heavy-file-ingestion-claude-code

Convert large PDFs, DOCX, PPTX, XLSX, CSV, and TSV files into markdown or CSV artifacts with an index.md.

4.4k|856|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/NateBJones-Projects/OB1 --skill heavy-file-ingestion-claude-code-natebjones-projects
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: heavy-file-ingestion-claude-code
Source: https://github.com/NateBJones-Projects/OB1/tree/main/skills/heavy-file-ingestion/variants/claude-code
Command: npx skills add https://github.com/NateBJones-Projects/OB1 --skill heavy-file-ingestion-claude-code-natebjones-projects

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pdfplumber, python-docx, python-pptx, openpyxl, and includes scripts (resource) and references (resource) components.

What problem does it solve?

Claude Code can convert files locally but reading large or structured source files directly wastes model context and tokens; this Skill ensures heavy documents are preprocessed into lightweight artifacts before analysis to keep costs and latency low.

Core Features & Use Cases

  • Deterministic conversion to markdown or per-sheet CSV using a bundled converter script to avoid expensive model-based ingestion.
  • Lightweight indexing by generating an index.md that summarizes structure and guides which parts to read or sample.
  • Routing and fallback rules that prefer converted artifacts, recommend installing specific deterministic dependencies when needed, and escalate to stronger models only after compression.
  • Use case: Convert a multi-megabyte PDF into a markdown working copy with an index, then ask for a chapter-by-chapter summary without sending the original PDF to the model.

Quick Start

Run the bundled converter on the target file, inspect the generated index.md, then ask the assistant to summarize the indexed sections.

Frequently Asked Questions about heavy-file-ingestion-claude-code

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I convert large PDF files to markdown for analysis without wasting model context?

This Skill preprocesses heavy PDFs into compact markdown artifacts using a deterministic converter script, generating an index.md to guide token-efficient reading and avoid wasting model context during analysis.

What is the best way to convert DOCX and PPTX files to markdown or CSV?

The best way to convert DOCX and PPTX files is using a deterministic converter script that transforms structured documents into compact markdown or per-sheet CSV artifacts, producing an index to guide efficient analysis.

Do I need to install pdfplumber and openpyxl to ingest heavy XLSX and PDF files?

Yes, you need dependencies like pdfplumber and openpyxl, as the Skill can automatically install these specific deterministic libraries when required to process heavy XLSX and PDF files into compact artifacts.

Can I summarize a multi-megabyte PDF chapter-by-chapter without sending the original file to the model?

Yes, you can summarize a multi-megabyte PDF chapter-by-chapter by converting it to a markdown working copy with an index, then asking the assistant to summarize the indexed sections without sending the original PDF to the model.

Why does converting heavy files before analysis keep costs and latency low?

Converting heavy files before analysis keeps costs and latency low by preprocessing large structured source files into lightweight artifacts, ensuring direct ingestion does not waste model context or tokens.

Does this file conversion approach support TSV and CSV formats?

Yes, this file conversion approach supports TSV and CSV formats by applying a deterministic converter script to transform heavy structured files into compact markdown or CSV artifacts for efficient analysis.