
So I implemented a Proposer–Critic–Verifier optimization pipeline.
Proposer restructures the prompt. Critic evaluates clarity, structure, and task definition. Verifier checks consistency. Arbiter detects convergence.
The system runs several iterations and produces a structured prompt specification.
It usually takes around 30–40 seconds to run the full optimization loop.
The tool also includes: • prompt quality analysis • explain mode • version history • prompt diff viewer
Demo: https://how-to-grab-me.vercel.app/
Would love to hear if people building AI tools find something like this useful.