diff --git a/tools/server/tests/unit/test_embedding.py b/tools/server/tests/unit/test_embedding.py
index 50601b8396..f244774903 100644
--- a/tools/server/tests/unit/test_embedding.py
+++ b/tools/server/tests/unit/test_embedding.py
@@ -255,3 +255,57 @@ def test_embedding_openai_library_base64():
     # make sure the decoded data is the same as the original
     for x, y in zip(floats, vec0):
         assert abs(x - y) < EPSILON
+
+
+def test_embedding_pooling_max():
+    global server
+    server.pooling = 'max'
+    server.start()
+    res = server.make_request("POST", "/v1/embeddings", data={
+        "input": "I believe the meaning of life is",
+    })
+    assert res.status_code == 200
+    assert len(res.body['data']) == 1
+    assert 'embedding' in res.body['data'][0]
+    assert len(res.body['data'][0]['embedding']) > 1
+
+    # make sure embedding vector is normalized
+    assert abs(sum([x ** 2 for x in res.body['data'][0]['embedding']]) - 1) < EPSILON
+
+
+def test_embedding_pooling_max_multiple():
+    global server
+    server.pooling = 'max'
+    server.start()
+    res = server.make_request("POST", "/v1/embeddings", data={
+        "input": [
+            "I believe the meaning of life is",
+            "Write a joke about AI",
+            "This is a test",
+            "This is another test",
+        ],
+    })
+    assert res.status_code == 200
+    assert len(res.body['data']) == 4
+    for d in res.body['data']:
+        assert 'embedding' in d
+        assert len(d['embedding']) > 1
+
+
+def test_embedding_pooling_max_same_prompt():
+    global server
+    server.pooling = 'max'
+    server.start()
+    res = server.make_request("POST", "/v1/embeddings", data={
+        "input": [
+            "I believe the meaning of life is",
+            "I believe the meaning of life is",
+        ],
+    })
+    assert res.status_code == 200
+    assert len(res.body['data']) == 2
+    # same input should give same output
+    v0 = res.body['data'][0]['embedding']
+    v1 = res.body['data'][1]['embedding']
+    for x, y in zip(v0, v1):
+        assert abs(x - y) < EPSILON