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Get Started Free →microsoft/apm-triage-panel
Use this skill to triage a single newly opened, reopened, or `status/needs-triage`-labelled issue in microsoft/apm. Emit one synthesized comment with a triage decision, label set, milestone, and suggested next action.
Passed 16 of 22 test cases with the skill, and 3 of 22 without it.
and 18 more in the full report
14 fixed2 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
Triage issue #999, an automated daily CLI consistency report generated by a bot with zero unaddressed high findings. Which rubric decision should be chosen, and what action is proposed?
| Checked | Without skill | With skill |
|---|---|---|
| The response selects auto-handle as the rubric decision. | Missed | Passed |
| The proposed action recommends closing the automated report issue. | Passed | Passed |
The instructions your model reads when the skill loads.
The panel is fixed at 3 mandatory specialist lenses + up to 3 conditional lenses + 1 arbiter lens = up to 6 active persona sections in one triage comment (3 mandatory + 3 conditional). You play each lens in turn from inside a single agent loop (progressive-disclosure skill model -- no sub-agent dispatch). Routing chooses which lenses execute; it never changes which headings appear in the final comment.
This skill mirrors the apm-review-panel orchestration shape on
purpose. Same single-comment discipline, same completeness gate, same
persona-pass procedure -- only the personas, the rubric, and the
output template differ.
| Agent | Persona | Always active? |
|---|---|---|
| DevX UX Expert | User-Need Reviewer | Yes |
| Supply Chain Security Expert | Risk-Surface Reviewer | Yes |
| APM CEO | Triage Arbiter | Yes (always arbitrates) |
| OSS Growth Hacker | Contributor-Tone Reviewer | Conditional (see below) |
| Python Architect | Architecture Reviewer | Conditional (see below) |
| Doc Writer | Documentation Reviewer | Conditional (see below) |
Skipped by default: CLI Logging Expert, Auth Expert. Triage operates
on issue intent, not on diffs -- those personas are invoked downstream
by apm-review-panel once a PR exists.
devx-ux-expert supply-chain-security-expert
\_______________________/
|
| <-- python-architect (conditional; design /
| architecture / new primitive / new schema)
|
| <-- doc-writer (conditional; docs work or
| user-facing change that needs new doc pages)
test cases passed, vs 3 / 22 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.