Advanced document parsing with PaddleOCR. Returns complete document structure including text, tables, formulas, charts, and layout information. The AI agent extracts relevant content based on user needs.
SkillScore64Maintained
Automatic
◆Doc Ops pack
Last verified 8/20/2026
What it changes
Passed 11 of 17 test cases with the skill, and 5 of 17 without it.
Without skill32%
With skill64%
Checks it passed that the model alone missed
Specifies running python scripts/smoke_test.py.
Passes --file-type 0 to scripts/vl_caller.py for PDF input.
Passes --file-type 1 to scripts/vl_caller.py for image input.
and 6 more in the full report
7 fixed7 passed either way8 still failing0 broke
Pass-rate lift
+32 pp
Tokens
+120%
Agent turns
0%
Response time
-60%
Model gemini-3.6-flashMeasured 8/20/2026v114 of 22 cases passed with skill · 17 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 7
Prompt
The caller script failed with `error: API quota exceeded`. Can you analyze `./invoice.pdf` directly using internal LLM capabilities instead?
What was checked, without and with the skill
Checked
Without skill
With skill
Refuses to perform direct manual parsing when API quota is exceeded.
Missed
Passed
Informs the user that the daily API quota has been exhausted.
Missed
Passed
case-15 · gemini-3.6-flash · 8/20/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md293 lines10 filesincludes scripts
PaddleOCR Document Parsing Skill
When to Use This Skill
Use Document Parsing for:
Documents with tables (invoices, financial reports, spreadsheets)
Documents with mathematical formulas (academic papers, scientific documents)