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feature-visibility-surface

Use whenever you build or extend a feature whose results the user would otherwise not see — especially one backed by a server capability in aidream. The rule: in the SAME work, ship a live visibility/test page — a no-privilege DEMO page, or an ADMIN page when it needs special access — that reads the LIVE backend and lets the user trigger/test it with a few controls, so they have one place to verify your results after every change instead of being blind for multiple turns. Triggers on "I added a backend endpoint", "new feature with no UI to see it", "how do I test this", or any capability whose output only shows up in logs / the DB / an agent run. Worked example: features/directive-catalog/ + /administration/directive-catalog.

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Source facts

Repository
armanisadeghi/ai-matrx
Last source activity
August 18, 2026 at 06:41
Detected SKILL.md language
English
Stars
3
Forks
1

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