diff --git a/bob/ip/binseg/script/dataset.py b/bob/ip/binseg/script/dataset.py
index ecbdc05f27d7d9b451e261f715d4ef458e280dff..24d9df702bb3abae6a2929b467e70026278ecb19 100644
--- a/bob/ip/binseg/script/dataset.py
+++ b/bob/ip/binseg/script/dataset.py
@@ -1,9 +1,12 @@
 #!/usr/bin/env python
 # coding=utf-8
 
+import os
+import pkg_resources
 import importlib
 import click
 
+from bob.extension import rc
 from bob.extension.scripts.click_helper import (
     verbosity_option,
     AliasedGroup,
@@ -14,6 +17,20 @@ import logging
 logger = logging.getLogger(__name__)
 
 
+def _get_supported_datasets():
+    """Returns a list of supported dataset names
+    """
+
+    basedir = pkg_resources.resource_filename(__name__, '')
+    basedir = os.path.join(os.path.dirname(basedir), 'data')
+
+    retval = []
+    for k in os.listdir(basedir):
+        candidate = os.path.join(basedir, k)
+        if os.path.isdir(candidate) and 'test.py' in os.listdir(candidate):
+            retval.append(k)
+    return retval
+
 def _get_installed_datasets():
     """Returns a list of installed datasets as regular expressions
 
@@ -23,7 +40,6 @@ def _get_installed_datasets():
     """
 
     import re
-    from bob.extension import rc
     dataset_re = re.compile(r'^bob\.ip\.binseg\.(?P<name>[^\.]+)\.datadir$')
     return [dataset_re.match(k) for k in rc.keys() if dataset_re.match(k)]
 
@@ -44,27 +60,28 @@ def dataset():
 \b
        $ bob config set "bob.ip.binseg.drive.datadir" "/path/to/drive/files"
 
-       Notice this setting is **NOT** case-insensitive.
+       Notice this setting **is** case-insensitive.
 
-    2. List all raw datasets available (and configured):
+    2. List all raw datasets supported (and configured):
 
-       $ bob binseg dataset list -vv
+       $ bob binseg dataset list
 
 """,
 )
 @verbosity_option()
 def list(**kwargs):
-    """Lists all installed datasets"""
+    """Lists all supported and configured datasets"""
 
+    supported = _get_supported_datasets()
     installed = _get_installed_datasets()
-    if installed:
-        click.echo("Configured datasets:")
-        for k in installed:
-            value = bob.extension.rc.get(k.group(0))
-            click.echo(f"- {k.group('name')}: {k.group(0)} = \"{value}\"")
-    else:
-        click.echo("No configured datasets")
-        click.echo("Try --help to get help in configuring a dataset")
+    installed = dict((k.group("name"), k.group(0)) for k in installed)
+
+    click.echo("Supported datasets:")
+    for k in supported:
+        if k in installed:
+            click.echo(f"- {k}: {installed[k]} = \"{rc.get(installed[k])}\"")
+        else:
+            click.echo(f"* {k}: bob.ip.binseg.{k}.datadir (not set)")
 
 
 @dataset.command(
diff --git a/doc/cli.rst b/doc/cli.rst
index 03f7c2dc7c692c1aba580d3f05393396f585f4e1..9315447d778ef1917a1f9404d677cd8cbb2e70d4 100644
--- a/doc/cli.rst
+++ b/doc/cli.rst
@@ -13,6 +13,37 @@ applications can be retrieved using:
 .. command-output:: bob binseg --help
 
 
+Setup
+-----
+
+A CLI application to list and check installed (raw) datasets.
+
+.. _bob.ip.binseg.cli.dataset:
+
+.. command-output:: bob binseg dataset --help
+
+
+List available datasets
+=======================
+
+Lists supported and configured raw datasets.
+
+.. _bob.ip.binseg.cli.dataset.list:
+
+.. command-output:: bob binseg dataset list --help
+
+
+Check available datasets
+========================
+
+Checks if we can load all files listed for a given dataset (all subsets in all
+protocols).
+
+.. _bob.ip.binseg.cli.dataset.check:
+
+.. command-output:: bob binseg dataset check --help
+
+
 Preset Configuration Resources
 ------------------------------
 
diff --git a/doc/datasets.rst b/doc/datasets.rst
index 92f74bf99bef44db877146b3e7328e28c4e1ea83..c8931e3a83f071fa6a7d34b6619bce5bc41b21ba 100644
--- a/doc/datasets.rst
+++ b/doc/datasets.rst
@@ -16,7 +16,6 @@ to generate iterators for training and testing.
 
