diff --git a/dvc/cli.py b/dvc/cli.py
index 5381426a4..405bb5f96 100644
--- a/dvc/cli.py
+++ b/dvc/cli.py
@@ -17,6 +17,7 @@ from dvc.command.add import CmdAdd
 from dvc.command.config import CmdConfig
 from dvc.command.checkout import CmdCheckout
 from dvc.command.remote import CmdRemoteAdd, CmdRemoteRemove, CmdRemoteModify
+from dvc.command.metrics import CmdMetrics
 from dvc.stage import Stage
 from dvc import VERSION
 
@@ -321,6 +322,24 @@ def parse_args(argv=None):
                         help='Use local config')
     remote_modify_parser.set_defaults(func=CmdRemoteModify)
 
+    # Metrics
+    metrics_parser = subparsers.add_parser(
+                        'metrics',
+                        parents=[parent_parser],
+                        help='Get metrics from all branches')
+    metrics_parser.add_argument(
+                        'path',
+                        help='Path to metrics file')
+    metrics_parser.add_argument(
+                        '--json-path',
+                        help='JSON path')
+    metrics_parser.add_argument(
+                        '--tsv-path',
+                        help='TSV path \'row,column\'(e.g. \'1,2\')')
+    metrics_parser.add_argument(
+                        '--htsv-path',
+                        help='Headed TSV path \'row,column\'(e.g. \'Name,3\'')
+    metrics_parser.set_defaults(func=CmdMetrics)
 
     args = parser.parse_args(argv)
 
diff --git a/dvc/command/metrics.py b/dvc/command/metrics.py
index 68c69980c..de447df51 100644
--- a/dvc/command/metrics.py
+++ b/dvc/command/metrics.py
@@ -3,6 +3,9 @@ from dvc.command.common.base import CmdBase
 
 class CmdMetrics(CmdBase):
     def run(self):
-        for branch, metric in self.project.metrics(self.args.path).items():
+        for branch, metric in self.project.metrics(self.args.path,
+                                                   json_path=self.args.json_path,
+                                                   tsv_path=self.args.tsv_path,
+                                                   htsv_path=self.args.htsv_path).items():
             self.project.logger.info("{}: {}".format(branch, metric))
         return 0
diff --git a/dvc/project.py b/dvc/project.py
index 62627f58d..7f90bcdf4 100644
--- a/dvc/project.py
+++ b/dvc/project.py
@@ -1,6 +1,9 @@
 import os
+import csv
 import stat
+import json
 import networkx as nx
+from jsonpath_rw import parse
 
 import dvc.cloud.base as cloud
 
@@ -258,6 +261,61 @@ class Project(object):
             return self._cloud_status(target, jobs, remote=remote)
         return self._local_status(target)
 
+    def _read_metric_json(self, fd, json_path):
+        parser = parse(json_path)
+        return [x.value for x in parser.find(json.load(fd))]
+
+    def _do_read_metric_tsv(self, reader, row, col):
+        if col != None and row != None:
+            return [reader[row][col]]
+        elif col != None:
+            return [r[col] for r in reader]
+        elif row != None:
+            return reader[row]
+        return None
+
+    def _read_metric_htsv(self, fd, htsv_path):
+        col, row = htsv_path.split(',')
+        row = int(row)
+        reader = list(csv.DictReader(fd, delimiter='\t'))
+        return self._do_read_metric_tsv(reader, row, col)
+
+    def _read_metric_tsv(self, fd, tsv_path):
+        col, row = tsv_path.split(',')
+        row = int(row)
+        col = int(col)
+        reader = list(csv.reader(fd, delimiter='\t'))
+        return self._do_read_metric_tsv(reader, row, col)
+
+    def _read_metric(self, path, json_path=None, tsv_path=None, htsv_path=None):
+        ret = None
+        try: 
+            with open(path, 'r') as fd:
+                if json_path:
+                    ret = self._read_metric_json(fd, json_path)
+                elif tsv_path:
+                    ret = self._read_metric_tsv(fd, tsv_path)
+                elif htsv_path:
+                    ret = self._read_metric_htsv(fd, htsv_path)
+                else:
+                    ret = fd.read()
+        except Exception as exc:
+            self.logger.error('Unable to read metric in \'{}\''.format(path), exc)
+
+        return ret
+
+    def metrics(self, path, json_path=None, tsv_path=None, htsv_path=None):
+        res = {}
+        saved = self.scm.active_branch()
+        for branch in self.scm.list_branches():
+            self.scm.checkout(branch)
+            res[branch] = self._read_metric(path,
+                                            json_path=json_path,
+                                            tsv_path=tsv_path,
+                                            htsv_path=htsv_path)
+        self.scm.checkout(saved)
+        return res
+
     def graph(self):
         G = nx.DiGraph()
 
diff --git a/dvc/scm.py b/dvc/scm.py
index 5667c9d55..3c4755bfe 100644
--- a/dvc/scm.py
+++ b/dvc/scm.py
@@ -49,6 +49,12 @@ class Base(object):
     def is_tracked(self, path):
         pass
 
