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Programmatic page generation at scale using template-based SEO and data pipelines: keyword pattern mining, template architecture, and indexation for 100-100K+ pages.
Passed 15 of 23 test cases with the skill, and 4 of 23 without it.
and 8 more in the full report
11 fixed4 passed either way8 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to run automated data validation on our source dataset data.csv against our validation rule specification rules.json with JSON formatted output. What exact script command runs this check?
| Checked | Without skill | With skill |
|---|---|---|
| Includes python scripts/data_validator.py --file data.csv --rules rules.json --json in the suggested command. | Missed | Passed |
The instructions your model reads when the skill loads.
Production-grade framework for building SEO page sets at scale. Covers the full lifecycle from keyword pattern discovery through template design, data pipeline construction, quality assurance, and post-launch optimization. Designed for deployments ranging from 50 to 100,000+ pages.
[variable] structures, map head/torso/long-tail/zero-volume distribution, and classify search intent.Use this skill when:
Do NOT use when:
Before scoping the build, confirm these inputs. If any is unknown or vague, ASK — do not assume:
[variable] structure with 50+ variations (drives keyword mining and template variables)Stop rule: ask only the 2-3 that most change the output. If the user says "just draft it," proceed and list your assumptions at the top of the artifact.
test cases passed, vs 4 / 23 without
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