Resilient PDF

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name: resilient-pdf description: Recover PDF extraction and summarization workflows when native PDF handling fails, hangs, times out, or rejects large files. Use when working with local or remote PDFs, especially research papers, manuals, system cards, or other long documents that exceed provider limits or fail in the built-in pdf tool. Supports URL download, local extraction via uvx + markitdown[pdf], optional chunking, and first-pass summary artifacts.

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Resilient PDF

Use this skill as a fallback workflow for PDFs that break normal analysis paths.

Overview

Prefer the built-in pdf tool first when it is likely to work. If it fails, hangs, times out, or the file is too large, switch to this local workflow.

Read references/patterns.md if you need the rationale, chunking heuristics, or fallback guidance.

Workflow

1. Confirm the PDF source. - If remote, download it into the workspace first. - If local, confirm the path and file size.

2. Decide whether the normal path is already broken. - Trigger this skill when the built-in pdf tool aborts, provider-native upload fails, or file limits make direct analysis unlikely to work.

3. Run the helper extractor. - Use scripts/extract_pdf.py to extract markdown locally. - Use --url to download a remote PDF first. - Add --chunk-dir when the output will be too large to read in one pass. - Add --summary-out to generate a lightweight first-pass summary artifact.

4. Inspect the extracted output. - Read the head, table of contents, or key sections first. - Do not trust a summary until the extracted text looks sane.

5. Summarize or analyze. - For short outputs, read the extracted markdown directly. - For long outputs, read selected chunks or key sections. - Use the generated first-pass summary as a navigation aid, not as final truth. - Keep quoted claims and numeric claims grounded in the extracted text.

Helper script

Local file command:

python3 skills/resilient-pdf/scripts/extract_pdf.py  --out  --json

Remote URL command:

python3 skills/resilient-pdf/scripts/extract_pdf.py \
  --url  \
  --out  \
  --download-to  \
  --json

Chunked plus summary command:

python3 skills/resilient-pdf/scripts/extract_pdf.py  \
  --out  \
  --chunk-dir  \
  --summary-out  \
  --chunk-chars 120000 \
  --chunk-overlap 4000 \
  --json

The script:

accepts either a local file path or --url

downloads remote PDFs when needed

looks for uvx

invokes uvx --from 'markitdown[pdf]' markitdown

writes extracted markdown

optionally writes chunk files

optionally writes a lightweight first-pass summary markdown file

emits a machine-readable JSON result

If dependencies are missing

If uvx is not available, tell the operator the exact command to install it:

python3 -m pip install --user --break-system-packages uv

Do not silently install dependencies unless the user asked you to.

Output expectations

A successful run should give you:

downloaded PDF path when using --url

extracted markdown path

byte count

text character count

optional chunk paths

optional first-pass summary path

Use those outputs as the source of truth for later summarization.

Notes

This skill does not replace the built-in pdf tool. It is the fallback when that path is unreliable.

Prefer workspace-local outputs so later reads and summaries are reproducible.

If the extracted markdown is noisy, inspect section headers and sample passages before making strong claims.

This skill does not replace the built-in pdf tool. It is the fallback when that path is unreliable.

Prefer workspace-local outputs so later reads and summaries are reproducible.

If the extracted markdown is noisy, inspect section headers and sample passages before making strong claims.