diff --git a/.github/workflows/auto-fix-on-failure.yml b/.github/workflows/auto-fix-on-failure.yml
index cea313d06..000cda74d 100644
--- a/.github/workflows/auto-fix-on-failure.yml
+++ b/.github/workflows/auto-fix-on-failure.yml
@@ -30,14 +30,15 @@ jobs:
           BRANCH="${{ github.event.workflow_run.head_branch }}"
           FAILED_WORKFLOW="${{ github.event.workflow_run.name }}"
           FAILED_RUN="${{ github.event.workflow_run.id }}"
+          DISPLAY_TITLE="${{ github.event.workflow_run.display_title }}"
           echo "Branch: $BRANCH"
           echo "Failed workflow: $FAILED_WORKFLOW"
           echo "Failed run: $FAILED_RUN"
+          echo "Display title: $DISPLAY_TITLE"
 
-          # workflow_dispatch runs execute on main but carry the PR number
-          # in their inputs. Try reading it from the API first.
-          PR_NUMBER=$(gh api "repos/${{ github.repository }}/actions/runs/$FAILED_RUN" \
-            --jq '.inputs.pr_number // empty' 2>/dev/null || true)
+          # The dispatching workflow embeds "PR #NNN" in run-name.
+          # Parse it from the display title first.
+          PR_NUMBER=$(echo "$DISPLAY_TITLE" | grep -oP 'PR #\K[0-9]+' || true)
 
           # Fall back to branch-based lookup for push/PR-triggered runs
           if [ -z "$PR_NUMBER" ]; then
diff --git a/.github/workflows/polypilot-integration.yml b/.github/workflows/polypilot-integration.yml
index f52c6d478..ad2a4cf2f 100644
--- a/.github/workflows/polypilot-integration.yml
+++ b/.github/workflows/polypilot-integration.yml
@@ -1,4 +1,5 @@
 name: "PolyPilot Integration Test"
+run-name: "PolyPilot Integration Test${{ inputs.pr_number && format(' — PR #{0}', inputs.pr_number) || '' }}"
 
 on:
   workflow_dispatch:
diff --git a/.github/workflows/verify-build.yml b/.github/workflows/verify-build.yml
index 7f149894a..356b961a9 100644
--- a/.github/workflows/verify-build.yml
+++ b/.github/workflows/verify-build.yml
@@ -1,4 +1,5 @@
 name: Verify Build (Cross-Platform)
+run-name: "Verify Build${{ inputs.pr_number && format(' — PR #{0}', inputs.pr_number) || '' }}"
 
 on:
   workflow_dispatch: