Review generated or changed production code before it ships, using Clean Code, SOLID, DRY, KISS, YAGNI, and LLM-specific failure-mode checks in any programming language. Best used reactively after an agent writes, edits, refactors, or fixes code, before presenting, committing, or merging the result.

clean code guard You are reviewing generated or changed code before it ships. Apply the rules below as a guard pass after the first implementation pass — and once this skill is active, keep applying it to every later code change in the same session, re running the self check before delivery after each edit rather than reverting to unguarded output because the skill loaded earlier. If the user explicitly invokes this skill before writing code, use the same rules while writing and still run the self check before delivery. Compatibility This is a portable instruction skill. It requires no MCP server, network access, API key, shell command, local executable, or bundled script. It can be used in any runtime that supports SKILL.md plus directly linked [references/](references/) files; agents/openai.yaml is lightweight display metadata. This skill does not replace project linters, formatters, type checkers, or test runners. Use the project's own tools for mechanical verification; use this skill for the judgement layer around code quality and review. How to use this skill This skill has three modes — pick based on the user's request. Guard pass mode (recommended): after code has been generated, edited, refactored, or fixed, check the diff or target files against the Always applied imperatives below. Fix violations before presenting, committing, or merging the work. Live mode (explicit): when the user invokes this skill before a risky code edit, apply the same imperatives while writing, then run the Self check before delivery checklist. If you violate any rule, fix it before showing the user. Review mode (triggered when the user asks you to review, audit, critique, or rate code): walk [references/review checklist.md](references/review checklist.md) against the target file(s) and produce a structured findings report. Do not edit code in review mode unless asked. Across all three modes, the rule bodies live in [references/](references/). Read the relevant reference file when: You hit a rule you don't fully remember the reasoning for. The user pushes back on a rule and you need the source citation. You're in review mode and need the full checklist. The code under review touches a specific principle (e.g., subclassing → [references/solid.md](references/solid.md); deduplication → [references/dry kiss yagni.md](references/dry kiss yagni.md)). The reference files are: [references/naming and functions.md](references/naming and functions.md) — names, function size, parameters, command/query separation. [references/comments and formatting.md](references/comments and formatting.md) — when to comment, when to delete, matching neighbor style. [references/solid.md](references/solid.md) — SRP, OCP, LSP, ISP, DIP with the modern phrasings and detection smells. [references/dry kiss yagni.md](references/dry kiss yagni.md) — knowledge vs code duplication, Sandi Metz's re inline rule, McCabe complexity, Fowler's YAGNI cost categories. [references/ai failure modes.md](references/ai failure modes.md) — the 14 systematic ways LLMs produce bad code. Read this one first if you are an AI agent reading this skill. It is the highest leverage file in the skill. [references/review checklist.md](references/review checklist.md) — structured walk through for review mode. [references/sources.md](references/sources.md) — central bibliography for source URLs. Read it only when you need to verify or cite an external source. Examples A coding agent implements an endpoint: use guard pass mode on the diff before the work is presented or committed. User asks "review this PR" or "should I merge this?": use review mode and report findings from [references/review checklist.md](references/review checklist.md); do not edit unless asked. User asks "implement this endpoint using clean code guard": use live mode while writing, then run the self check before delivery. User asks "refactor this function, same behavior": preserve observable behavior exactly and treat any bug fix as a separate change. Success criteria This skill is working when code writing tasks avoid the listed failure modes, code review tasks produce prioritized findings with concrete evidence, and refactors preserve behavior unless the user explicitly asks for a behavior change. It should stay silent for conceptual, CI, git workflow, prose, data analysis, and test running tasks covered by the frontmatter exclusions. Why this skill exists LLM generated code has measurable, systematic failure modes that generic "follow clean code" instructions do not catch. Examples backed by published research: Code duplication grew 8x in tracked codebases between 2021 and 2024 (GitClear 2025 report). Package hallucination rate averages 19.6% across 16 models (Spracklen et al., USENIX Security '25). LLMs often wrap risky operations in broad catch all handlers that swallow errors (Karpathy). AI agents "declare success despite failing tests" by returning hardcoded fixture values (Fowler, Patterns for Reducing Friction). Function size grew from 142 to 267 LoC, cyclomatic complexity from 4.2 to 8.1 in AI assisted commits (GitClear). The classic principles (Clean Code, SOLID, DRY/KISS/YAGNI) are still the foundation — but this skill adds the AI specific layer most rule packs miss. Always applied imperatives These are the rules to follow on every code change. They are imperative, not suggestions. Functions and names 1. Names reveal intent. Never use data , data2 , result , result final , item , temp , value , obj , info , helper , manager , utils , or handle / process / do without a qualifier. A name must answer why it exists and what it does . (Clean Code Ch. 2) 2. Functions stay small. Target ≤20 lines, one level of abstraction, one thing. If you can extract a function with a name that doesn't restate the body, the parent was doing more than one thing. (Clean Code Ch. 3) 3. Four arguments is the hard ceiling. At five, stop and introduce a request/config object (record, struct, DTO, or equivalent). Never use boolean flag arguments — split into two functions instead. 