diff --git a/src/applications/daemon/management/PhabricatorDaemonManagementDebugWorkflow.php b/src/applications/daemon/management/PhabricatorDaemonManagementDebugWorkflow.php
--- a/src/applications/daemon/management/PhabricatorDaemonManagementDebugWorkflow.php
+++ b/src/applications/daemon/management/PhabricatorDaemonManagementDebugWorkflow.php
@@ -28,10 +28,6 @@
               'instead of the configured %s',
               'phd.user'),
           ),
-          array(
-            'name' => 'autoscale',
-            'help' => pht('Put the daemon in an autoscale group.'),
-          ),
         ));
   }
 
@@ -44,16 +40,11 @@
         pht('You must specify which daemon to debug.'));
     }
 
-    $config = array();
-
-    $config['class'] = array_shift($argv);
-    $config['argv'] = $argv;
-
-    if ($args->getArg('autoscale')) {
-      $config['autoscale'] = array(
-        'group' => 'debug',
-      );
-    }
+    $config = array(
+      'class' => array_shift($argv),
+      'label' => 'debug',
+      'argv' => $argv,
+    );
 
     return $this->launchDaemons(
       array(
diff --git a/src/applications/daemon/management/PhabricatorDaemonManagementWorkflow.php b/src/applications/daemon/management/PhabricatorDaemonManagementWorkflow.php
--- a/src/applications/daemon/management/PhabricatorDaemonManagementWorkflow.php
+++ b/src/applications/daemon/management/PhabricatorDaemonManagementWorkflow.php
@@ -362,17 +362,17 @@
     $daemons = array(
       array(
         'class' => 'PhabricatorRepositoryPullLocalDaemon',
+        'label' => 'pull',
       ),
       array(
         'class' => 'PhabricatorTriggerDaemon',
+        'label' => 'trigger',
       ),
       array(
         'class' => 'PhabricatorTaskmasterDaemon',
-        'autoscale' => array(
-          'group' => 'task',
-          'pool' => PhabricatorEnv::getEnvConfig('phd.taskmasters'),
-          'reserve' => idx($options, 'reserve', 0),
-        ),
+        'label' => 'task',
+        'pool' => PhabricatorEnv::getEnvConfig('phd.taskmasters'),
+        'reserve' => idx($options, 'reserve', 0),
       ),
     );
 
@@ -618,23 +618,12 @@
       pht('(Logs will appear in "%s".)', $log_dir));
 
     foreach ($daemons as $daemon) {
-      $is_autoscale = isset($daemon['autoscale']['group']);
-      if ($is_autoscale) {
-        $autoscale = $daemon['autoscale'];
-        foreach ($autoscale as $key => $value) {
-          $autoscale[$key] = $key.'='.$value;
-        }
-        $autoscale = implode(', ', $autoscale);
-
-        $autoscale = pht('(Autoscaling: %s)', $autoscale);
-      } else {
-        $autoscale = pht('(Static)');
-      }
+      $pool_size = pht('(Pool: %s)', idx($daemon, 'pool', 1));
 
       $console->writeOut(
         "    %s %s\n",
+        $pool_size,
         $daemon['class'],
-        $autoscale,
         implode(' ', idx($daemon, 'argv', array())));
     }
     $console->writeOut("\n");