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Principle code review

Skill lugassawan/swe-workbench/skills/principle-code-review

Code review heuristics — five-axis review lens (correctness, security, design integrity, test coverage, comment quality); confidence-based filtering (no finding without a concrete failure scenario); review comment tone (observation over accusation); nitpick filtering; what counts as a real finding vs linter noise. Auto-load when writing or framing a review comment, deciding whether a PR finding is worth surfacing, reviewing a diff for correctness, or filtering review nitpicks.From its SKILL.md

Install
npx -y skills add lugassawan/swe-workbench --skill principle-code-review

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

One thing to look at

  • 3 stars3 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

SKILL.md

4.5 KB, as published. Nobody here has run it

<!-- preload-canary: SWB-PRELOAD-PRINCIPLE-CODE-REVIEW -->

Code Review

Principles for high-signal code review. For tool-specific mechanics (diff-size routing, suggestion-block format, GitHub workflow), see the swe-workbench:reviewer agent.

Five-Axis Review Lens

Every review covers five axes:

  • Correctness — off-by-ones, null paths, concurrency races, lost errors, unhandled edge cases, null elements inside externally-deserialized collections (a valid payload can populate them), paired-guard predicate gaps (a check enforced by one sibling but missing in its pair).
  • Security — injection, auth/authz gaps, secrets in code, unsafe deserialization, SSRF, missing input validation at trust boundaries.
  • Design integrity — SOLID violations, leaky abstractions, tight coupling, circular deps, domain logic bleeding into infrastructure. For complexity / duplication / length, prefer Quality-stage output over subjective comments — see swe-workbench:workflow-development.
  • Tests — missing coverage on new branches, brittle tests, tests that mirror implementation rather than behavior.
  • Comment quality — unnecessary comments (WHAT-not-WHY, restates-the-code, commented-out code, over-explained / decision-essay), doc-comments over the per-language cap, and stale comments (unchanged text, now wrong because the diff changed the code it describes — not merely code near it); hygiene-tier, in-diff + lines for the four categories, plus a stale comment's own context line when its described code changed, suggested-fix drop-simplify-or-rephrase, never an auto-rewrite. Caps live in swe-workbench:principle-clean-code.

What's Not a Finding

Do not surface these:

  • Formatting, import order, quote style — owned by the linter, not the reviewer.
  • Stylistic preferences with no behavioral impact.
  • Speculative "could be" comments without a concrete failure mode.

These erode review signal. If your only comment is a style preference, stay silent.

Confidence-Based Filtering

Before surfacing a finding, apply this filter:

  1. Name the failure scenario. What breaks, under what inputs, in what deployment context? If you cannot articulate it, the finding is speculative — drop it.
  2. One strong comment over five weak ones. Ten medium-confidence findings force the author to triage; two high-confidence findings close the loop.
  3. Missing tests are a finding, not an afterthought. Untested new branches are incomplete work.

Confidence floor by severity:

SeverityMinimum confidenceAction if below floor
Critical0.9Must name an exploit or data-loss path
High0.75Must name a realistic failure scenario
Medium0.5Can surface; mark as "likely"
Low / NitAnyDrop unless the fix is a one-liner

Tone

Review the code, not the author.

  • Observation language: "This path returns nil without checking the error" — not "You forgot to check the error."
  • Acknowledge good work briefly. Silence is not approval; a short note reduces defensive reading.
  • Frame as options for Medium/Low. "One option: …" not "You should …".
  • Reserve mandates for Critical/High. Direct language is appropriate when the stakes are real.

Red Flags

PatternWhat it signals
Finding with no named failure scenarioSpeculation — refine or drop
Five+ findings, none above MediumSignal-to-noise failure — prioritize
Only linter-owned comments (style, formatting)Scope creep — let the linter own these
Zero positive observations in a long reviewAdversarial culture risk
Nitpick marked CriticalSeverity inflation — recalibrate

When Code Review Hurts

  • Throwaway prototypes — review cost exceeds value if you're about to discard the code.
  • Hotfix rollbacks — reverting to a known-good state introduces no new logic to review.
  • Trivially covered one-liners — if the tests already encode the contract, a comment adds ceremony without safety.

Keep looking

Skills are one crate of 627,801. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.