Use cases

KI-generierter Code-Cleanup & Technische-Schulden-Reduktion

KI-generierte technische Schulden in wartbare, dokumentierte Systeme verwandeln

$5 free credits • Pay-as-you-go • Works with your existing tools

The problems you face today

KI-generierter Code fehlt Architektur-Dokumentation
Multi-Modell-Analyse dokumentiert Intent und Abhängigkeiten
Technische Schulden aus schnellem KI-Prototyping häufen sich schnell
Systematische Refactoring-Pläne mit Impact-Analyse
Black-Box-KI-Code ist schwer zu debuggen und zu warten
KI-Entscheidungen in klare Patterns reverse-engineeren

How it works

1

KI-generierte Codebase und Patterns analysieren

2

Technische-Schulden-Hotspots identifizieren

3

Refactoring-Pläne von mehreren Modellen generieren

4

Cleanup mit Validierung ausführen

Key capabilities

KI-Code-Pattern-Analyse
Technische-Schulden-Quantifizierung
Multi-Modell-Refactoring-Synthese
Dependency-Mapping für sicheren Cleanup

Technical implementation

Intelligent File Discovery

Hierarchical folder selection, pattern filtering, and AI relevance assessment

  • Root folder selection based on task
  • Targeted regex pattern groups
  • LLM analyzes actual file contents
  • Automatic dependency detection
  • Files organized into XML for LLM consumption

Multi-Model Planning

Generate multiple implementation approaches using different AI models, then synthesize the best solution

  • OpenAI GPT‑5 family (GPT‑5 and GPT‑5 Thinking/Pro), historical o‑series (e.g., o3 variants); Anthropic Claude Sonnet 4 and Opus 4.1; Google Gemini 2.5 Pro - availability and features vary by plan and endpoint (ChatGPT vs API).
  • AI architect merges best insights
  • Your guidance shapes the merge

Use official vendor docs to confirm features like streaming, function calling, and background mode for each model.

Quick setup for your workflow

1

Install PlanToCode

Download for your platform. Launches in seconds, no complex setup.

2

Connect your tools

Integrates with Claude Code, Cursor, Codex CLI and more.

3

Start planning

$5 free credits to start. Generate your first implementation plan in under a minute.

Available for macOS & Windows • $5 free credits

What developers achieve

75%
Fewer production bugs
Impact analysis catches issues before deployment
3x
Faster large changes
Multi-model plans handle complexity better
100%
Architectural alignment
AI follows your patterns and principles

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Related resources

Documentation

Complete guides for getting started

Read the docs

Video Demo

See ki-generierter code-cleanup & technische-schulden-reduktion in action

Watch demo

Architecture

Deep dive into how PlanToCode works

Learn more

Ready to get started?

Join thousands of developers who ship with confidence using architectural AI planning.

Pay-as-you-go credits. $5 free for new users. No subscription traps.

KI-generierte Technische Schulden beheben | Code-Cleanup-Tool | PlanToCode