diff --git a/tests/service/test_server_state_machine.py b/tests/service/test_server_state_machine.py
new file mode 100644
index 0000000..5c7fcfe
--- /dev/null
+++ b/tests/service/test_server_state_machine.py
@@ -0,0 +1,50 @@
+import os
+import tempfile
+
+from typing import Dict, Optional, Union
+import hypothesis.strategies as st
+from hypothesis.stateful import Bundle, RuleBasedStateMachine, rule
+
+from memtable import Memtable, TOMBSTONE
+
+from fastapi.testclient import TestClient
+from service.main import app
+
+
+class ServerDictComparison(RuleBasedStateMachine):
+    def __init__(self):
+        super().__init__()
+        self.client = TestClient(app)
+        self.model: Dict[str, Optional[str]] = dict()
+
+    keys = Bundle("keys")
+    values = Bundle("values")
+
+    @rule(target=keys, key=st.text(min_size=1))
+    def add_key(self, key: str):
+        return key
+
+    @rule(target=values, value=st.text())
+    def add_value(self, value: str):
+        return value
+
+    @rule(key=keys, value=values)
+    def set(self, key: str, value: str):
+        self.model[key] = value
+        self.client.put(f"/kvs?key={key}&value={value}")
+
+    @rule(key=keys)
+    def unset(self, key: str):
+        self.model[key] = None
+        self.client.delete(f"/kvs?key={key}")
+
+    @rule(key=keys)
+    def values_agree(self, key: str):
+        res = self.client.get(f"/kvs/{key}")
+        if res.status_code == 404:
+            assert self.model.get(key, None) == None
+        else:
+            assert res.text == self.model.get(key, None)
+
+
+TestServer = ServerDictComparison.TestCase