stAIpler scans your project, finds missing instruction layers, and optimizes your agent's context. Same model, dramatically better results.
The Problem
Every AI tool has its own instruction file. None of them talk to each other. Your agent gets fragments instead of a complete picture.
Without an identity layer, your agent doesn't know what role it plays.
Without constraints, the agent has no safety boundaries or coding standards.
No way to know if your instruction files are complete or effective.
CLAUDE.md, AGENTS.md, .cursorrules — every tool expects a different file.
How It Works
stAIpler takes your agent from blank slate to domain expert.
Discovers all instruction files across 30+ formats automatically.
Maps files to layers and scores coverage. Shows you the gaps.
AI generates missing layers using your project context.
A/B tests optimized stack vs control. Quantifies improvement.
Real Results
The Standard
Three classes of instruction files. Native assets stAIpler compiles, imported files it normalizes, and project docs it can reference.
The core stAIpler vocabulary
External ecosystem files normalized
Project docs for optional context
Ecosystem Support
stAIpler doesn't replace your tools. It makes them all better.
Free to start. Install the CLI or create an account to use the web dashboard.
$ npx staipler optimize --scan-onlyCreate Free Account