diff --git a/.changes/ai-slop/fix-11540-audit-description-8e3b51c4.md b/.changes/ai-slop/fix-11540-audit-description-8e3b51c4.md
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index 00000000000..ac9e92c5a2b
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+---
+bump: patch
+---
+
+### Changed
+
+- The `/ai-slop:audit` description names commit messages, PR bodies, interface copy and generic headlines beside markdown, and sends code-comment requests to `/code-tidying:audit-comment-residue`. Measured before and after on the frozen probes and a blind held-out set on Opus 5.5 and Sonnet 5.5, every run VALID: no lost trigger, and held-out triggering rose from 58% to 83% on Opus and from 57% to 70% on Sonnet.
diff --git a/plugins/ai-slop/skills/audit/SKILL.md b/plugins/ai-slop/skills/audit/SKILL.md
index 7e18761ffc4..4d901348990 100644
--- a/plugins/ai-slop/skills/audit/SKILL.md
+++ b/plugins/ai-slop/skills/audit/SKILL.md
@@ -1,5 +1,5 @@
 ---
-description: "Audit markdown prose for AI-writing tells (slop): em dashes (zero-tolerance by default), emoji formatting, AI vocabulary, negative parallelisms, chatbot phrases, filler, stacked hedging, citation artifacts, model-era phrases ('that's the unlock', 'the part most people skip'), and the rest of the catalog (distilled from Wikipedia's Signs of AI writing plus an evolving model-era inventory), plus a judgment rubric for superficial analysis, vague attribution, promotional tone, metaphor jargon ('load-bearing', 'seam'), figures standing in for facts, over-compressed text, and mechanism-free claims. Use when: 'check for AI slop', 'de-slop this doc', 'unslop this', 'find AI tells', 'does this read AI-written', 'remove em dashes', or before publishing agent-written prose. Read-only by default; 'fix' as an explicit argument applies rewrites behind a semantic-diff guard and may be chained ('detect and rewrite'). Empty target audits the repo's tracked markdown, high-impact and high-velocity files first."
+description: "Audit markdown, commit messages, PR bodies and interface copy for AI-writing tells (slop) from Wikipedia's Signs of AI writing plus model-era tells: em dashes, emoji, AI vocabulary, negative parallelisms, chatbot phrases, filler, stacked hedges, citation artifacts, model-era phrases ('that's the unlock', 'the part most people skip'), plus a judgment rubric for superficial analysis, vague attribution, promotional tone, metaphor jargon ('load-bearing', 'seam'), figures for facts, over-compression, mechanism-free claims and generic headlines. Use when: 'check for AI slop', 'de-slop this doc', 'unslop this', 'find AI tells', 'does this read AI-written', 'remove em dashes', 'check this commit message', 'unslop this PR body', 'is this headline generic', or before publishing agent-written prose. Read-only by default; explicit 'fix' rewrites behind a semantic-diff guard ('detect and rewrite'). Empty target audits tracked markdown, busiest files first. Not for code comments (/code-tidying:audit-comment-residue)."
 argument-hint: "[audit|fix] [target|user-scope [memory]|commit [rev]|pr-body|copy <files>]"
 user-invocable: true
 disable-model-invocation: false