High Signal Review

SkillDev tools

Review 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

Free. Sign in, add High Signal Review and connect your AI. About a minute.

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.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

High Signal ReviewStart free

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

  1. Understand the user-visible behavior change.
  2. Inspect the touched code and nearby boundaries.
  3. Look for correctness, data, security, and rollout risks.
  4. Check whether tests actually cover the changed behavior.
  5. 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)

CheckQuestion
CorrectnessAre all pass/fail criteria applied against the correct standard or rule?
CompletenessWere all required dimensions or checklist items evaluated?
Context-fitDoes the verification scope match the actual risk level of the deliverable?
ConsequenceIf 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