DevToolsAICodeQualitySaaS

AI Code Archaeology – Health Check Before Inheriting AI Spaghetti

Analyze AI-written code to uncover hidden architecture traps and modification costs

Problem
A V2EX user inherited a store system heavily built with AI coding; issues never stopped, modifications became harder, and AI kept adding unnecessary corner-case defenses. He's torn between rewriting or patching. Another user found an AI-generated Controller injecting another Controller with @EventListener.
Solution
Upload a codebase to automatically analyze AI-generated code patterns: unreasonable dependency injections, over-defensive programming, circular dependencies, duplicate logic; output a modifiability score and refactoring suggestions; optionally trace which AI sessions touched each file if git history exists.
Users
Developers and tech leads inheriting AI-generated projects
MVP
Support zip upload or git repo connection; identify common AI code smells (e.g., Controllers injecting each other, unnecessary @Lazy); generate a visual dependency graph and issue list; output rewrite vs. maintain cost estimation.
Revenue
Pay-per-analysis ($19 each) or subscription ($29/month for unlimited analyses, with self-hosted option).
Why now
The first wave of vibe-coded projects is entering maintenance, technical debt is surfacing, and no dedicated tool exists for AI-specific code smells.

Source discussions · 2

  1. V2EX[程序员] 前期大量 AI coding 上线的项目,越来越改不动了,该重写吗?0↑ 13
  2. V2EX[程序员] vibecoding 时一个恐怖的事0↑ 5
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