diff --git a/.github/skills/find-regression-risk/SKILL.md b/.github/skills/find-regression-risk/SKILL.md
index d458232359e8..27b361b95ca1 100644
--- a/.github/skills/find-regression-risk/SKILL.md
+++ b/.github/skills/find-regression-risk/SKILL.md
@@ -1,3 +1,21 @@
+---
+name: find-regression-risk
+description: >-
+  Detects potential regression risks in a PR by cross-referencing lines the PR
+  REMOVES against lines ADDED by recent labeled bug-fix PRs (`i/regression`,
+  `t/bug`, `p/0`, `p/1`) touching the same files. Purely mechanical — no AI/LLM.
+  Emits a CLEAN / OVERLAP / REVERT verdict plus structured findings. Triggers on:
+  "does this PR revert a previous fix", "check PR for regression risk",
+  "find regression risks in PR", "is this change reverting a bug fix".
+  Do NOT use for: assessing ship-readiness of a release branch (use
+  release-readiness), investigating CI failures (use azdo-build-investigator),
+  or general code review (use code-review).
+metadata:
+  author: dotnet-maui
+  version: "1.0"
+compatibility: Requires PowerShell (pwsh), git, and GitHub CLI (gh) authenticated against the target repository.
+---
+
 # find-regression-risk
 
 Detects potential regression risks in a PR by cross-referencing removed lines against lines added by recent labeled bug-fix PRs.
diff --git a/.github/workflows/skill-validation.yml b/.github/workflows/skill-validation.yml
index 96b2a4e2abd3..460274332a92 100644
--- a/.github/workflows/skill-validation.yml
+++ b/.github/workflows/skill-validation.yml
@@ -254,10 +254,9 @@ jobs:
       # nonstandard filename with --eval-spec. This also SKIPS SKILL.md structural
       # linting. We do NOT
       # lint SKILL.md / *.agent.md here on purpose: vally's skill linter flags
-      # two PRE-EXISTING repo issues unrelated to this migration (try-fix
-      # SKILL.md exceeds the 500-line limit; find-regression-risk is missing
-      # name/description frontmatter) that would false-red this gate. Those are
-      # tracked as follow-ups in the PR description.
+      # a PRE-EXISTING repo issue unrelated to this migration (try-fix
+      # SKILL.md exceeds the 500-line limit) that would false-red this gate.
+      # That is tracked as a follow-up in the PR description.
       - name: Lint eval specs
         id: check
         shell: bash