Data-dense dashboard and admin panel design skill for AI agents. Enforces information hierarchy, data visualization clarity, high-density layouts, and professional SaaS-grade UI patterns.
SkillScore77Maintained
Automatic
◆Frontend / UI pack
Last verified 8/4/2026
What it changes
Passed 17 of 22 test cases with the skill, and 10 of 22 without it.
Without skill45%
With skill77%
Checks it passed that the model alone missed
Sets header height to exactly 56px.
Uses font-mono for numeric data displays.
Uses optimistic UI updates before server confirmation.
and 9 more in the full report
8 fixed9 passed either way4 still failing1 broke
Pass-rate lift
+32 pp
Tokens
+53%
Agent turns
0%
Response time
+6%
Model gemini-3.6-flashMeasured 8/4/2026v117 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 8
Prompt
Our high-frequency metrics view receives real-time updates via WebSockets when INTERACTION_DEPTH is set to 7 or higher. What interaction pattern should be applied to updated metric values and newly inserted table rows?
What was checked, without and with the skill
Checked
Without skill
With skill
Uses optimistic UI updates before server confirmation.
Missed
Passed
Animates new row additions with top slide-in motion.
Passed
Passed
case-16 · gemini-3.6-flash · 8/4/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md154 linessingle file
FORGE DASHBOARD — Data-Dense SaaS Design Skill
Dashboards fail in two ways: too much clutter, or too little clarity.
This skill enforces the third path: information architecture that makes data readable at a glance.