    * - Dataset
      - Reference
-     - ``bob.db`` package
      - H x W
      - Samples
      - Mask
@@ -28,7 +27,6 @@ to generate iterators for training and testing.
      - Test
    * - DRIVE_
      - [DRIVE-2004]_
-     - ``bob.db.drive``
      - 584 x 565
      - 40
      - x
@@ -40,7 +38,6 @@ to generate iterators for training and testing.
      - 20
    * - STARE_
      - [STARE-2000]_
-     - ``bob.db.stare``
      - 605 x 700
      - 20
      -
@@ -64,7 +61,6 @@ to generate iterators for training and testing.
      - 20
    * - HRF_
      - [HRF-2013]_
-     - ``bob.db.hrf``
      - 2336 x 3504
      - 45
      - x
@@ -76,7 +72,6 @@ to generate iterators for training and testing.
      - 30
    * - IOSTAR_
      - [IOSTAR-2016]_
-     - ``bob.db.iostar``
      - 1024 x 1024
      - 30
      - x
@@ -88,7 +83,6 @@ to generate iterators for training and testing.
      - 10
    * - DRIONS-DB_
      - [DRIONSDB-2008]_
-     - ``bob.db.drionsdb``
      - 400 x 600
      - 110
      -
@@ -100,7 +94,6 @@ to generate iterators for training and testing.
      - 50
    * - `RIM-ONE r3`_
      - [RIMONER3-2015]_
-     - ``bob.db.rimoner3``
      - 1424 x 1072
      - 159
      -
@@ -112,7 +105,6 @@ to generate iterators for training and testing.
      - 60
    * - Drishti-GS1_
      - [DRISHTIGS1-2014]_
-     - ``bob.db.drishtigs1``
      - varying
      - 101
      -
@@ -124,7 +116,6 @@ to generate iterators for training and testing.
      - 51
    * - REFUGE_ (train)
      - [REFUGE-2018]_
-     - ``bob.db.refuge``
      - 2056 x 2124
      - 400
      -
@@ -136,7 +127,6 @@ to generate iterators for training and testing.
      -
    * - REFUGE_ (val)
      - [REFUGE-2018]_
-     - ``bob.db.refuge``
      - 1634 x 1634
      - 400
      -
diff --git a/doc/setup.rst b/doc/setup.rst
index 5eaa6653d555d4fe36bcbba5ac92cb7a77e94635..0955a905bc559e98a74106f1e6415425ebf7cc74 100644
--- a/doc/setup.rst
+++ b/doc/setup.rst
@@ -37,48 +37,36 @@ To setup a dataset, do the following:
       you unpack them in their **pristine** state.  Changing the location of
       files within a dataset distribution will likely cause execution errors.
 
-3.  For each dataset that you are planning to use, set the ``datadir`` to the
+2.  For each dataset that you are planning to use, set the ``datadir`` to the
     root path where it is stored.  E.g.:
 
     .. code-block:: sh
 
-       (<myenv>) $ bob config set bob.db.drive.datadir "/path/to/drivedataset/"
+       (<myenv>) $ bob config set bob.ip.binseg.drive.datadir "/path/to/drive"
 
-    To check your current setup, do the following:
+    To check supported raw datasets and your current setup, do the following:
 
     .. code-block:: sh
 
-       (<myenv>) $ bob config show
-       {
-           "bob.db.chasedb1.datadir": "/path/to/chasedb1/",
-           "bob.db.drionsdb.datadir": "/path/to/drionsdb",
-           "bob.db.drive.datadir": "/path/to/drive",
-           "bob.db.hrf.datadir": "/path/to/hrf",
-       }
-
-    This command will show the set location for each configured dataset.  These
-    paths are automatically used by the dataset iterators provided by the
-    ``bob.db`` packages to find the raw datafiles.
-
-4. To check whether the downloaded version is consistent with the structure
-   that is expected by our ``bob.db`` packages, run ``bob_dbmanage.py
-   <dataset> checkfiles``, where ``<dataset>`` should be replaced by the
+       (<myenv>) $ bob binseg dataset list
+       Supported datasets:
+       - drive: bob.ip.binseg.drive.datadir = "/Users/andre/work/bob/dbs/drive"
+       * stare: bob.ip.binseg.stare.datadir (not set)
+
+    This command will show the set location for each configured dataset, and
+    the variable names for each supported dataset which has not yet been setup.
+
+3. To check whether the downloaded version is consistent with the structure
+   that is expected by this package, run ``bob binseg dataset check
+   <dataset>``, where ``<dataset>`` should be replaced by the
    dataset programmatic name. E.g., to check DRIVE files, use:
 
    .. code-block:: sh
 
-      (<myenv>) $ bob_dbmanage.py drive checkfiles
-      > checkfiles completed sucessfully
+      (<myenv>) $ bob binseg dataset check drive
+      ...
 
    If there are problems on the current file organisation, this procedure
-   should detect and highlight which files are missing.
-
-   .. tip::
-
-      The programmatic name of datasets follow the ``bob.db.<dataset>``
-      nomenclature.  For example, the programmatic name of CHASE-DB1 is
-      ``chasedb1``, because the package name implementing iterators to its
-      files is ``bob.db.chasedb1``.
-
+   should detect and highlight which files are missing (cannot be loaded).
 
 .. include:: links.rst