diff --git a/scripts/collect_growth_metrics.py b/scripts/collect_growth_metrics.py
index 0bab9dae4..fd766cd35 100755
--- a/scripts/collect_growth_metrics.py
+++ b/scripts/collect_growth_metrics.py
@@ -68,6 +68,10 @@
     "punkpeye/awesome-mcp-servers#7153": {
         "action": "submit Glama",
         "reason": "Glama listing and score badge required before review",
+    },
+    "TEN-framework/ten-framework#2191": {
+        "action": "wait for maintainer review",
+        "reason": "Claude review action requires maintainer permissions for fork PRs",
     }
 }
 KNOWN_ASSISTED_REVIEW_REQUESTS = {
@@ -313,6 +317,10 @@ def recommend_integration_action(
     ).lower()
     if "cla" in pending_names:
         return "resolve CLA"
+    if known_review_gate_action and (
+        "claude-review" in failed_names or "review bot" in failed_names
+    ):
+        return known_review_gate_action
     if "claude-review" in failed_names or "review bot" in failed_names:
         return "review bot gate"
     if "vercel" in failed_names and "vercel.com/git/authorize" in failed_urls:
diff --git a/tests/test_collect_growth_metrics.py b/tests/test_collect_growth_metrics.py
index 0fb7df133..aa4b53223 100644
--- a/tests/test_collect_growth_metrics.py
+++ b/tests/test_collect_growth_metrics.py
@@ -689,7 +689,10 @@ def fake_fetch_json(url, headers=None):
     metrics = module.collect_integration_metrics(["TEN-framework/ten-framework#2191"])
 
     integration = metrics["integrations"][0]
-    assert integration["next_action"] == "review bot gate"
+    assert integration["known_review_gate_reason"] == (
+        "Claude review action requires maintainer permissions for fork PRs"
+    )
+    assert integration["next_action"] == "wait for maintainer review"
     assert integration["checks"]["failed_check_runs"][0]["name"] == "claude-review"