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The Build Score Framework

A 6-dimension evaluation framework to grade AI-generated code quality.

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The Problem It Solves

Learn how to systematically score code correctness, ARIA accessibility features, build performance, security configurations, SEO tags, and readability.

πŸ“ Schematic Architecture Diagram

A hexagonal radar diagram measuring: Correctness (logic matching spec), Accessibility (semantic HTML + ARIA), Performance (Next.js bundle trace size), Security (CORS + SQL validation checks), SEO Hygiene (Metadata + JSON-LD), and Readability (Clean separation of styles).

The Build Score Framework

The Build Score is our quantitative methodology to evaluate whether an AI-built application is production-ready.

Vibe Coding makes building software extremely fast, but it can lead to hidden technical debt. We use The Build Score to establish strict quality control.

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The 6 Evaluation Dimensions

code
[ Correctness ] (25%)
                         /          (15%) [ SEO ] /   [ Accessibility ] (15%)
                       |    |
          (15%) [ Sec ]   / [ Performance ] (15%)
                         /
                  [ Readability ] (15%)

1. Correctness (Weight: 25%)

Does the code match the detailed requirements specified in the SPEC.md? Are there missing edge cases?
  • Check: Verify all user flows run correctly.
  • Fail: Missing feature blocks or placeholders left in codebase.

2. Accessibility (Weight: 15%)

AI tools frequently ignore accessibility. Web applications must be usable for all readers.
  • Check: Proper semantic HTML elements (e.g.
    ,
    ,
  • Fail: Using nesting div elements for buttons or links without keyboard controls.

3. Performance (Weight: 15%)

AI-generated frameworks often import heavy packages or cause unnecessary component re-renders.
  • Check: Next.js build bundle trace checks, optimized image elements, and dynamic imports where appropriate.
  • Fail: Unused package imports or rendering massive client bundles.

4. Security (Weight: 15%)

Ensure AI coding outputs do not introduce common vulnerabilities.
  • Check: CSRF check configs, sanitized input controls, CORS constraints, and database query parameters.
  • Fail: Direct database interpolation or raw client-facing credentials.

5. SEO Hygiene (Weight: 15%)

Ensure proper search indexation and metadata mapping.
  • Check: Dynamic metadata parameters, canonical tags, semantic H1-H6 headers, and valid JSON-LD schemas.
  • Fail: Missing pages sitemaps or generic page title tags.

6. Code Readability (Weight: 15%)

The codebase must be structured cleanly so future AI sessions (and humans) can easily parse it.
  • Check: Modular component architecture, descriptive CSS variable themes, and preserved documentation comments.
  • Fail: Monolithic single-file applications or duplicate utility methods.
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The Grading Matrix

ScoreRatingAction
90-100A (Production Ready)Deploy to production immediately.
75-89B (Minor Refactoring Required)Refactor styling tags or SEO metadata before release.
50-74C (Warning State)Do not deploy. Re-prompt AI to correct accessibility or security faults.
Below 50F (Failure)Re-assess SPEC.md rules and restart prompt loops.

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Checklist: Build Score Audit

  • [ ] Check logic correctness against specifications requirements.
  • [ ] Audit semantic HTML tags and ARIA keyboard accessibility.
  • [ ] Check bundle sizes and compile logs.
  • [ ] Review query interfaces for security hazards.
  • [ ] Confirm page sitemap routes and metadata declarations.
  • [ ] Clean up redundant package imports and dead code.
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Download Printable The Build Score Framework Checklist

Get the structured checklist tasks of this visual playbook to configure your workspace offline.

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