High Signal Review
SkillDev toolsReview changes with a risk-first mindset that prioritizes bugs, regressions, missing tests, and operational gaps.
Use High Signal Review in Claude, ChatGPT or Ahel Desktop
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Also: Claude Code · Cursor · Codex
Then ask your AI: use the High Signal Review skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by hoavdc/codexkit in skills/codexkit-high-signal-review/SKILL.md and read by Ahel’s review.
Use this skill when reviewing a diff, branch, or generated patch and the goal is to find meaningful issues quickly.
Review posture
- findings first
- severity ordered
- evidence over speculation
- missing tests are real risks, not optional notes
Workflow
- Understand the user-visible behavior change.
- Inspect the touched code and nearby boundaries.
- Look for correctness, data, security, and rollout risks.
- Check whether tests actually cover the changed behavior.
- Report only issues that materially matter.
Output
- list findings first
- each finding should name the risk and affected area
- keep summary short and secondary
Use references/severity-rubric.md to rank issues consistently.
Quality Criteria
- Every finding is tied to a specific evidence source (log, test, metric)
- Pass/fail criteria are binary and measurable — no subjective judgments
- Severity levels are assigned with clear thresholds
- Remediation steps are provided for all critical and high findings
Verification (4C)
| Check | Question |
|---|---|
| Correctness | Are all pass/fail criteria applied against the correct standard or rule? |
| Completeness | Were all required dimensions or checklist items evaluated? |
| Context-fit | Does the verification scope match the actual risk level of the deliverable? |
| Consequence | If this passed verification but had a hidden flaw, what is the worst-case impact? |
Edge Cases
- Incomplete data for full assessment — Document which checks were limited and flag for re-verification when data becomes available.
- Ambiguous pass/fail criteria — Request clarification from the standard owner before scoring. Mark as 'Needs Review'.
- Multiple overlapping standards — Identify the governing standard and note where others diverge.
Changelog
- v1.0.0 — Initial release
Signals
- GitHub stars
- 25
- Forks
- 13
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
codexkit-high-signal-review- Source
- github.com/hoavdc/codexkit