diff --git a/pyproject.toml b/pyproject.toml
index 35af11b..f594632 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "gasbench"
-version = "0.9.2"
+version = "0.9.3"
 description = "GASBench - ML model benchmark evaluation package"
 readme = "README.md"
 requires-python = ">=3.10"
diff --git a/src/gasbench/benchmarks/recording.py b/src/gasbench/benchmarks/recording.py
index 5612472..7fd3026 100644
--- a/src/gasbench/benchmarks/recording.py
+++ b/src/gasbench/benchmarks/recording.py
@@ -646,6 +646,8 @@ def _compute_aug_metrics(
         "aug_binary_mcc": aug_metrics.calculate_binary_mcc(),
         "aug_binary_ce": aug_metrics.calculate_binary_cross_entropy(),
         "aug_binary_brier": aug_metrics.calculate_brier(),
+        "aug_gorodkin_mcc": aug_metrics.calculate_multiclass_mcc(),
+        "aug_multiclass_brier": aug_metrics.calculate_multiclass_brier(),
     }
 
     # Per-sample degradation: join augmented rows to their base counterpart via sample_id