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Surface expert frameworks.
Passed 21 of 22 test cases with the skill, and 4 of 22 without it.
and 25 more in the full report
17 fixed4 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 17 test cases the skill fixed. Same model, same prompt, with and without the skill.
I am writing a 15-line python CLI script that formats string timestamps from ISO-8601 to Epoch Unix time. Should I curate domain frameworks before writing this tool?
| Checked | Without skill | With skill |
|---|---|---|
| States explicitly that methodology curation is skipped for simple utilities with no pedagogical component. | Missed | Passed |
The instructions your model reads when the skill loads.
Identifying the best way to approach a domain is often more difficult than the technical scaffolding itself. This skill surfaces frameworks from domain masters to prevent reinventing established processes and identify methodology gaps in existing work. It should be used as a brief initial check before brainstorming or evaluation begins.
When starting new work, identify the domain (e.g., Instruction Design, Code Review, or Knowledge Management) and consult the corresponding module in modules/ to discover experts and their frameworks. Select principles that fit your context and document them in a methodology brief before proceeding to creation.
For existing work, determine what the skill or hook is trying to teach and compare it against established frameworks. This gap analysis identifies opportunities to add missing principles or align terminology with recognized standards. Surgically add methodology rather than rewriting from scratch to maintain authority and effectiveness.
Each module in the modules/ directory provides a curated list of masters, key works, and actionable frameworks. These resources include selection guides and anti-patterns to avoid for each domain.
modules/instruction-design.md - Teaching techniques and behavioral objectives.modules/code-review.md - Review methodologies and feedback patterns.modules/debugging.md - Systematic troubleshooting frameworks.modules/testing.md - TDD masters and test design patterns.modules/knowledge-management.md - Note-taking and knowledge systems.modules/decision-making.md - Mental models and decision frameworks./validate-plugin instead)abstract:skills-eval)test cases passed, vs 4 / 22 without
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