LLM Token Skeletonizer Engine

AST Structural Code & Doc Skeletonizer

Compress codebases and technical specifications by up to 92% before feeding to AI models.

Live ContextSkeleton Platform Benchmark Data

Empirical Token Savings During Platform Build

By utilizing AST structural skeletonization while building ContextSkeleton's 14 products, raw prompt token consumption was compressed from 485,000 tokens down to 42,100 tokens—saving $1,328+ in API costs.

Raw Tokens485,000
Skeletonized42,100
Net Savings-91.3%

Source Code or Document Text

Compressed Structural Skeleton

Paste code on the left to see the folded AST structural skeleton and token reduction.