diff --git a/mteb/models/get_model_meta.py b/mteb/models/get_model_meta.py
index 23c1b860b2..d5c64b7f59 100644
--- a/mteb/models/get_model_meta.py
+++ b/mteb/models/get_model_meta.py
@@ -105,7 +105,10 @@ def get_model(
 
 
 def get_model_meta(
-    model_name: str, revision: str | None = None, fetch_from_hf: bool = True
+    model_name: str,
+    revision: str | None = None,
+    fetch_from_hf: bool = True,
+    fill_missing: bool = False,
 ) -> ModelMeta:
     """A function to fetch a model metadata object by name.
 
@@ -113,6 +116,7 @@ def get_model_meta(
         model_name: Name of the model to fetch
         revision: Revision of the model to fetch
         fetch_from_hf: Whether to fetch the model from HuggingFace Hub if not found in the registry
+        fill_missing: Computes missing attributes from the metadata including number of parameters and memory usage.
 
     Returns:
         A model metadata object
@@ -124,10 +128,25 @@ def get_model_meta(
             raise ValueError(
                 f"Model revision {revision} not found for model {model_name}. Expected {model_meta.revision}."
             )
+
+        if fill_missing and fetch_from_hf:
+            original_meta_dict = model_meta.model_dump()
+            new_meta = ModelMeta.from_hub(model_name)
+            new_meta_dict = new_meta.model_dump(exclude_none=True)
+
+            updates = {
+                k: v
+                for k, v in new_meta_dict.items()
+                if original_meta_dict.get(k) is None
+            }
+
+            if updates:
+                return model_meta.model_copy(update=updates)
         return model_meta
+
     if fetch_from_hf:
         logger.info(
-            "Model not found in model registry. Attempting to extract metadata by loading the model ({model_name}) using HuggingFace."
+            f"Model not found in model registry. Attempting to extract metadata by loading the model ({model_name}) using HuggingFace."
         )
         meta = ModelMeta.from_hub(model_name, revision)
         return meta
diff --git a/tests/test_models/test_model_meta.py b/tests/test_models/test_model_meta.py
index 320ee801f1..64a98bca28 100644
--- a/tests/test_models/test_model_meta.py
+++ b/tests/test_models/test_model_meta.py
@@ -140,6 +140,15 @@ def test_loader_kwargs_persisted_in_metadata():
     assert meta.loader_kwargs["not_existing_param"] == 123
 
 
+def test_compute_missing_parameter():
+    """Test that compute_missing parameter fetches missing metadata from HuggingFace Hub"""
+    model_name = "sentence-transformers/all-MiniLM-L6-v2"
+    meta_with_compute = mteb.get_model_meta(model_name, fill_missing=True)
+
+    assert meta_with_compute.n_parameters is not None
+    assert meta_with_compute.memory_usage_mb is not None
+
+
 def test_model_to_python():
     meta = mteb.get_model_meta("sentence-transformers/all-MiniLM-L6-v2")
     assert meta.to_python() == (