Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add ryne2010/harness-engineering-audit --skill visual-qa-repair-loopgit clone --depth 1 https://github.com/ryne2010/harness-engineering-auditWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/ryne2010/harness-engineering-audit/visual-qa-repair-loop)<a href="https://agentmods.dev/skills/ryne2010/harness-engineering-audit/visual-qa-repair-loop"><img src="https://agentmods.dev/badge/skills/ryne2010/harness-engineering-audit/visual-qa-repair-loop/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/ryne2010/harness-engineering-audit/visual-qa-repair-loop"><img src="https://agentmods.dev/badge/skills/ryne2010/harness-engineering-audit/visual-qa-repair-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00040 | $0.00228 |
| Opus 5.5 | $0.00016 | $0.00091 |
| Sonnet 5.5 | $0.00008 | $0.00046 |
| Haiku 4.5 | $0.00004 | $0.00023 |
Grade A, and why
visual-qa-repair-loop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
visual qa repair loop
Follow the repository source-of-truth docs. Visual QA repairs must preserve product behavior, accessibility, tokens, and tests. Do not approve generated-image deltas as final baselines without the repo's baseline policy.
Workflow
- Read the target screen contract, traceability matrix, visual regression policy, and component stories.
- Run the smallest relevant render/build/test command for the target surface.
- Capture screenshot, trace, accessibility, and console/network evidence where the repo supports it.
- Compare implementation to the approved baseline or target contract.
- Repair only contract-backed visual, responsive, interaction, content, accessibility, or reduced-motion gaps.
- Record accepted deltas, remaining defects, commands run, and artifacts produced.
Evidence
Report viewport/theme/state coverage, screenshot paths, accepted deltas, failing diffs, and commands run or not run.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 22 lines · 40 tokens per session scan A 8de900f37cac
visual-qa-repair-loop is a skill published in the GitHub repository ryne2010/harness-engineering-audit (5 stars, last pushed 1mo ago), licensed MIT. It adds 40 tokens to every session and 228 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-05.
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