The Free V2P Scorecard

Review your submitted source across the 4 implemented V2P pillars and 20 weighted rubric points.

What is the Free Scorecard?

The V2P Scorecard summarizes the source audit across Security, Performance, UX & Reliability, and Code Quality.

It is a clear starting point for understanding source-code findings before deciding what to repair and re-audit.

You'll See Results Across 4 Pillars

S

Security

Secrets, access control, input validation, and data exposure

P

Performance

Queries, frontend performance, caching, and APIs

U

UX & Reliability

Errors, accessibility, forms, mobile, loading, and empty states

Q

Code Quality

Architecture, types, dependencies, tests, documentation, and vibe-code patterns

What You'll Receive

Scores across all 20 weighted rubric points
Four pillar rollups and one overall score
File-level findings with severity and evidence
Coverage disclosures and public-status gates
AI-assisted repair guidance
A clear source-audit scope statement

Why This Matters

If you're building with AI coding tools like v0, Lovable, Bolt, or Cursor, you know how fast you can create working software.

But does your AI-generated code meet production standards for security, stability, and maintainability?

The scorecard shows what the submitted source demonstrates and where the evidence indicates more work is needed.

Ready to See Your Score?

Apply the 4-pillar, 20-point methodology to your source snapshot.

Start an Audit