What if ALL of science ran on one language?
Protein. Molecular. Weather patterns. They're all becoming the same thing: token sequences.
We call this the Token-Driven Research Paradigm—a new mode of knowledge production.
The fifth scientific paradigm is unfolding.
No more burning 10k tokens on a 60-page doc when you only need the Methods section.
pip install shuck-file
Works as CLI, MCP server, or Claude Code plugin.
https://t.co/4qp6X5ndsW
My Claude Code do the same thing every time it hit a .docx:
1) Write a python-docx script
2) Dump the entire document into context
3) Lose all tables and formatting
So I built shuck-file.
https://t.co/4qp6X5ndsW
Gives AI a document map so it reads only what it needs.
Your AI agent doesn't need 50 pages. It needs the 3 paragraphs that matter.
one command to extract smart, structured Markdown from .docx, .pdf, .xlsx, .pptx.
Small file → clean output
Large file → document map → targeted extraction