PR-Slop-Buster: AI Code Bloat & Dependency Auditor

    1

    Detect and remove AI-generated code bloat, redundant dependencies, and over-engineered boilerplate.

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    PR-Slop-Buster: AI Code Bloat & Dependency Auditor

    Example session with this skill installed

    Audit this authentication module PR diff for AI-generated code bloat, unnecessary dependencies, and mock abuse before I submit it for code review.

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    • Compiled the pr-slop-buster

    I have completed the audit of your authentication module. The implementation shows signs of AI-generated over-engineering, particularly in the token handling logic and test suite.

    PR Slop Scorecard: 42% (Moderate Bloat)

    Audit CategoryStatusFindingRecommendation
    Dependency🚩 FailImported lodash.merge for a single object update.Use native { ...spread } or Object.assign().
    Abstraction⚠️ WarningAuthServiceFactoryInterface found for a single provider.Flatten to a simple functional export.
    Testing🚩 Failexpect(service).toBeDefined() is the only test case.Add functional tests for JWT expiration logic.
    Comments✅ CleanNo redundant parrot comments detected.N/A

    Actionable Refactoring

    // BEFORE: AI-generated boilerplate
import _ from 'lodash';
export class AuthProviderFactory {
  public static create() {
    return new AuthProvider();
  }
}
const config = _.merge({}, defaultOptions, userOptions);

// AFTER: Minimalist implementation
export const authProvider = new AuthProvider();
const config = { ...defaultOptions, ...userOptions };

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    About this skill

    AI coding assistants often hallucinate unnecessary abstractions, add redundant dependencies, and generate shallow tests that inflate coverage without adding value. This skill acts as a ruthless staff engineer review lens, identifying and stripping away AI-generated bloat before your code hits production.

    What it does

    • Dependency auditing flags heavy external libraries like lodash or moment when native standard library alternatives exist.
    • Tautological test detection catches mock abuse and tests that assert truth without verifying actual state mutations.
    • Boilerplate decoupling identifies premature abstractions such as over-engineered factories or unnecessary singleton patterns.
    • Comment pruning removes parrot comments that merely rephrase variable names without adding architectural context.
    • Slop indexing assigns a percentage score to your diff to quantify code quality and maintenance burden.

    How it works

    1. Input Analysis: The agent scans your git diff or specific source files for common AI-generated anti-patterns.
    2. Scoring: It calculates a Slop Index Score from 0% to 100% based on detected bloat and dependency inflation.
    3. Audit Reporting: It generates a structured PR Slop Scorecard detailing every violation.
    4. Refactoring: The agent provides specific minimalist code replacements to simplify the implementation.

    Frameworks & tools

    This skill is language-agnostic but optimized for modern ecosystems like Node.js (npm), Python (pip), and TypeScript. It works directly within AI-powered IDEs and CLI tools.

    Why this beats prompting it yourself

    General-purpose models often hesitate to criticize their own output or suggest removing code they just wrote. This skill enforces a specific minimalist constraint that prioritizes lower cognitive load over impressive-looking boilerplate.

    Use cases

    • Auditing AI-assisted pull requests for hidden maintenance debt.
    • Replacing heavy legacy dependencies with modern native one-liners.
    • Cleaning up over-engineered wrappers in new feature branches.
    • Verifying that test suites actually test logic rather than just mocks.

    Known limitations

    This skill focuses on code structure and bloat. It does not perform deep security vulnerability scanning or complex runtime performance profiling.

    How to use

    Skills on Agensi run inside your AI agent. Copy the prompt, paste it into your agent, and it connects to Agensi and installs this skill for you. If a payment is needed, your agent shows it to you first.

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