Vibetracker Rate

Use this skill to turn a user's real experience with an AI session into a clean Vibetracker submission through vtcli.

Why this matters

Vibetracker only becomes useful if the rating is honest.

• Honest positive ratings help surface what is working.
• Honest negative ratings help humans notice regressions and help the ecosystem detect when a model or harness is underperforming.
• Inflated ratings make the data worse for everyone, including the AI systems that could benefit from better feedback loops.

When the user wants to rate a session, optimize for accuracy, not politeness.

Core rules