Convert PDF documents to Markdown format using Mistral's OCR API. Automatically extracts text, formatting, and images.
When to Use
- Converting research papers or documents to Markdown
- Extracting text from scanned PDFs (OCR capability)
- Preserving document structure with headers and formatting
- Extracting embedded images from PDFs
Quick Start
Run the conversion script from this skill's directory. In the commands below, <skill-dir> is the directory containing this SKILL.md — substitute the real path so the invocation works regardless of which harness loaded the skill or where it is installed.
# Convert entire PDF
uv run --script <skill-dir>/scripts/convert_pdf_to_markdown.py input.pdf output.md
Convert specific pages
uv run --script /scripts/convert_pdf_to_markdown.py input.pdf output.md --pages "1-5" uv run --script /scripts/convert_pdf_to_markdown.py input.pdf output.md --pages "1,3,5"
## Output Structure
Each conversion is written as a self-contained folder. Passing `Output/PDFConversions/paper_alpha.md` creates `Output/PDFConversions/paper_alpha/paper_alpha.md`, with extracted images beside it under `images/`:
Output/PDFConversions/ ├── paper_alpha/ │ ├── paper_alpha.md # references images/img-N.jpeg │ └── images/ │ ├── img-0.jpeg │ └── img-1.jpeg └── paper_beta/ ├── paper_beta.md └── images/ ├── img-0.jpeg └── ...
Passing an existing foldered markdown path such as `Output/PDFConversions/paper_alpha/paper_alpha.md` keeps that path. Passing a directory creates `<directory>/<input-pdf-stem>.md`.
## Usage in Code
```python
from pathlib import Path
import subprocess
# Run conversion script
result = subprocess.run([
"uv", "run", "--script",
"<skill-dir>/scripts/convert_pdf_to_markdown.py",
"input.pdf",
"Output/PDFConversions/output.md",
"--pages", "1-10"
], capture_output=True, text=True)
print(result.stdout)
Key Features
- Markdown formatting: Preserves headers, lists, and structure
- Image extraction: Saves images to a conversion-local
images/folder automatically - Page selection: Extract specific pages or ranges
- Scanned PDF support: True OCR capability for image-based PDFs
- Relative paths: Image references use

Requirements
The script requires:
- Mistral API key (see API Key Setup below)
- Python packages:
mistralai,python-dotenv,pypdf,pyyaml(declared inline in the script's PEP 723 header)
API Key Setup
The script checks these locations in order (first match wins):
- Environment variable
MISTRAL_API_KEY— recommended for personal use (e.g., addexport MISTRAL_API_KEY=your-keytosecrets.sh) - Shared config —
.claude/agent-contract.yamlor~/.config/agent-contract/config.yamlunderpaper-reader.mistral_api_key Notes/.env— addMISTRAL_API_KEY=your-key. This file is gitignored but Dropbox-synced, making it convenient for teams sharing a project folder
Never commit API keys to git. Use environment variables or Dropbox-synced
Notes/.envinstead.
Common Use Cases
Convert Research Paper
uv run --script <skill-dir>/scripts/convert_pdf_to_markdown.py \
"Data/papers/research.pdf" \
"Notes/Paper Markdown/research.md"
Extract Specific Sections
# Extract pages 10-20 (introduction and methods)
uv run --script <skill-dir>/scripts/convert_pdf_to_markdown.py \
"paper.pdf" \
"Notes/Paper Markdown/intro_methods.md" \
--pages "10-20"
Extract Figures Only
# Extract pages with figures
uv run --script <skill-dir>/scripts/convert_pdf_to_markdown.py \
"paper.pdf" \
"Notes/Paper Markdown/figures.md" \
--pages "25,27,30,35"
Error Handling
API Key Not Found:
Error: Mistral API key not found
→ See API Key Setup above for three ways to configure it
Page Out of Range:
Warning: Page 100 out of range, skipping
→ Check PDF page count and adjust page selection
API Rate Limit: → Wait a moment and retry, or reduce page count per request
Notes
- Images are saved as JPEG files in the conversion folder's
images/subfolder - Markdown image references are automatically updated to
images/img-X.jpeg - Large PDFs may take longer to process due to API limits
- For simple text extraction without OCR, consider using the
pdfskill instead - Scanned PDFs benefit most from this skill's OCR capability
See Also
pdfskill - For local PDF manipulation without API callsreferences/reference.md- Additional details about the Mistral OCR API