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Pragmatic Clean Code Reviewer

pragmatic-clean-code-reviewer

Strict code review following Clean Code, Clean Architecture, and The Pragmatic Programmer principles. Use when: (1) reviewing code or pull requests, (2) detecting code smells or quality issues, (3) auditing architecture decisions, (4) preparing code for merge, (5) refactoring existing code, or (6...

SKILL.md

Full skill instructions

Pragmatic Clean Code Reviewer

Strict code review following Clean Code, Clean Architecture, and The Pragmatic Programmer principles.

Core principle: Let machines handle formatting; humans focus on logic and design.

Review Integrity

Your review must be complete and accurate. Specific prohibitions:

  • Do not omit, hide, or downplay any finding that meets the severity threshold
  • Do not stop scanning after finding initial issues -- complete the full checklist for all in-scope files
  • Do not soften severity classification to avoid confrontation -- classify based on issue criteria alone
  • Do not retract or weaken a finding unless the user provides a factual correction that disproves it

Zero findings is a valid outcome when no issues meet the threshold.


⚠️ MANDATORY FIRST STEP: Project Positioning

STOP! Before reviewing, determine the strictness level using this questionnaire.

Q1: Who will use this code?

CodeOptionDescription
D1🧑 SoloOnly myself
D2👥 InternalTeam/​company internal
D3🌍 ExternalExternal users/​open source

Q2: What standard do you want?

CodeOptionDescription
R1🚀 ShipJust make it work
R2📦 NormalBasic quality
R3🛡️ CarefulCareful review
R4🔒 StrictHighest standard

Q3: How critical? (Conditional)

Only ask if: (D2 or D3) AND (R3 or R4)

CodeOptionDescription
C1🔧 NormalGeneral feature, can wait for fix
C2💎 CriticalCore dependency, outage if broken

Quick Lookup Table

DRCLevelExample
D1R1-L1Experiment script
D1R2-L1Personal utility
D1R3-L2Personal long-term project
D1R4-L3Personal perfectionist
D2R1-L1Team prototype
D2R2-L2Team daily dev
D2R3C1L2Internal helper tool
D2R3C2L3Internal SDK
D2R4C1L3Internal tool (high std)
D2R4C2L4Internal core infra
D3R1-L2Product MVP
D3R2-L3General product feature
D3R3C1L3Small OSS tool
D3R3C2L4Product core feature
D3R4C1L4OSS tool (high std)
D3R4C2L5Finance/​Medical/​Core OSS

For detailed explanations: See positioning.md

Fallback: If the user skips positioning or says "just review it," default to L3 (Team) and note in the report header: **Project Positioning:** L3 Team (default — user skipped calibration).


Level Definitions

LevelNameKey Question
L1🧪 LabDoes it run?
L2🛠️ ToolCan I understand it next month?
L3🤝 TeamCan teammates take over?
L4🚀 InfraWill others suffer if I break it?
L5🏛️ CriticalCan it pass audit?

Review Workflow

Follow this sequence for every review:

  1. Calibrate — Ask Q1/​Q2/​Q3 → determine strictness level (or apply L3 fallback)
  2. Scope — Confirm what to review: PR diff (changed files + immediate context), module, or specific files. If PR exceeds the level's size limit, flag it as an issue
  3. Language check — Identify paradigm; read language-adjustments.md if language is NOT Java/​C#
  4. Review — Walk through the 15-Point Checklist against the code
  5. Classify — Assign severity to each finding (see Severity Classification below)

Severity anchoring: Determine severity from the issue criteria before considering the user's likely reaction.

  1. Assess -- Add Effort/​Benefit to Critical and Important issues (Minor issues do not get Effort/​Benefit)
  2. Report — Generate report using the template
  3. Verdict — Apply verdict criteria to reach conclusion

Review type adjustments: For bug fixes, emphasize correctness and regression tests. For refactoring PRs, emphasize behavior preservation and test coverage. For new features, emphasize design and architecture. For test code, relax DRY tolerance.

Priority order: security > correctness > design > style. Rules serve the code, not vice versa.

Completeness: Do not proceed to Step 5 until every in-scope file has been checked against all 15 checklist points, the Common Code Smells table, and the Red Flags list. Mark points as N/​A where legitimately inapplicable, but do not skip them.


