Individual skill

scenario-refine-loop

Use when a Scenario output must be checked and improved rather than accepted first roll: iterating a generation until it matches the brief, fixing a batch that came back off-brief, retrying failed shots methodically, wiring an automated generate, review, revise loop, or deciding whether to re-prompt, swap references, inpaint, post-process, or change model. Keywords: refine, iterate, critique, review loop, QA, self-correction, verify, acceptance criteria, retry, drift.

skills/scenario-refine-loop/SKILL.md

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Last checked: Nov 9, 2026

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Repository stars (not skill ratings): 3,615
Repository last updated: Nov 8, 2026
License: MIT

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# Scenario Refine Loop

## Overview

Agents fail generation QA in two symmetric ways: accepting the first roll, or rewording the whole
prompt and re-rolling until the budget dies. Both skip the same two artifacts, a written rubric and
a diagnosis. The loop that converges: rubric before generating, a small batch, a recorded verdict
per asset, the cheapest targeted fix per failure, a hard round cap. Connection and the core loop:
see the `scenario` skill. Critic tool contracts: `scenario-asset-analysis`. Baseline discipline:
`scenario-consistency`. If a sibling skill named here is missing from your available skills, load it
with `skill_get` (Scenario MCP) or ask the user to install it
(https://github.com/scenario-labs/skills#install); unattended, proceed from tool schemas and flag
the gap.