feat(tagging+archetypes): add Pillowfort/Politics/Midrange/Toolbox tagging and unify archetype presence skip logic

code/scripts/theme_example_cards_stats.py

@@ -0,0 +1,49 @@
+import yaml
+import statistics
+from pathlib import Path
+
+CATALOG_DIR = Path('config/themes/catalog')
+
+lengths = []
+underfilled = []
+overfilled = []
+missing = []
+examples = []
+
+for path in sorted(CATALOG_DIR.glob('*.yml')):
+    try:
+        data = yaml.safe_load(path.read_text(encoding='utf-8')) or {}
+    except Exception as e:
+        print(f'YAML error {path.name}: {e}')
+        continue
+    cards = data.get('example_cards')
+    if not isinstance(cards, list):
+        missing.append(path.name)
+        continue
+    n = len(cards)
+    lengths.append(n)
+    if n == 0:
+        missing.append(path.name)
+    elif n < 10:
+        underfilled.append((path.name, n))
+    elif n > 10:
+        overfilled.append((path.name, n))
+
+print('Total themes scanned:', len(lengths))
+print('Exact 10:', sum(1 for x in lengths if x == 10))
+print('Underfilled (<10):', len(underfilled))
+print('Missing (0 or missing list):', len(missing))
+print('Overfilled (>10):', len(overfilled))
+if lengths:
+    print('Min/Max/Mean/Median example_cards length:', min(lengths), max(lengths), f"{statistics.mean(lengths):.2f}", statistics.median(lengths))
+
+if underfilled:
+    print('\nFirst 25 underfilled:')
+    for name, n in underfilled[:25]:
+        print(f'  {name}: {n}')
+
+if overfilled:
+    print('\nFirst 10 overfilled:')
+    for name, n in overfilled[:10]:
+        print(f'  {name}: {n}')
+