Extract structured data from construction specifications. Parse CSI sections, requirements, submittals, and product data from spec documents.
SkillScore91Maintained
Automatic
◆Procurement pack
Last verified 8/23/2026
What it changes
Passed 20 of 22 test cases with the skill, and 8 of 22 without it.
Without skill36%
With skill91%
Checks it passed that the model alone missed
The python code imports `pdfplumber`.
The default submittal copy count is 3.
The section markdown header starts with `## Section`.
and 9 more in the full report
12 fixed8 passed either way2 still failing0 broke
Pass-rate lift
+55 pp
Tokens
+166%
Agent turns
0%
Response time
-20%
Model gemini-3.6-flashMeasured 8/23/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 12
Prompt
What field name stores the extracted list of referenced standards in a specification extraction result dataclass?
What was checked, without and with the skill
Checked
Without skill
With skill
The extraction result object contains the field `standards_referenced`.
Missed
Passed
case-19 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md413 linessingle file
Specification Extractor for Construction
Overview
Extract structured data from construction specification documents. Parse CSI MasterFormat sections, identify requirements, submittals, product standards, and compile actionable data for estimating and procurement.
Business Case
Automated spec extraction enables:
Faster Estimating: Quickly identify scope and requirements