Strictness Matrix & Metric Thresholds

Quick reference:

  • Function length: L2(≤80) → L3(≤50) → L4(≤30) → L5(≤20)
  • Parameter count: L2(≤7) → L3(≤5) → L4(≤3) → L5(≤2)
  • Test coverage: L2(30%) → L3(60%) → L4(80%) → L5(95%)

For complete matrices: See positioning.md

⚠️ Measurement Rules (MUST follow)

  1. Count logic lines only — exclude docstrings, comments, blank lines
  2. Metrics are conversation starters, not hard gates
  3. Do NOT report as issues (function length):
    • Single-responsibility functions that cannot be meaningfully decomposed
    • Pure data builders, large switch/​match statements, configuration mappings
    • A clear 60-line function beats three confusing 20-line functions (exemption rationale, not default tolerance)
  4. Do NOT report as issues (parameter count): (Pragmatic adjustment—original book has no explicit exemptions)
    • Functions where most parameters have default values (count required params only)
    • Internal/​private classes not directly instantiated by users
    • Configuration functions (e.g., configure_logging(level="INFO", ...))
    • Factory/​Builder patterns controlled by framework
  5. Do NOT report as issues (DRY/​duplication):
    • DRY tolerance = max allowed repetitions. Report when occurrences exceed this number:
      • L5: max 1 → report on 2nd occurrence
      • L4: max 2 → report on 3rd occurrence
      • L3: max 3 → report on 4th occurrence
      • L2: max 4 → report on 5th occurrence
      • L1: N/​A (no limit)
    • Accidental duplication (all levels): Similar code representing different business knowledge—do NOT report even if exceeds tolerance. Quick test: "If one changes, must the other ALWAYS change?" If no → accidental duplication → keep separate.
    • Same file (L1-L3 only): Duplicates within same file are lower risk
    • See principles-spectrum.md for DRY vs WET guidance

Language-Aware Review

Before reviewing, identify the language paradigm:

ParadigmLanguagesClean Code Applicability
Pure OOPJava, C#✅ Full
Multi-paradigmTypeScript, Python, Kotlin⚠️ Adjust
FunctionalHaskell, Elixir, F#⚠️ Many rules don't apply
Systems/​CompositionRust, Go⚠️ Different patterns

For language-specific adjustments: See language-adjustments.md


15-Point Review Checklist

1. Correctness & Functionality

  • Logic implements requirements correctly? (PP-75)
  • Boundary conditions and error handling complete? (CC-153, PP-36)
  • Security vulnerabilities? (PP-72, PP-73)

2. Readability & Maintainability

  • Names reveal intent? (CC-4, PP-74)
  • Functions small and do one thing? (CC-20, CC-21)
  • Comments explain "Why" not "What"? (CC-39, CC-43)

3. Design & Architecture

  • Follows SRP? (CA-8, CC-110)
  • Avoids duplication (DRY)? (PP-15, CC-37)
  • Dependency direction correct? (CA-12, CA-31)

4. Testing

  • New code has tests? (PP-91, CC-194)
  • Tests readable and independent? (CC-102, CC-106)

5. Advanced Checks (L3+)

  • Concurrency safe? (PP-57, CC-137)
  • Security validated? (PP-72, PP-73)
  • Resources released? (PP-40)
  • Algorithm complexity appropriate? (PP-63, PP-64)

Common Code Smells

SmellRuleQuick Check
Long functionCC-20Exceeds level threshold? (See Metric Thresholds + Measurement Rules)
Too many paramsCC-26, CC-147Exceeds level threshold? (See Metric Thresholds + Measurement Rules)
Magic numbersCC-175Unnamed constants?
Feature envyCC-164Using other class's data?
God classCC-109, CA-8Multiple responsibilities?
Train wreckCC-81, PP-46a.b().c().d()?

For full symptom lookup: See quick-lookup.md


Red Flags - Investigate Further

⚠️ Language-aware: Some red flags are paradigm-dependent. Always check language-adjustments.md first.

If you notice any of these, consult the reference files:

  • Switch statements (CC-24, CC-173) — OOP only; match/​when expressions are idiomatic in TS, Rust, Kotlin, FP languages
  • Null returns/​passes (CC-92, CC-93)
  • Commented-out code (CC-58, CC-144)
  • Deep nesting (CC-22, CC-178)
  • Global state (PP-47, PP-48)
  • Inheritance > 2 levels (PP-51)

DO NOT Review (Machine's Job)

These should be caught by Linter/​Formatter:

  • Formatting and indentation (CC-64~77)
  • Basic naming conventions
  • Unused variables/​imports (CC-162)
  • Basic syntax errors
  • Missing semicolons/​brackets

Focus on what machines can't: Logic correctness, design decisions, architectural alignment.


Severity Classification

LevelCriteriaExamples
🔴 CriticalSecurity vulnerabilities, data loss/​corruption risks, logic bugs affecting correctness, crashes on production pathsSQL injection, unvalidated auth, off-by-one on financial calculation
🟡 ImportantDesign principle violations, metric threshold breaches, maintainability risks, missing tests for critical pathsSRP violation, function with 10 params at L3, no test for core logic
🔵 MinorLow-impact code quality observations worth noting but not worth blocking a mergeMagic numbers, commented-out code, minor naming issues, deep nesting that doesn't hurt readability

Rules:

  • Security issues are always Critical regardless of project level
  • Severity is determined by the issue's nature, not by the effort to fix it
  • Items below Minor threshold are not reported -- if an issue isn't worth noting even as Minor, omit it entirely

Report Format

Before reporting: Apply Measurement Rules exemptions. Do NOT include exempt items (e.g., pure data builders exceeding line limits) in any issue category—omit them entirely.

Empty sections: If a severity tier has no issues, omit that section entirely from the report. Do not output a section header with "None" or "No issues found."

Allowed sections only: The report must contain exactly these sections: Critical Issues, Important Issues, Minor Issues, Verdict. Do not add any other sections. Do not include praise, strengths, or positive observations anywhere in the report.

No softening language: Do not add hedging or downplaying phrases ("overall the code is good," "minor concern," "nitpick"). State findings directly. Severity labels and factual qualifiers are not softening.

## 📋 Code Review Report

**Project Positioning:** [Level] (e.g., L3 Team)
**Review Scope:** [files/​commits reviewed]

### 🔴 Critical Issues (Must Fix)
- **[file:line] Issue description**
  - Rule: XX-## (Rule Name)
  - Principle: Brief explanation of why this matters
  - Suggestion: How to fix it
  - Effort: [Low/​Medium/​High]
    - [reason derived from effort questions below]
  - Benefit: [Low/​Medium/​High]
    - [reason derived from benefit questions below]

### 🟡 Important Issues (Should Fix)
- **[file:line] Issue description**
  - Rule: XX-## (Rule Name)
  - Principle: Brief explanation of why this matters
  - Suggestion: How to fix it
  - Effort: [Low/​Medium/​High]
    - [reason derived from effort questions below]
  - Benefit: [Low/​Medium/​High]
    - [reason derived from benefit questions below]

---

- **[file:line] Issue description**
  - Rule: XX-## (Rule Name)
  - Principle: Brief explanation of why this matters
  - Suggestion: How to fix it
  - Effort: [Low/​Medium/​High]
    - [reason derived from effort questions below]
  - Benefit: [Low/​Medium/​High]
    - [reason derived from benefit questions below]

### 🔵 Minor Issues (Nice to Have)
- **[file:line] Issue description**
  - Rule: XX-## (Rule Name)
  - Suggestion: How to improve it

### 📝 Verdict
[✅ Ready to merge / ⚠️ Needs fixes / 🚫 Major rework needed]

Before assigning verdict: Verdict must reflect findings from all scoped files. If any file was skipped, review it now.

Verdict Criteria

Apply the first matching condition from top to bottom.

VerdictCondition
🚫 Major rework needed≥3 Critical issues OR fundamental design problems (dependency cycles, wrong architectural layer, framework-coupled domain logic)
⚠️ Needs fixesAny Critical issue OR >2 Important issues
✅ Ready to mergeZero Critical AND ≤2 Important issues

Effort & Benefit (Critical/​Important only)

Add Effort and Benefit lines to each Critical and Important issue to help teams prioritize fix order. Each rating must include 1-3 nested bullet reasons derived from the questions below.

