Audit and remediate Entroly's MCP marketplace quality with evidence, adversarial validation, and no score gaming.
SkillScore86Maintained
Automatic
◆AI Engineer pack
Last verified 8/20/2026
What it changes
Passed 16 of 18 test cases with the skill, and 6 of 18 without it.
Without skill32%
With skill86%
Checks it passed that the model alone missed
Restricts status labels to pending, blocked, or confirmed
Allocates 8 points to MCP resources and 8 points to MCP prompts
Classifies the outdated npm index sync as stale external indexing
and 11 more in the full report
12 fixed7 passed either way3 still failing0 broke
Pass-rate lift
+55 pp
Tokens
+19%
Agent turns
0%
Response time
-44%
Model gemini-3.6-flashMeasured 8/20/2026v119 of 22 cases passed with skill · 18 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 11
Prompt
When updating a package registry record that requires an asynchronous background scraper update on LobeHub, what specific three status labels are allowed for tracking the external verification column?
What was checked, without and with the skill
Checked
Without skill
With skill
Restricts status labels to pending, blocked, or confirmed
Missed
Passed
case-10 · gemini-3.6-flash · 8/20/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.