diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 00000000..f33a02cd
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,12 @@
+# To get started with Dependabot version updates, you'll need to specify which
+# package ecosystems to update and where the package manifests are located.
+# Please see the documentation for more information:
+# https://docs.github.com/github/administering-a-repository/configuration-options-for-dependency-updates
+# https://containers.dev/guide/dependabot
+
+version: 2
+updates:
+ - package-ecosystem: "devcontainers"
+   directory: "/"
+   schedule:
+     interval: weekly
diff --git a/roboflow/models/keypoint_detection.py b/roboflow/models/keypoint_detection.py
index a0e86561..ee2a7699 100644
--- a/roboflow/models/keypoint_detection.py
+++ b/roboflow/models/keypoint_detection.py
@@ -26,6 +26,7 @@ def __init__(
         id: str,
         name: Optional[str] = None,
         version: Optional[str] = None,
+        confidence: Optional[int] = 10,
         local: Optional[str] = None,
     ):
         """
@@ -37,6 +38,7 @@ def __init__(
             name (str): is the name of the project
             version (str): version number
             local (str): localhost address and port if pointing towards local inference engine
+            confidence (int): A threshold for the returned predictions on a scale of 0-100.
             colors (dict): colors to use for the image
             preprocessing (dict): preprocessing to use for the image
 
@@ -48,6 +50,7 @@ def __init__(
         self.__api_key = api_key
         self.id = id
         self.name = name
+        self.confidence = confidence
         self.version = version
         self.base_url = "https://detect.roboflow.com/"
 
@@ -150,6 +153,7 @@ def __generate_url(self):
                 self.base_url + without_workspace + "/" + str(version),
                 "?api_key=" + self.__api_key,
                 "&name=YOUR_IMAGE.jpg",
+                f"&confidence={self.confidence}",
             ]
         )
 
diff --git a/tests/annotations/keypoint-detection-annotations/MM2A_46_R_T_predictions.json b/tests/annotations/keypoint-detection-annotations/MM2A_46_R_T_predictions.json
new file mode 100644
index 00000000..cec83f9b
--- /dev/null
+++ b/tests/annotations/keypoint-detection-annotations/MM2A_46_R_T_predictions.json
@@ -0,0 +1,426 @@
+{
+    "inference_id": "4b39e84f-88ce-4d27-880c-57bf949029e7",
+    "time": 0.05072031899999274,
+    "image": {
+        "width": 142,
+        "height": 327
+    },
+    "predictions": [
+        {
+            "x": 59.5,
+            "y": 233.5,
+            "width": 25.0,
+            "height": 11.0,
+            "confidence": 0.763361394405365,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "500623ad-1ca9-4604-a217-6e057cf3f588",
+            "keypoints": [
+                {
+                    "x": 47.0,
+                    "y": 240.0,
+                    "confidence": 0.9998906850814819,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 72.0,
+                    "y": 227.0,
+                    "confidence": 0.9996753931045532,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 48.5,
+            "y": 210.0,
+            "width": 25.0,
+            "height": 10.0,
+            "confidence": 0.7600339651107788,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "71b9fcd9-4351-47a2-a583-ad9d5e96b604",
+            "keypoints": [
+                {
+                    "x": 36.0,
+                    "y": 215.0,
+                    "confidence": 0.9999080896377563,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 61.0,
+                    "y": 205.0,
+                    "confidence": 0.9991416931152344,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 41.0,
+            "y": 187.5,
+            "width": 24.0,
+            "height": 9.0,
+            "confidence": 0.742439866065979,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "b04105e9-767e-4e76-9ee9-aadae1326658",
+            "keypoints": [
+                {
+                    "x": 29.0,
+                    "y": 192.0,
+                    "confidence": 0.9993617534637451,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 54.0,
+                    "y": 183.0,
+                    "confidence": 0.9988169074058533,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 56.0,
+            "y": 80.5,
+            "width": 20.0,
+            "height": 7.0,
+            "confidence": 0.6737987995147705,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "d519e047-8703-4000-95c7-3f29ffb7c233",
+            "keypoints": [
+                {
+                    "x": 46.0,
+                    "y": 77.0,
+                    "confidence": 0.9988997578620911,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 66.0,
+                    "y": 85.0,
+                    "confidence": 0.9990716576576233,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 49.0,
+            "y": 98.0,
+            "width": 20.0,
+            "height": 10.0,
+            "confidence": 0.6587967872619629,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "b9e46234-d571-4141-8e92-18a9c61cb888",