4. No output arguments. A function either returns a value (query) or has a side effect (command). Never both. Command names use verbs; query names use nouns or getter style names. (CQS) Comments and structure 5. Comments explain why , never what . Delete any comment that paraphrases the line below it. Delete step number scaffolding comments. Delete commented out code — version control exists. (Clean Code Ch. 4) 6. Match the file's existing style. Read the file you're editing and at least one neighbor before writing. Mirror the casing, import order, error handling, logging, and HTTP/DB client choices. Do not introduce a second pattern. SOLID 7. One actor per module. A class should be answerable to one stakeholder group (Accounting, Auth, Reporting). If two unrelated subsystems both reach into the same class, split it. (SRP, Uncle Bob 2014) 8. Extension via new code, not edits. If adding a new variant requires another type tag branch in an existing function, refactor to a registry, strategy, or polymorphic dispatch first. (OCP) 9. No subclass refuses its parent's contract. Never override a method to signal "not implemented" or "unsupported operation." Never strengthen preconditions or weaken postconditions in an override. If you need to do that, the inheritance is wrong. (LSP) 10. Abstractions live with the client, not the implementation. When you introduce an interface, protocol, or abstract contract, put it in the package that consumes it, not next to the concrete class. (DIP) DRY, KISS, YAGNI 11. Delete duplicated knowledge , not duplicated text . Two functions that look alike but encode different rules are not a DRY violation. One rule expressed in code + docs + schema is. (Pragmatic Programmer, "DRY") 12. The wrong abstraction is worse than duplication. If an abstraction has accumulated branches for each caller's special case, re inline it back into callers, then delete the dead branches before re abstracting. (Sandi Metz, "The Wrong Abstraction") 13. Complexity ceiling: cyclomatic ≤10, nesting depth ≤5. Refactor before exceeding. (McCabe 1976) 14. No speculative anything. No optional parameter, config flag, env var, feature toggle, interface, factory, or base class without a present day caller. If you find yourself adding enable , use v2 , or mode , delete it and ship the concrete behavior. (Fowler, "Yagni") AI specific guardrails — the highest leverage section 15. Never swallow errors with broad catch all handling. Catch only the specific error type you can recover from. If you cannot recover, let the error propagate. Returning null/none/empty success from a catch handler is forbidden unless the function contract documents that behavior. (Karpathy) 16. Guard the boundary; trust the contract. At a trust boundary — external input, request/API payloads, deserialized or cross process data, anything from an untrusted source — validate, even when the happy path looks fine. Inside the boundary, do not add null checks or runtime type checks for values whose declared type or caller contract already excludes that case. The test for a guard is not "could this theoretically be wrong" but "can untrusted data reach here." (arXiv 2409.19182) 17. Verify every import and external call. Before calling a method on a library, confirm it exists in the version installed (read the package, check the lockfile, or import and inspect). Do not generate code based on what the API "should" look like. (USENIX Security '25) 18. No hardcoded "success" returns or mock fixtures in production code. Never return {"status": "ok", ...} or canned data from a function whose spec says it does real work. If you cannot implement, fail explicitly with the language's unimplemented or unsupported operation mechanism and say so. Never disable, skip, or weaken a test to make it pass. (Fowler, Claude Code issue 6984) 19. Re derive, do not copy from similar. When tempted to copy a function and modify it, stop. Re derive from the spec. Off by one and wrong null semantic bugs almost always enter through copy from similar. (arXiv 2411.01414) 20. Enumerate boundary cases before writing them. For any range, off by one, null/empty/one/many, even/odd, or unicode/byte boundary, write the case list in a comment first. Cover each case in code before moving on. 21. Strip dead code before delivery. Run a linter or grep pass for unused imports, unused symbols, unreachable branches, and "just in case" exports. Remove them. A function that nothing calls today does not get to live for "someday." 22. Read before write. Before writing in an unfamiliar repo, read the file you'll edit, one neighbor, and any project rules file (CLAUDE.md, AGENTS.md, README's "conventions" section). Use the project's existing helpers, error types, and logging. 23. No new dependency for what a few lines cover. Before adding a package, check the standard library, the already installed dependencies, and whether a few lines of local code do the job. A new dependency is permanent maintenance and supply chain surface; add one only when it owns real complexity you should not re implement (cryptography, parsing, time zones — illustrative, not exhaustive), never to save ten lines. See [references/dry kiss yagni.md](references/dry kiss yagni.md). The floor — never cut these for simplicity Rule 16 trusts the contract inside the boundary; the items below stay even while you strip speculation (14), defensive guards (16), and dead code (21). Removing one of these is a behavior change, not a cleanup — keep it, or flag it and ask. Validation and sanitization at every trust boundary — external input, request/API payloads, deserialized or cross process data. Error handling that prevents data loss. Securit

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