diff --git a/.github/workflows/pr-body-validation.yml b/.github/workflows/pr-body-validation.yml
index 8b2aaf89f..2f6151431 100644
--- a/.github/workflows/pr-body-validation.yml
+++ b/.github/workflows/pr-body-validation.yml
@@ -45,7 +45,7 @@ jobs:
             }
             
             // Check for issue links
-            const issueRegex = /(closes|related to)\s+#\d+/i;
+            const issueRegex = /\b(?:(?:close[sd]?|fix(?:e[sd])?|resolve[sd]?))\s+(?:#\d+|https:\/\/github\.com\/[^\/\s]+\/[^\/\s]+\/issues\/\d+)/i;
             if (!issueRegex.test(prBody)) {
               missingItems.push('issue reference');
             }