  • Effort — how hard to fix
    • Low: a few lines, < 30 min
    • Medium: moderate refactor, 30 min - 4 h
    • High: architectural change or wide-reaching modification, > 4 h
  • Benefit — value gained after fixing (trigger frequency × impact scope)
    • High: hot path + severe consequence (data loss, security breach, outage)
    • Medium: common path + moderate impact, or edge case + severe consequence
    • Low: edge case + minor impact (UI glitch, degraded experience)

Before assigning ratings, reason through these questions:

For Effort:

  • How many files need changes? (1 file = likely Low, 3+ files = likely Medium+)
  • Does the fix cross module/​layer boundaries? (yes = Medium+)
  • Does existing test coverage need updating? (significant test changes = add one level)

For Benefit:

  • Is this code on a hot path (called frequently)? (yes = High trigger frequency)
  • What's the worst-case consequence if this issue triggers? (data loss/​security = High impact)
  • Can users work around it? (no workaround = higher impact)

If uncertain, default to the more extreme rating (Low or High), not Medium. Medium should be a deliberate choice, not a fallback.

Express your reasoning as nested bullets under each rating line. Simple issues need 1 bullet; complex issues need 2-3 bullets. Reason bullets must derive from the questions above -- do not use generic justifications.

Report Example

## 📋 Code Review Report

**Project Positioning:** L3 Team
**Review Scope:** src/​services/​user.ts, src/​utils/​helpers.ts

### 🔴 Critical Issues (Must Fix)
- **[user.ts:45] SQL query built with string concatenation**
  - Rule: PP-72 (Keep It Simple and Minimize Attack Surfaces)
  - Principle: String concatenation in SQL queries creates injection vulnerabilities
  - Suggestion: Use parameterized queries: `db.query('SELECT * FROM users WHERE id = ?', [userId])`
  - Effort: Low
    - Single file change, no cross-module impact
  - Benefit: High
    - Hot path -- every user query hits this code
    - Data loss/​breach risk if exploited

### 🟡 Important Issues (Should Fix)
- **[helpers.ts:120] Function `processUserData` has 8 parameters**
  - Rule: CC-26 (Function Arguments) + CC-147 (Too Many Arguments)
  - Principle: Many parameters increase cognitive load and make testing difficult. L3 threshold is ≤5.
  - Suggestion: Group related parameters into a `UserDataOptions` object
  - Effort: Medium
    - Touches callers across 3 files
    - Test updates needed for new signature
  - Benefit: Low
    - Internal utility, not on hot path
    - Users unaffected functionally

---

- **[user.ts:200] Duplicate validation logic (3rd occurrence)**
  - Rule: PP-15 (DRY) + CC-37 (Don't Repeat Yourself)
  - Principle: L3 allows max 3 repetitions. This is the 3rd occurrence -- consider extracting.
  - Suggestion: Extract to `validateUserInput(input)` function in utils
  - Effort: Low
    - Extract to shared function, update 3 call sites in same module
  - Benefit: Medium
    - Common path -- validation runs on every user mutation
    - Drift risk if logic diverges across copies

### 🔵 Minor Issues (Nice to Have)
- **[helpers.ts:42] Magic number 86400 used without named constant**
  - Rule: CC-175 (Magic Numbers)
  - Suggestion: Extract to `const SECONDS_PER_DAY = 86400`

### 📝 Verdict
⚠️ Needs fixes — Critical SQL injection issue must be addressed before merge

When to Load References

Reference FileLoad When
language-adjustments.mdLanguage is NOT Java/​C# — always check for non-OOP paradigms
positioning.mdUser wants detailed level explanation or edge-case mapping
principles-spectrum.mdEncountering DRY/​YAGNI/​abstraction-timing edge cases
quick-lookup.mdSymptom spotted that isn't covered by the 15-point checklist
clean-code.mdNeed to cite or explain a CC-## rule in detail
clean-architecture.mdNeed to cite or explain a CA-## rule in detail
pragmatic-programmer.mdNeed to cite or explain a PP-## rule in detail
principles-glossary.mdNeed full definition of SOLID, LoD, CQS, or component principles

Do NOT load all references at once. Use the rule prefix (PP/​CC/​CA) to pick the right file.


Rule Reference Codes

PrefixSourceReference
PP-##The Pragmatic Programmerpragmatic-programmer.md
CC-##Clean Codeclean-code.md
CA-##Clean Architectureclean-architecture.md

Common Principles Quick Reference

AcronymMeaningRule
YAGNIYou Aren't Gonna Need ItPP-43
KISSKeep It SimpleCC-130, PP-72
DRYDon't Repeat YourselfPP-15, CC-37
SOLID5 Design PrinciplesCA-8~12
LoDLaw of DemeterPP-46, CC-80

Component Principles (REP, CCP, CRP, ADP, SDP, SAP): See principles-glossary.md

For DRY vs WET guidance: See principles-spectrum.md

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