+            "keypoints": [
+                {
+                    "x": 40.0,
+                    "y": 93.0,
+                    "confidence": 0.9998961687088013,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 59.0,
+                    "y": 102.0,
+                    "confidence": 0.9997531175613403,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 69.5,
+            "y": 259.0,
+            "width": 31.0,
+            "height": 8.0,
+            "confidence": 0.5930185914039612,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "edf5846c-8858-4dbc-9a86-128340b4ecfd",
+            "keypoints": [
+                {
+                    "x": 55.0,
+                    "y": 262.0,
+                    "confidence": 0.9956279993057251,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 85.0,
+                    "y": 256.0,
+                    "confidence": 0.9995435476303101,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 41.0,
+            "y": 113.0,
+            "width": 22.0,
+            "height": 6.0,
+            "confidence": 0.5826466083526611,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "e5a09d46-1dda-4957-aa8c-2051febde9dc",
+            "keypoints": [
+                {
+                    "x": 30.0,
+                    "y": 110.0,
+                    "confidence": 0.9999384880065918,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 52.0,
+                    "y": 117.0,
+                    "confidence": 0.9998559951782227,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 70.0,
+            "y": 45.5,
+            "width": 18.0,
+            "height": 5.0,
+            "confidence": 0.49985209107398987,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "5373c45d-6ab5-474c-bf1b-0f80398e4f50",
+            "keypoints": [
+                {
+                    "x": 61.0,
+                    "y": 43.0,
+                    "confidence": 0.9988017082214355,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 80.0,
+                    "y": 48.0,
+                    "confidence": 0.9974247813224792,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 62.5,
+            "y": 63.5,
+            "width": 19.0,
+            "height": 7.0,
+            "confidence": 0.46164435148239136,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "93961590-3596-4f86-86ef-3115f27af571",
+            "keypoints": [
+                {
+                    "x": 53.0,
+                    "y": 60.0,
+                    "confidence": 0.9995067715644836,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 72.0,
+                    "y": 67.0,
+                    "confidence": 0.9983217716217041,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 35.5,
+            "y": 168.0,
+            "width": 25.0,
+            "height": 6.0,
+            "confidence": 0.4455893933773041,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "02949522-1446-4678-b580-37397a6e3544",
+            "keypoints": [
+                {
+                    "x": 23.0,
+                    "y": 171.0,
+                    "confidence": 0.9996205568313599,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 48.0,
+                    "y": 165.0,
+                    "confidence": 0.9966169595718384,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 78.0,
+            "y": 284.0,
+            "width": 32.0,
+            "height": 8.0,
+            "confidence": 0.44538000226020813,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "2ad879d8-901e-4647-aa58-52d3de28d5fa",
+            "keypoints": [
+                {
+                    "x": 62.0,
+                    "y": 288.0,
+                    "confidence": 0.9988986253738403,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 93.0,
+                    "y": 282.0,
+                    "confidence": 0.9989535808563232,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 33.0,
+            "y": 150.0,
+            "width": 24.0,
+            "height": 2.0,
+            "confidence": 0.28537100553512573,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "c522b624-ff97-46d7-b90f-4ea04e5ddbbd",
+            "keypoints": [
+                {
+                    "x": 21.0,
+                    "y": 151.0,
+                    "confidence": 0.9995453357696533,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 45.0,
+                    "y": 150.0,
+                    "confidence": 0.9993085861206055,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 82.0,
+            "y": 313.0,
+            "width": 34.0,
+            "height": 6.0,
+            "confidence": 0.2552550435066223,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "a420b97c-d316-41a6-895e-cd342795af4d",
+            "keypoints": [
+                {
+                    "x": 64.0,
+                    "y": 316.0,
+                    "confidence": 0.9955296516418457,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 99.0,
+                    "y": 311.0,
