smart-question-generator

digipulse-engineering/GAAI-framework

SkillLoads cleanly

Takes aggregated ambiguity insights from the LLM synthesis stage and produces ≤5 ranked questions to surface to the user. Applies a two-layer anti-fabrication…

Scores
out of 100 · grade A

2026-08-17

Works

40% of the score

100/100

Loads cleanly: valid frontmatter, required fields present, no dangling references.

Maintained

25% of the score

94/100

no commits in the last 12 weeks
no license file

Adopted

20% of the score

30/100

158 stars on the source repo.

Documented

15% of the score

81/100

1,688 words with worked examples.

Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit today.

Install

npx skills add digipulse-engineering/GAAI-framework/smart-question-generator

What the check found

Every finding on this listing, and what each one means for whether it loads.
Finding	What it means
No license	The repository ships no license file, so the reuse terms are unclear.

What it says it does

Takes aggregated ambiguity insights from the LLM synthesis stage and produces ≤5 ranked questions to surface to the user. Applies a two-layer anti-fabrication filter (pre-LLM exclusion of score<3 insights + post-LLM structural strip) so that Q&A surfaces only genuine ambiguities. Used as Stage 4 of the /gaai:bootstrap pipeline.

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-16.

Also in digipulse-engineering/GAAI-framework

Other artifacts published from the same repository.
Artifact	What the check found	Type	Reach	Last commit
eval-rundigipulse-engineering/GAAI-framework	No license	Skill	158 stars	today
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ambiguity-detectordigipulse-engineering/GAAI-framework	No license	Skill	158 stars	today
bootstrap-llm-synthesisdigipulse-engineering/GAAI-framework	No license	Skill	158 stars	today
create-skilldigipulse-engineering/GAAI-framework	No license	Skill	158 stars	today
i18n-glossary-syncdigipulse-engineering/GAAI-framework	No license	Skill	158 stars	today

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Published by Toolproof, the masthead over this index and eight others. The method behind the number is at toolproof.kynth.studio/methodology, and the whole thing is readable as JSON with no key at /api.