diff --git a/pyproject.toml b/pyproject.toml
index d3e6c9f9..eb463285 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -100,7 +100,7 @@ ignore = [
     "FIX002",  # Line contains TODO, consider resolving the issue
     "N803",    # Variable name should be lowercase
     "N806",    # Uppercase letters in variable names
-    "PLC0415", # import` should be at the top-level of a file
+    "PLC0415", # import should be at the top-level of a file
     "PLR0912", # too many branches
     "PLR0913", # too many function arguments
     "PLR2004", # Magic value used in comparison, consider replacing {value} with a constant variable
diff --git a/tests/models/test_nequip_framework.py b/tests/models/test_nequip_framework.py
index 33a43cc2..e45e9d35 100644
--- a/tests/models/test_nequip_framework.py
+++ b/tests/models/test_nequip_framework.py
@@ -1,16 +1,19 @@
 import traceback
-import urllib.request
-from enum import StrEnum
 from pathlib import Path
 
 import pytest
 
-from tests.conftest import DEVICE
-from tests.models.conftest import make_model_calculator_consistency_test
+from tests.conftest import DEVICE, DTYPE
+from tests.models.conftest import (
+    consistency_test_simstate_fixtures,
+    make_model_calculator_consistency_test,
+    make_validate_model_outputs_test,
+)
 
 
 try:
     from nequip.ase import NequIPCalculator
+    from nequip.scripts.compile import main
 
     from torch_sim.models.nequip_framework import (
         NequIPFrameworkModel,
@@ -22,29 +25,34 @@
     )
 
 
-class NequIPUrls(StrEnum):
-    """Checkpoint download URLs for NequIP models."""
-
-    Si = "https://github.com/abhijeetgangan/pt_model_checkpoints/raw/refs/heads/main/nequip/Si.nequip.pth"
-
-
 @pytest.fixture(scope="session")
-def model_path_nequip(tmp_path_factory: pytest.TempPathFactory) -> Path:
-    tmp_path = tmp_path_factory.mktemp("nequip_checkpoints")
-    model_name = "Si.nequip.pth"
-    model_path = Path(tmp_path) / model_name
-
-    if not model_path.is_file():
-        urllib.request.urlretrieve(NequIPUrls.Si, model_path)  # noqa: S310
+def compiled_nequip_model_path(tmp_path_factory: pytest.TempPathFactory) -> Path:
+    """Compile NequIP OAM-L model from nequip.net."""
+    tmp_path = tmp_path_factory.mktemp("nequip_compiled")
+    output_model_name = "mir-group__NequIP-OAM-L__0.1.nequip.pt2"
+    output_path = Path(tmp_path) / output_model_name
+
+    main(
+        args=[
+            "nequip.net:mir-group/NequIP-OAM-L:0.1",
+            str(output_path),
+            "--mode",
+            "aotinductor",
+            "--device",
+            DEVICE.type,
+            "--target",
+            "ase",
+        ]
+    )
 
-    return model_path
+    return output_path
 
 
-@pytest.fixture
-def nequip_model(model_path_nequip: Path) -> NequIPFrameworkModel:
+@pytest.fixture(scope="session")
+def nequip_model(compiled_nequip_model_path: Path) -> NequIPFrameworkModel:
     """Create an NequIPModel wrapper for the pretrained model."""
     compiled_model, (r_max, type_names) = from_compiled_model(
-        model_path_nequip, device=DEVICE
+        compiled_nequip_model_path, device=DEVICE
     )
     return NequIPFrameworkModel(
         model=compiled_model,
@@ -54,16 +62,18 @@ def nequip_model(model_path_nequip: Path) -> NequIPFrameworkModel:
     )
 
 
-@pytest.fixture
-def nequip_calculator(model_path_nequip: Path) -> NequIPCalculator:
+@pytest.fixture(scope="session")
+def nequip_calculator(compiled_nequip_model_path: Path) -> NequIPCalculator:
     """Create an NequIPCalculator for the pretrained model."""
-    return NequIPCalculator.from_compiled_model(str(model_path_nequip), device=DEVICE)
+    return NequIPCalculator.from_compiled_model(
+        str(compiled_nequip_model_path), device=DEVICE
+    )
 
 
-def test_nequip_initialization(model_path_nequip: Path) -> None:
+def test_nequip_initialization(compiled_nequip_model_path: Path) -> None:
     """Test that the NequIP model initializes correctly."""
     compiled_model, (r_max, type_names) = from_compiled_model(
-        model_path_nequip, device=DEVICE
+        compiled_nequip_model_path, device=DEVICE
     )
     model = NequIPFrameworkModel(
         model=compiled_model,
@@ -78,7 +88,14 @@ def test_nequip_initialization(model_path_nequip: Path) -> None:
     test_name="nequip",
     model_fixture_name="nequip_model",
     calculator_fixture_name="nequip_calculator",
-    sim_state_names=("si_sim_state", "rattled_si_sim_state"),
+    sim_state_names=consistency_test_simstate_fixtures,
+    energy_atol=5e-5,
+    dtype=DTYPE,
+    device=DEVICE,
 )
 
-# TODO (AG): Test multi element models
+test_nequip_model_outputs = make_validate_model_outputs_test(
+    model_fixture_name="nequip_model",
+    dtype=DTYPE,
+    device=DEVICE,
+)