Debug a false result
SkillDev toolsLets your agent diagnose and fix false positives or false negatives reported by the Fallow checker.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Debug a false result skill
About this capability
Diagnose and fix a Fallow false positive or false negative through extraction, resolution, graph, analysis, reporting, and real-consumer verification.
What this skill tells your AI
The instructions your AI receives, as published by fallow-rs/fallow in .agents/skills/debug-false-positive/SKILL.md and read by ahel’s review.
- Reproduce on current
mainwith--format json --quiet. - Reduce to a minimal fixture without losing the behavior.
- Trace the finding through extract, resolve, graph, reachability, analysis, suppression, filters, and report assembly.
- Fix the earliest incorrect layer.
- Add a regression test that fails without the fix.
- Run the fixed binary on a real consumer project with a cleared
.fallow/cache and compare old versus new output. - Run
reviewwith the affected surface reviewers.
Do not tune expected output around one fixture when the semantic model requires a broader correction.
Signals
- GitHub stars
- 5k
- Forks
- 158
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
debug-false-positive- Source
- github.com/fallow-rs/fallow