diff --git a/beetsplug/acousticbrainz.py b/beetsplug/acousticbrainz.py
new file mode 100644
index 0000000000..fa1d71b5fb
--- /dev/null
+++ b/beetsplug/acousticbrainz.py
@@ -0,0 +1,85 @@
+# -*- coding: utf-8 -*-
+# This file is part of beets.
+# Copyright 2015-2016, Ohm Patel.
+#
+# Permission is hereby granted, free of charge, to any person obtaining
+# a copy of this software and associated documentation files (the
+# "Software"), to deal in the Software without restriction, including
+# without limitation the rights to use, copy, modify, merge, publish,
+# distribute, sublicense, and/or sell copies of the Software, and to
+# permit persons to whom the Software is furnished to do so, subject to
+# the following conditions:
+#
+# The above copyright notice and this permission notice shall be
+# included in all copies or substantial portions of the Software.
+
+""" Fetch various AcousticBrainz metadata using MBID
+"""
+from __future__ import (division, absolute_import, print_function,
+                        unicode_literals)
+
+import requests
+
+from beets import plugins, ui
+
+ACOUSTIC_URL = "http://acousticbrainz.org/"
+LEVEL = "/high-level"
+
+
+class AcousticPlugin(plugins.BeetsPlugin):
+    def __init__(self):
+        super(AcousticPlugin, self).__init__()
+
+    def commands(self):
+        cmd = ui.Subcommand('acousticbrainz',
+                            help="fetch metadata from AcousticBrainz")
+
+        def func(lib, opts, args):
+            fetch_info(self, lib)
+
+        cmd.func = func
+        return [cmd]
+
+
+def fetch_info(self, lib):
+    """Currently outputs MBID and corresponding request status code
+    """
+    for item in lib.items():
+        if item.mb_trackid:
+            rs = requests.get(generate_url(item.mb_trackid))
+
+            try:
+                rs.json()
+            except ValueError:
+                self._log.debug('Invalid Response: {}', rs.text)
+
+            item.danceable = get_value(self._log, rs.json(), ["highlevel",
+                                                              "danceability",
+                                                              "all",
+                                                              "danceable"])
+            item.mood_happy = get_value(self._log, rs.json(), ["highlevel",
+                                                               "mood_happy",
+                                                               "all",
+                                                               "happy"])
+            item.mood_party = get_value(self._log, rs.json(), ["highlevel",
+                                                               "mood_party",
+                                                               "all",
+                                                               "party"])
+
+            item.write()
+            item.store()
+
+
+def generate_url(mbid):
+    """Generates url of AcousticBrainz end point for given MBID
+    """
+    return ACOUSTIC_URL + mbid + LEVEL
+
+
+def get_value(log, data, map_path):
+    """Allows traversal of dictionary with cleaner formatting
+    """
+    try:
+        return reduce(lambda d, k: d[k], map_path, data)
+    except KeyError:
+        log.debug('Invalid Path: {}', map_path)
diff --git a/docs/plugins/acousticbrainz.rst b/docs/plugins/acousticbrainz.rst
new file mode 100644
index 0000000000..7019671a2c
--- /dev/null
+++ b/docs/plugins/acousticbrainz.rst
@@ -0,0 +1,17 @@
+Acousticbrainz Plugin
+=====================
+
+The ``acoustricbrainz`` plugin provides a command that traverses through a library and tags tracks with valid MusicBrainz IDs with additional metadata such as
+
+* ``danceable``
+    + Predicts how easy the track is danceable to
+* ``mood_happy``
+    + Predicts the probability this track is played to invoke happiness
+* ``mood_party``
+    + Predicts the probability this track is played in a party environment
+
+Enable the ``acousticbrainz`` plugin in your configuration (see :ref:`using-plugins`) and run with:
+
+    $ beet acousticbrainz
+
+Additional command-line options coming soon.
diff --git a/docs/plugins/index.rst b/docs/plugins/index.rst
index 5da5ee0be1..0c1c4ce11a 100644
--- a/docs/plugins/index.rst
+++ b/docs/plugins/index.rst
@@ -31,6 +31,7 @@ Each plugin has its own set of options that can be defined in a section bearing
 .. toctree::
    :hidden:
 
+   acousticbrainz
    badfiles
    bpd
    bpm
@@ -94,6 +95,7 @@ Autotagger Extensions
 Metadata
 --------
 
+* :doc:`acousticbrainz`: Fetch various AcousticBrainz metadata
 * :doc:`bpm`: Measure tempo using keystrokes.
 * :doc:`echonest`: Automatically fetch `acoustic attributes`_ from
   `the Echo Nest`_ (tempo, energy, danceability, ...).