diff --git a/moto/ssm/models.py b/moto/ssm/models.py
index f1aac336b..63cb3c8ba 100644
--- a/moto/ssm/models.py
+++ b/moto/ssm/models.py
@@ -1,5 +1,7 @@
 from __future__ import unicode_literals
 
+from collections import defaultdict
+
 from moto.core import BaseBackend, BaseModel
 from moto.ec2 import ec2_backends
 
@@ -42,6 +44,7 @@ class SimpleSystemManagerBackend(BaseBackend):
 
     def __init__(self):
         self._parameters = {}
+        self._resource_tags = defaultdict(lambda: defaultdict(dict))
 
     def delete_parameter(self, name):
         try:
@@ -68,6 +71,19 @@ class SimpleSystemManagerBackend(BaseBackend):
         self._parameters[name] = Parameter(
             name, value, type, description, keyid)
 
+    def add_tags_to_resource(self, resource_type, resource_id, tags):
+        for key, value in tags.items():
+            self._resource_tags[resource_type][resource_id][key] = value
+
+    def remove_tags_from_resource(self, resource_type, resource_id, keys):
+        tags = self._resource_tags[resource_type][resource_id]
+        for key in keys:
+            if key in tags:
+                del tags[key]
+
+    def list_tags_for_resource(self, resource_type, resource_id):
+        return self._resource_tags[resource_type][resource_id]
+
 
 ssm_backends = {}
 for region, ec2_backend in ec2_backends.items():
diff --git a/moto/ssm/responses.py b/moto/ssm/responses.py
index 09fe6d0c2..1fa1a81b2 100644
--- a/moto/ssm/responses.py
+++ b/moto/ssm/responses.py
@@ -108,3 +108,28 @@ class SimpleSystemManagerResponse(BaseResponse):
         self.ssm_backend.put_parameter(
             name, description, value, type_, keyid, overwrite)
         return json.dumps({})
+
+    def add_tags_to_resource(self):
+        resource_id = self._get_param('ResourceId')
+        resource_type = self._get_param('ResourceType')
+        tags = {t['Key']: t['Value'] for t in self._get_param('Tags')}
+        self.ssm_backend.add_tags_to_resource(
+            resource_id, resource_type, tags)
+        return json.dumps({})
+
+    def remove_tags_from_resource(self):
+        resource_id = self._get_param('ResourceId')
+        resource_type = self._get_param('ResourceType')
+        keys = self._get_param('TagKeys')
+        self.ssm_backend.remove_tags_from_resource(
+            resource_id, resource_type, keys)
+        return json.dumps({})
+
+    def list_tags_for_resource(self):
+        resource_id = self._get_param('ResourceId')
+        resource_type = self._get_param('ResourceType')
+        tags = self.ssm_backend.list_tags_for_resource(
+            resource_id, resource_type)
+        tag_list = [{'Key': k, 'Value': v} for (k, v) in tags.items()]
+        response = {'TagList': tag_list}
+        return json.dumps(response)
diff --git a/tests/test_ssm/test_ssm_boto3.py b/tests/test_ssm/test_ssm_boto3.py
index 60a027933..418c58708 100644
--- a/tests/test_ssm/test_ssm_boto3.py
+++ b/tests/test_ssm/test_ssm_boto3.py
@@ -247,3 +247,33 @@ def test_put_parameter_secure_custom_kms():
     response['Parameters'][0]['Name'].should.equal('test')
     response['Parameters'][0]['Value'].should.equal('value')
     response['Parameters'][0]['Type'].should.equal('SecureString')
+
+@mock_ssm
+def test_add_remove_list_tags_for_resource():
+    client = boto3.client('ssm', region_name='us-east-1')
+
+    client.add_tags_to_resource(
+        ResourceId='test',
+        ResourceType='Parameter',
+        Tags=[{'Key': 'test-key', 'Value': 'test-value'}]
+    )
+
+    response = client.list_tags_for_resource(
+        ResourceId='test',
+        ResourceType='Parameter'
+    )
+    len(response['TagList']).should.equal(1)
+    response['TagList'][0]['Key'].should.equal('test-key')
+    response['TagList'][0]['Value'].should.equal('test-value')
+
+    client.remove_tags_from_resource(
+        ResourceId='test',
+        ResourceType='Parameter',
+        TagKeys=['test-key']
+    )
+
+    response = client.list_tags_for_resource(
+        ResourceId='test',
+        ResourceType='Parameter'
+    )
+    len(response['TagList']).should.equal(0)