Reliable PDF Text Extraction
Problem
The read_file tool with filetype='pdf' often returns binary image data, errors, or unusable output when attempting to extract text from PDF documents. This makes it unreliable for structured data extraction tasks.
Solution
Use run_shell with command-line tools (pdftotext, pdfinfo) or execute_code_sandbox with Python libraries (PyMuPDF, pdfplumber) to extract PDF text content reliably.
Methods
Method 1: pdftotext (Recommended for simple extraction)
# Extract all text to stdout
pdftotext input.pdf -
# Or extract to file
pdftotext input.pdf output.txt
cat output.txt
Method 2: pdfinfo (For metadata)
pdfinfo input.pdf
Method 3: Python with PyMuPDF (fitz)
import fitz # PyMuPDF
doc = fitz.open("input.pdf")
text = ""
for page in doc:
text += page.get_text()
print(text)
doc.close()
Method 4: Python with pdfplumber (Better for tables/structured data)
import pdfplumber
with pdfplumber.open("input.pdf") as pdf:
for page in pdf.pages:
text = page.extract_text()
print(text)
# For tables:
# tables = page.extract_tables()
Workflow
Attempt
read_filewithfiletype='pdf'first (in case it works)Check output - If you receive:
- Binary/garbage data
- Error messages
- Empty or truncated content
- Image data instead of text
Fall back to one of the extraction methods above:
- Use
pdftotextviarun_shellfor quick text extraction - Use
pdfplumberviaexecute_code_sandboxfor structured data/tables - Use
PyMuPDFfor complex layouts or when you need more control
- Use
Process the extracted text for your task
Example Usage
# Via run_shell
result = run_shell(command="pdftotext document.pdf -")
pdf_text = result.stdout
# Via execute_code_sandbox
code = """
import pdfplumber
with pdfplumber.open("/path/to/document.pdf") as pdf:
for page in pdf.pages:
print(page.extract_text())
"""
result = execute_code_sandbox(code=code)
pdf_text = result.stdout
Tips
- pdftotext is fastest and most reliable for plain text extraction
- pdfplumber excels at extracting tables and preserving layout
- PyMuPDF offers the most control for complex PDF structures
- Always check if the PDF is scanned/image-based (may need OCR tools like
tesseract) - Some PDFs have copy protection that may prevent text extraction