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Review code changes and remove AI-generated patterns like excessive comments, gratuitous defensive checks, type escape hatches, and over-engineering.

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SKILL.md

name code-review
description Review code changes and remove AI-generated patterns like excessive comments, gratuitous defensive checks, type escape hatches, and over-engineering.

Code Review Skill

Review code changes and remove AI-generated patterns that don't match human-written code.

Usage

When asked to review a branch or diff, check for and remove AI code slop.

What to Look For

Excessive Comments

AI tends to over-comment. Remove comments that:

  • State the obvious (e.g., // increment counter above counter++)
  • Repeat the function/variable name
  • Are inconsistent with commenting patterns elsewhere in the file
  • Explain what instead of why
// ❌ Remove: States the obvious
// Check if the user is valid
if (isValidUser(user)) {

// ❌ Remove: Repeats the code
// Set the status to active
status = 'active';

// ✅ Keep: Explains why
// Must check expiry before validation because expired tokens cause cryptic errors
if (isExpired(token)) return null;

Gratuitous Defensive Checks

Remove defensive code that doesn't match the codebase style, especially:

  • Null checks on values already validated upstream
  • Type checks on typed parameters
  • Try/catch blocks in trusted codepaths
  • Redundant input validation
// ❌ Remove if upstream already validates
function processOrder(order: Order) {
    if (!order) throw new Error('Order is required');  // Caller already validates
    if (!order.items) throw new Error('Items required');  // Type guarantees this
    // ...
}

// ✅ Keep: Boundary validation
export async function handleRequest(event: APIGatewayEvent) {
    if (!event.body) return { statusCode: 400, body: 'Missing body' };
    // ...
}

Type Escape Hatches

AI often casts to any to silence type errors. Fix the types instead.

// ❌ Bad: Casting to any
const result = (data as any).value;

// ✅ Good: Fix the type
interface DataWithValue { value: string; }
const result = (<DataWithValue>data).value;

// ✅ Also good: Type guard
if (hasValue(data)) {
    const result = data.value;
}

Style Inconsistencies

Check for patterns that differ from the rest of the file:

  • Different naming conventions (camelCase vs snake_case)
  • Different import styles (namespace vs named)
  • Different error handling patterns
  • Different comment styles
  • Different brace/spacing conventions

Over-Engineering

Remove unnecessary abstractions:

  • Wrapper functions that just call another function
  • Interfaces with only one implementation
  • Generic types that aren't reused
  • Utility functions used only once
// ❌ Remove: Unnecessary wrapper
function getItemCount(items: Item[]) {
    return items.length;
}

// ❌ Remove: One-use interface
interface ProcessingOptions {
    validate: boolean;
}
function process(data: Data, options: ProcessingOptions) { ... }
// Only called once: process(data, { validate: true })

Verbose Logging

AI adds excessive logging. Match the codebase's logging level.

// ❌ Remove if file doesn't log at this level
console.log('Processing started');
console.log('Validating input...');
console.log('Input validated successfully');
console.log('Processing complete');

// ✅ Keep: Matches existing error logging pattern
console.error(`Failed to process order ${orderId}: ${error.message}`);

Review Process

  1. Get the diff: Compare against main branch
  2. Scan each file: Look for the patterns above
  3. Check consistency: Compare against unchanged portions of same file
  4. Make targeted fixes: Remove slop without changing correct code
  5. Summarize: Report 1-3 sentences on what was changed

Output Format

After reviewing, provide a brief summary:

Removed 3 redundant null checks in order-processor.ts (upstream validation handles these). 
Deleted 8 obvious comments and converted 2 unnecessary try/catch blocks to let errors propagate.