+    def active_branch(self):
+        pass
+
+    def list_branches(self):
+        pass
+
 
 class Git(Base):
     GITIGNORE = '.gitignore'
@@ -133,6 +139,12 @@ class Git(Base):
     def is_tracked(self, path):
         return len(self.repo.git.ls_files(path)) != 0
 
+    def active_branch(self):
+        return self.repo.active_branch.name
+
+    def list_branches(self):
+        return [h.name for h in self.repo.heads]
+
 
 def SCM(root_dir=os.curdir, no_scm=False):
     if Git.is_repo(root_dir):
diff --git a/requirements.txt b/requirements.txt
index 3ef8074dd..e95d2d3e3 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -17,3 +17,4 @@ pyasn1>=0.4.1
 schema>=0.6.7
 paramiko>=2.4.1
 binaryornot==0.4.4
+jsonpath-rw==1.4.0
diff --git a/setup.py b/setup.py
index 8ef831b6f..298d45953 100644
--- a/setup.py
+++ b/setup.py
@@ -23,6 +23,7 @@ install_requires = [
     "schema>=0.6.7",
     "paramiko>=2.4.1",
     "binaryornot==0.4.4",
+    "jsonpath-rw==1.4.0",
 ]
 
 setup(
diff --git a/tests/test_metrics.py b/tests/test_metrics.py
new file mode 100644
index 000000000..71b3e95bb
--- /dev/null
+++ b/tests/test_metrics.py
@@ -0,0 +1,72 @@
+import os
+import json
+
+from dvc.main import main
+from tests.basic_env import TestDvc
+
+class TestMetrics(TestDvc):
+    def setUp(self):
+        super(TestMetrics, self).setUp()
+        for branch in ['foo', 'bar', 'baz']:
+            self.dvc.scm.checkout(branch, create_new=True)
+
+            with open('metric', 'w+') as fd:
+                fd.write(branch)
+
+            with open('metric_json', 'w+') as fd:
+                json.dump({'branch': branch}, fd)
+
+            with open('metric_tsv', 'w+') as fd:
+                fd.write(branch)
+
+            with open('metric_htsv', 'w+') as fd:
+                fd.write('branch\n')
+                fd.write(branch)
+
+            self.dvc.scm.add(['metric', 'metric_json', 'metric_tsv', 'metric_htsv'])
+            self.dvc.scm.commit('metric')
+
+        self.dvc.scm.checkout('master')
+
+    def test(self):
+        ret = self.dvc.metrics('metric')
+        self.assertEqual(len(ret), 4)
+        self.assertTrue(ret['master'] == None)
+        self.assertTrue(ret['foo'] == 'foo')
+        self.assertTrue(ret['bar'] == 'bar')
+        self.assertTrue(ret['baz'] == 'baz')
+
+        ret = self.dvc.metrics('metric_json', json_path='branch')
+        self.assertEqual(len(ret), 4)
+        self.assertTrue(ret['master'] == None)
+        self.assertTrue(ret['foo'] == ['foo'])
+        self.assertTrue(ret['bar'] == ['bar'])
+        self.assertTrue(ret['baz'] == ['baz'])
+
+        ret = self.dvc.metrics('metric_tsv', tsv_path='0,0')
+        self.assertEqual(len(ret), 4)
+        self.assertTrue(ret['master'] == None)
+        self.assertTrue(ret['foo'] == ['foo'])
+        self.assertTrue(ret['bar'] == ['bar'])
+        self.assertTrue(ret['baz'] == ['baz'])
+
+        ret = self.dvc.metrics('metric_htsv', htsv_path='branch,0')
+        self.assertEqual(len(ret), 4)
+        self.assertTrue(ret['master'] == None)
+        self.assertTrue(ret['foo'] == ['foo'])
+        self.assertTrue(ret['bar'] == ['bar'])
+        self.assertTrue(ret['baz'] == ['baz'])
+
+    def test_cli(self):
+        #FIXME check output
+        ret = main(['metrics', 'metric'])
+        self.assertEqual(ret, 0)
+
+        ret = main(['metrics', 'metric_json', '--json-path', 'branch'])
+        self.assertEqual(ret, 0)
+
+        ret = main(['metrics', 'metric_tsv', '--tsv-path', '0,0'])
+        self.assertEqual(ret, 0)
+
+        ret = main(['metrics', 'metric_htsv', '--htsv-path', 'branch,0'])
+        self.assertEqual(ret, 0)