diff --git a/supervision/metrics/detection.py b/supervision/metrics/detection.py
index 438b6a80..52bf96e0 100644
--- a/supervision/metrics/detection.py
+++ b/supervision/metrics/detection.py
@@ -10,6 +10,7 @@ import numpy as np
 from supervision.dataset.core import DetectionDataset
 from supervision.detection.core import Detections
 from supervision.detection.utils.iou_and_nms import box_iou_batch
+from supervision.utils.internal import deprecated
 
 
 def detections_to_tensor(
@@ -492,10 +493,23 @@ class ConfusionMatrix:
             )
         return fig
 
-
+@deprecated(
+    "`MeanAveragePrecision` is deprecated and will be removed in "
+    "`supervision-0.31.0`. Use "
+    "`supervision.metrics.mean_average_precision.MeanAveragePrecision` instead."
+)
 @dataclass(frozen=True)
 class MeanAveragePrecision:
     """
+    !!! deprecated "Deprecated"
+        `MeanAveragePrecision` is **deprecated** and will be removed in
+        `supervision-0.31.0`.
+
+        The current implementation provides results that are inconsistent with
+        `pycocotools`. Please use
+        `supervision.metrics.mean_average_precision.MeanAveragePrecision` instead,
+        which matches the results of `pycocotools` and is now the recommended approach.
+
     Mean Average Precision for object detection tasks.
 
     Attributes: