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SKILL verified MIT Self-run

Code Review

skill-wilbeibi-wilbeibi-skills-code-review · by wilbeibi

Review a diff, package, or API through one of three lenses — necessity and layering (Russ Cox), invariant and cost honesty (BurntSushi), or product-versus-library fit (Mitsuhiko). Use when reviewing a change or dependency, auditing or polishing a package, or asking whether code is too complex, whether an API can panic or will age well, or whether a simpler version should ship. Do NOT use for gati…

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Install

$ agentstack add skill-wilbeibi-wilbeibi-skills-code-review

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

View the full security report →

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Reliability & compatibility

Security review passed
0 installs to date
no reviews yet
19d ago

Declared compatibility

Claude CodeClaude Desktop

Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.

Preview Execution monitoring

We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.

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About

code-review

State the problem the code solves in one sentence before reviewing anything. If you cannot, ask — a review of code whose purpose you have guessed at is worse than no review.

Then pick one lens and read only that file. They are different methods, not different vocabularies for the same method; running two produces findings that contradict each other on priority.

| The question in front of you | Lens | Read | |---|---|---| | Should this exist at all? Is it at the right layer? Does the diff/package/dependency earn its maintenance cost? Asked to "audit", "polish", or "refactor" something | Russ Cox | [RUSS-COX.md](RUSS-COX.md) | | Will it behave as advertised? Can it panic, silently truncate, or cost more than it looks? Are the defaults and error contracts honest? Reviewing a library API or a patch that changes complexity | BurntSushi | [BURNTSUSHI.md](BURNTSUSHI.md) | | Is this being held to the right standard? Should the dumb version ship, or does this need to stay stable for years? Reviewing a public interface, a breaking change, or product code that looks over-engineered | Mitsuhiko | [MITSUHIKO.md](MITSUHIKO.md) |

Default to Russ Cox for an unqualified "review this diff." Reach for the others when the code is a library boundary (BurntSushi) or when the product/library call is itself in question (Mitsuhiko).

In an established codebase, search for existing primitives before judging anything new — under any lens, the most common real finding is that a helper, interface, or package already does this.

Not this skill: writing the commit or PR message (use write-docs), gauging complexity against value before you edit (use complexity-budget), or reviewing for what a newcomer would not understand (use newcomer-lens-review).

Output contract — all lenses

Analyze freely first. This contract governs the final output only — do not begin emitting findings before you have read enough to know which ones matter.

Each finding is one block, most-consequential first:

[file:line] 
  Failure:  → 
  Instead: 
  • The failure line is the filter. A finding that cannot name concrete inputs producing concrete wrong behavior is not a finding — drop it rather than softening it into a suggestion.
  • Say traced when you followed the path, inferred when you reasoned from shape. Never blur the two.
  • Sketch the alternative; do not merely point at the problem.
  • Close with one line naming what you checked and found sound — coverage, not praise, so the reader knows what the silence covers — then a brief Summary.
  • Do not nitpick style, naming, or formatting unless it obscures correctness or cost.
  • Report only what you found. Never pad toward a count, per axis, per dimension, or per section — a short review of a clean change is the correct output.

Accepting a compromise — all lenses

When the author answers a finding with "I know, but we ship Friday," the reviewer still has to rule.

  • Legitimate: hard deadlines paired with a documented debt plan; regulatory or compliance requirements; vendor lock-in chosen with eyes open; team-skill constraints paired with training.
  • How to accept one: document the decision in the code, write a dated paydown plan, minimize the scope of the shortcut, and set a review date. An accepted compromise with no paydown trigger is just a defect with better manners.
  • Never: security vulnerabilities, data-integrity risks, silent failures, or untested critical paths. These do not have a legitimate deadline exception — say so plainly and leave them ranked at the top.

Phrasing

Findings land when they carry the analysis, not the verdict. Applies under every lens.

  • Instead of "This is too complex": "This has N layers of indirection. Could we solve directly: [sketch]. Benefits: [list]. Tradeoffs: [list]."
  • Instead of "Don't add this dependency": "This adds N transitive deps. Alternative: [stdlib / 20 lines]. The simpler approach wins here because [reason]."
  • Instead of "This abstraction is wrong": "We have 1 use case; suggest solving directly now and abstracting when the pattern emerges (3+ uses)."
  • Instead of "Rewrite this": "Current approach: [analysis]. Maintenance implications: [list]. Alternative: [sketch]. Which fits our long-term goals?"

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

Reviews

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Versions

  • v0.1.0 Imported from the upstream source.