From Jason's Forge · AI Code Validation

Paste your code.
Get your audit.

The AI that wrote your code is biased toward thinking it's correct. This tool isn't. Paste your script, get a line-by-line diagnosis of every failure before it goes live.

→ Interactive Lesson → Step-by-Step Checklist

🔍 Code Auditor

📖 Lessons

✅ Checklist

🎯 Quiz

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Operating System

Script Purpose

Your Script 0 lines

Audit Results —

Paste your script on the left and hit Run Audit.

The auditor checks for:
· Hardcoded credentials
· Relative file paths (cron killer)
· Missing logging
· Silent failure modes
· Virtual environment issues
· X/Twitter auth gaps
· macOS cron limitations

Six lessons covering exactly why AI-generated code fails in scheduled environments — and the system to catch every failure before it goes live.

Lesson 01

Why AI Code Fails (Even When It Looks Right)

The 3 failure patterns that cause every cron job crash

Open lesson →

Lesson 02

Write the Spec Before the Code

The PRD that eliminates Claude's assumptions

Open lesson →

Lesson 03

Use a Second AI to Audit the First

Critic framing vs builder framing — why it changes everything