+                    "confidence": 0.9899979829788208,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 37.0,
+            "y": 126.0,
+            "width": 24.0,
+            "height": 6.0,
+            "confidence": 0.2176252007484436,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "8600c8bf-c3f6-46c1-a5a6-a602637d0d05",
+            "keypoints": [
+                {
+                    "x": 25.0,
+                    "y": 124.0,
+                    "confidence": 0.9993969798088074,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 49.0,
+                    "y": 127.0,
+                    "confidence": 0.9985653758049011,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 35.5,
+            "y": 132.0,
+            "width": 23.0,
+            "height": 4.0,
+            "confidence": 0.14819690585136414,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "8bda8ccd-a834-41b3-a40e-848c1fbd4de2",
+            "keypoints": [
+                {
+                    "x": 24.0,
+                    "y": 130.0,
+                    "confidence": 0.9997155666351318,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 47.0,
+                    "y": 134.0,
+                    "confidence": 0.9994645118713379,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        },
+        {
+            "x": 74.0,
+            "y": 18.0,
+            "width": 24.0,
+            "height": 2.0,
+            "confidence": 0.14375203847885132,
+            "class": "vertebra",
+            "class_id": 0,
+            "detection_id": "fd657847-2461-40f0-8219-8c2c33580153",
+            "keypoints": [
+                {
+                    "x": 62.0,
+                    "y": 18.0,
+                    "confidence": 0.9981837272644043,
+                    "class_id": 0,
+                    "class_name": "start"
+                },
+                {
+                    "x": 85.0,
+                    "y": 19.0,
+                    "confidence": 0.996793806552887,
+                    "class_id": 1,
+                    "class_name": "end"
+                }
+            ]
+        }
+    ]
+}
diff --git a/tests/images/MM2A_46_R_T.png b/tests/images/MM2A_46_R_T.png
new file mode 100644
index 00000000..8674705d
Binary files /dev/null and b/tests/images/MM2A_46_R_T.png differ
diff --git a/tests/models/test_keypoint_detection.py b/tests/models/test_keypoint_detection.py
new file mode 100644
index 00000000..57bfaee5
--- /dev/null
+++ b/tests/models/test_keypoint_detection.py
@@ -0,0 +1,68 @@
+import json
+import os
+import unittest
+
+import responses
+from requests.exceptions import HTTPError
+
+from roboflow.models.keypoint_detection import KeypointDetectionModel
+from roboflow.util.prediction import PredictionGroup
+
+with open(os.path.join("tests", "annotations", "keypoint-detection-annotations", "MM2A_46_R_T_predictions.json")) as f:
+    MOCK_RESPONSE = json.load(f)
+
+
+class TestKeypointDetection(unittest.TestCase):
+    api_key = "my-api-key"
+    workspace = "roboflow"
+    dataset_id = "test-123"
+    version = "23"
+
+    api_url = f"https://detect.roboflow.com/{dataset_id}/{version}"
+
+    _default_params = {"api_key": api_key, "confidence": "10", "name": "YOUR_IMAGE.jpg"}
+
+    def setUp(self):
+        super().setUp()
+        self.version_id = f"{self.workspace}/{self.dataset_id}/{self.version}"
+
+    def test_init_sets_attributes(self):
+        instance = KeypointDetectionModel(self.api_key, self.version_id, version=self.version)
+
+        self.assertEqual(instance.id, self.version_id)
+        self.assertEqual(instance.api_key, self.api_key)
+        self.assertEqual(instance.version, self.version)
+        self.assertEqual(instance.base_url, "https://detect.roboflow.com/")
+
+    @responses.activate
+    def test_predict_local_image(self):
+        instance = KeypointDetectionModel(self.api_key, self.version_id, version=self.version)
+
+        responses.add(responses.POST, self.api_url, json=MOCK_RESPONSE, status=200)
+
+        result = instance.predict("tests/images/MM2A_46_R_T.jpg")
+
+        self.assertIsInstance(result, PredictionGroup)
+        self.assertEqual(len(result.predictions), 1)
+        self.assertEqual(result.predictions[0].confidence, 0.544)
+
+    @responses.activate
+    def test_predict_with_confidence(self):
+        instance = KeypointDetectionModel(self.api_key, self.version_id, version=self.version)
+
+        responses.add(responses.POST, self.api_url, json=MOCK_RESPONSE, status=200)
+
+        result = instance.predict("tests/images/MM2A_46_R_T.jpg", confidence=30)
+
+        self.assertIsInstance(result, PredictionGroup)
+        request = responses.calls[0].request
+        self.assertEqual(request.params["confidence"], "30")
+
+    @responses.activate
+    def test_predict_error_response(self):
+        instance = KeypointDetectionModel(self.api_key, self.version_id, version=self.version)
+
+        responses.add(responses.POST, self.api_url, json={"error": "Invalid API key"}, status=401)
+
+        with self.assertRaises(HTTPError):
+            instance.predict("tests/images/MM2A_46_R_T.jpg")