diff --git a/bob/bio/base/script/commands.py b/bob/bio/base/script/commands.py
index 047b797ad7682e166d79f510d67e46da7f0c8014..721695f167d32c938cbe87609c60d366e14860ed 100644
--- a/bob/bio/base/script/commands.py
+++ b/bob/bio/base/script/commands.py
@@ -84,6 +84,19 @@ def evaluate(ctx, scores, evaluation, **kwargs):
         ctx, scores, evaluation, metrics, roc, det, epc, hist, **kwargs)
 
 
+@common_options.multi_metrics_command(
+    common_options.MULTI_METRICS_HELP.format(
+        names='FtA, FAR, FRR, FMR, FMNR, HTER',
+        criteria=CRITERIA, score_format=SCORE_FORMAT,
+        command='bob pad multi-metrics'),
+    criteria=CRITERIA)
+def multi_metrics(ctx, scores, evaluation, protocols_number, **kwargs):
+  ctx.meta['min_arg'] = protocols_number * (2 if evaluation else 1)
+  process = bio_figure.MultiMetrics(
+      ctx, scores, evaluation, load.split)
+  process.run()
+
+
 @click.command()
 @common_options.scores_argument(nargs=-1)
 @common_options.titles_option()
diff --git a/bob/bio/base/script/figure.py b/bob/bio/base/script/figure.py
index a18af1fc36267bafa8081933344dfb48018a3937..e1e4127b88910a2775477c61bbb2495af1ff2d1d 100644
--- a/bob/bio/base/script/figure.py
+++ b/bob/bio/base/script/figure.py
@@ -114,7 +114,6 @@ class Dir(measure_figure.PlotBase):
 class Metrics(measure_figure.Metrics):
     ''' Compute metrics from score files'''
 
-
     def init_process(self):
         if self._criterion == 'rr':
             self._thres = [None] * self.n_systems if self._thres is None else \
@@ -214,6 +213,18 @@ class Metrics(measure_figure.Metrics):
             super(Metrics, self).compute(idx, input_scores, input_names)
 
 
+class MultiMetrics(measure_figure.MultiMetrics):
+    '''Compute metrics from score files'''
+
+    def __init__(self, ctx, scores, evaluation, func_load):
+        super(MultiMetrics, self).__init__(
+            ctx, scores, evaluation, func_load,
+            names=(
+                'Failure to Acquire', 'False Match Rate',
+                'False Non Match Rate', 'False Accept Rate',
+                'False Reject Rate', 'Half Total Error Rate'))
+
+
 class Hist(measure_figure.Hist):
     ''' Histograms for biometric scores '''
 
diff --git a/setup.py b/setup.py
index e488a1c3698b2554a2a5ff1d6ff8b2e35adce0d0..0fb586ed6d5a1d3d58f1c11beffd032fd85be9fc 100644
--- a/setup.py
+++ b/setup.py
@@ -139,6 +139,7 @@ setup(
       'bob.bio.cli': [
         'annotate          = bob.bio.base.script.annotate:annotate',
         'metrics           = bob.bio.base.script.commands:metrics',
+        'multi-metrics     = bob.bio.base.script.commands:multi_metrics',
         'roc               = bob.bio.base.script.commands:roc',
         'det               = bob.bio.base.script.commands:det',
         'epc               = bob.bio.base.script.commands:epc',