diff --git a/scripts/edges_full_check.py b/scripts/edges_full_check.py
index 7cb72a1..1baccba 100644
--- a/scripts/edges_full_check.py
+++ b/scripts/edges_full_check.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 from __future__ import annotations
+
 import json
 from collections import Counter
 from app.core.qdrant import QdrantConfig, get_client
 
+
 def fetch_all(client, col):
     points = []
     next_offset = None
@@ -17,6 +19,14 @@ def fetch_all(client, col):
             break
     return points
 
+
+def is_callout_rule(rule_id: str) -> bool:
+    if not rule_id:
+        return False
+    r = rule_id.lower()
+    return r.startswith("callout:edge:v1") or ("callout" in r)
+
+
 def main():
     cfg = QdrantConfig.from_env()
     cl = get_client(cfg)
@@ -35,7 +45,6 @@ def main():
     chunks_by_note = Counter([c.payload.get("note_id") for c in chunks])
     e_by_kind = Counter([e.payload.get("kind") or e.payload.get("relation") for e in edges])
 
-    # pro Note: belongs_to == #chunks; next == prev == max(chunks-1, 0)
     belongs_by_note = Counter()
     next_by_note = Counter()
     prev_by_note = Counter()
@@ -57,14 +66,10 @@ def main():
         b = belongs_by_note[nid]
         n = next_by_note[nid]
         p = prev_by_note[nid]
-        per_note[nid] = {"chunks": ccount, "belongs_to": b, "next": n, "prev": p, "checks": {
-            "belongs_to_equals_chunks": (b == ccount),
-            "next_prev_match": (n == p == max(ccount-1, 0)),
-        }}
+        per_note[nid] = {"chunks": ccount, "belongs_to": b, "next": n, "prev": p, "checks": {"belongs_to_equals_chunks": (b == ccount), "next_prev_match": (n == p == max(ccount-1, 0))}}
         ok_belongs &= (b == ccount)
         ok_nextprev &= (n == p == max(ccount-1, 0))
 
-    # Rule-Statistiken & Dubletten-Prüfung
     explicit = defaults = callout = inline = 0
     multi_callout_detected = False
     callout_key_counts = Counter()
@@ -83,7 +88,7 @@ def main():
         else:
             seen.add(key)
 
-        if rule.startswith("callout:edge:v1"):
+        if is_callout_rule(rule):
             callout += 1
             callout_key_counts[(cid, kind, rule)] += 1
         if rule.startswith("inline:rel:v1"):
@@ -116,5 +121,6 @@ def main():
     }
     print(json.dumps(report, ensure_ascii=False, indent=2))
 
+
 if __name__ == "__main__":
     main()