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Prevent AI hallucination and ensure evidence-based responses when analyzing code or making suggestions.
Passed 9 of 18 test cases with the skill, and 4 of 18 without it.
and 6 more in the full report
7 fixed5 passed either way12 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
Inspect `src/payment/stripe.ts` to determine the exact HTTP timeout value configured for Stripe API requests.
| Checked | Without skill | With skill |
|---|---|---|
| Uses [Unknown] for settings not present in the inspected file. | Missed | Passed |
The instructions your model reads when the skill loads.
Language: English | 繁體中文
Version: 1.1.0 Last Updated: 2026-01-25 Applicability: Claude Code Skills
This skill ensures AI assistants provide accurate, evidence-based responses without hallucination.
This skill uses two complementary tag categories:
Category 1: Certainty Tags (for analyzing existing content)
| Tag | Use When |
|---|---|
[Confirmed] | Direct evidence from code/docs |
[Inferred] | Logical deduction from evidence |
[Assumption] | Based on common patterns (needs verification) |
[Unknown] | Information not available |
[Need Confirmation] | Requires user clarification |
Category 2: Derivation Tags (for generating new content)
| Tag | Use When |
|---|---|
[Source] | Direct content from spec/requirement |
[Derived] | Transformed from source content |
[Generated] | AI-generated structure |
[TODO] | Requires human implementation |
When to Use Which:
test cases passed, vs 4 / 18 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.