Compressing Codebases & Specifications by 90%+ with LLM Token Skeletonizer

The High Cost of Context Window Token Inflation

Feeding raw source code files or 200-page specification documents into LLM prompts consumes tens of thousands of tokens, increasing API costs and causing attention drift.

AST-Level Structural Skeletonization

The ContextSkeleton LLM Token Skeletonizer (100% Free) performs structural code folding:

• Interface & Class Signature Extraction: Preserves method signatures, type definitions, and docstrings while stripping internal boilerplate.
• Up to 92% Token Reduction: Cuts a 1,000-token module down to ~80 structural tokens.
• MCP Server Integration: Plug directly into Claude Desktop and AI agent workflows.