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Get Started Free →Use when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler) and use Python tools such as `reportlab`, `pdfplumber`, and `pypdf` for generation and extraction.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-14 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -53% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -59% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 92% | 0% |
| case-19 | ✗→✓ | ▲ Improved | -41% | 0% |
pdftoppm if available.reportlab to generate PDFs when creating new documents.pdfplumber (or pypdf) for text extraction and quick checks; do not rely on it for layout fidelity.tmp/pdfs/ for intermediate files; delete when done.output/pdf/ when working in this repo.Prefer uv for dependency management.
Python packages:
uv pip install reportlab pdfplumber pypdfIf uv is unavailable:
python3 -m pip install reportlab pdfplumber pypdfSystem tools (for rendering):
# macOS (Homebrew)
brew install poppler
# Ubuntu/Debian
sudo apt-get install -y poppler-utilsIf installation isn't possible in this environment, tell the user which dependency is missing and how to install it locally.
No required environment variables.
pdftoppm -png $INPUT_PDF $OUTPUT_PREFIXOther measured skills in the registry, with their headline benchmark lift.