diff --git a/flake.lock b/flake.lock
index a6190789..8d0f4070 100644
--- a/flake.lock
+++ b/flake.lock
@@ -479,11 +479,11 @@
         "systems": "systems_6"
       },
       "locked": {
-        "lastModified": 1710146030,
-        "narHash": "sha256-SZ5L6eA7HJ/nmkzGG7/ISclqe6oZdOZTNoesiInkXPQ=",
+        "lastModified": 1726560853,
+        "narHash": "sha256-X6rJYSESBVr3hBoH0WbKE5KvhPU5bloyZ2L4K60/fPQ=",
         "owner": "numtide",
         "repo": "flake-utils",
-        "rev": "b1d9ab70662946ef0850d488da1c9019f3a9752a",
+        "rev": "c1dfcf08411b08f6b8615f7d8971a2bfa81d5e8a",
         "type": "github"
       },
       "original": {
@@ -853,11 +853,11 @@
         ]
       },
       "locked": {
-        "lastModified": 1726280639,
-        "narHash": "sha256-YfLRPlFZWrT2oRLNAoqf7G3+NnUTDdlIJk6tmBU7kXM=",
+        "lastModified": 1726626348,
+        "narHash": "sha256-sYV7e1B1yLcxo8/h+/hTwzZYmaju2oObNiy5iRI0C30=",
         "owner": "oxalica",
         "repo": "rust-overlay",
-        "rev": "e9f8641c92f26fd1e076e705edb12147c384171d",
+        "rev": "6fd52ad8bd88f39efb2c999cc971921c2fb9f3a2",
         "type": "github"
       },
       "original": {
diff --git a/flake.nix b/flake.nix
index 3d349ff2..674db0d8 100644
--- a/flake.nix
+++ b/flake.nix
@@ -67,31 +67,10 @@
             '';
           };
         server = pkgs.python3.pkgs.callPackage ./nix/server.nix { inherit nix-filter; };
+        client = pkgs.python3.pkgs.callPackage ./nix/client.nix { };
       in
       {
-        checks = {
-          rust = with pkgs; rustPlatform.buildRustPackage {
-            name = "rust-checks";
-            src = ./.;
-            cargoLock = {
-              lockFile = ./Cargo.lock;
-            };
-            buildInputs = [ openssl.dev ];
-            nativeBuildInputs = [ clippy pkg-config protobuf python3 rustfmt ];
-            buildPhase = ''
-              cargo check
-            '';
-            checkPhase = ''
-              cargo fmt -- --check
-              cargo test -j $NIX_BUILD_CORES
-              cargo clippy
-            '';
-            installPhase = "touch $out";
-          } ;
-        };
-
         formatter = pkgs.nixfmt-rfc-style;
-
         devShells = with pkgs; rec {
           default = pure;
 
@@ -106,10 +85,11 @@
           test = mkShell {
             buildInputs =
               [
-                # benchmark
-                # launcher
-                # router
+                benchmark
+                launcher
+                router
                 server
+                client
                 openssl.dev
                 pkg-config
                 cargo
diff --git a/integration-tests/models/test_completion_prompts.py b/integration-tests/models/test_completion_prompts.py
index a3b6651d..243388a2 100644
--- a/integration-tests/models/test_completion_prompts.py
+++ b/integration-tests/models/test_completion_prompts.py
@@ -3,9 +3,7 @@ import requests
 import json
 from aiohttp import ClientSession
 
-from text_generation.types import (
-    Completion,
-)
+from text_generation.types import Completion, ChatComplete
 
 
 @pytest.fixture(scope="module")
@@ -50,6 +48,56 @@ def test_flash_llama_completion_single_prompt(
     assert response == response_snapshot
 
 
+@pytest.mark.release
+async def test_flash_llama_completion_stream_usage(
+    flash_llama_completion, response_snapshot
+):
+    url = f"{flash_llama_completion.base_url}/v1/chat/completions"
+    request = {
+        "model": "tgi",
+        "messages": [
+            {
+                "role": "user",
+                "content": "What is Deep Learning?",
+            }
+        ],
+        "max_tokens": 10,
+        "temperature": 0.0,
+        "stream_options": {"include_usage": True},
+        "stream": True,
+    }
+    string = ""
+    chunks = []
+    async with ClientSession(headers=flash_llama_completion.headers) as session:
+        async with session.post(url, json=request) as response:
+            # iterate over the stream
+            async for chunk in response.content.iter_any():
+                # remove "data:"
+                chunk = chunk.decode().split("\n\n")
+                # remove "data:" if present
+                chunk = [c.replace("data:", "") for c in chunk]
+                # remove empty strings
+                chunk = [c for c in chunk if c]
+                # remove completion marking chunk
+                chunk = [c for c in chunk if c != " [DONE]"]
+                # parse json
+                chunk = [json.loads(c) for c in chunk]
+
+                for c in chunk:
+                    chunks.append(ChatComplete(**c))
+                    assert "choices" in c
+                    if len(c["choices"]) == 1:
+                        index = c["choices"][0]["index"]
+                        assert index == 0
+                        string += c["choices"][0]["text"]
+                    elif len(c["choices"]) == 0:
+                        assert c["usage"] is not None
+                    else:
+                        raise RuntimeError("Expected different payload")
+    assert string == ""
+    assert chunks == response_snapshot
+
+
 @pytest.mark.release
 def test_flash_llama_completion_many_prompts(flash_llama_completion, response_snapshot):
     response = requests.post(
diff --git a/nix/client.nix b/nix/client.nix
new file mode 100644
index 00000000..a6a375b6
--- /dev/null
+++ b/nix/client.nix
@@ -0,0 +1,25 @@
+{
+  buildPythonPackage,
+  poetry-core,
+  huggingface-hub,
+  pydantic,
+}:
+
+buildPythonPackage {
+  name = "text-generation";
+
+  src = ../clients/python;
+
+  pyproject = true;
+
+  build-system = [ poetry-core ];
+
+  nativeBuildInputs = [ ];
+
+  pythonRemoveDeps = [ ];
+
+  dependencies = [
+    huggingface-hub
+    pydantic
+  ];
+}
diff --git a/nix/server.nix b/nix/server.nix
index 5921da7f..cfdb3f01 100644
--- a/nix/server.nix
+++ b/nix/server.nix
@@ -21,7 +21,6 @@
   loguru,
   mamba-ssm,
   marlin-kernels,
-  moe-kernels,
   opentelemetry-api,
   opentelemetry-exporter-otlp,
   opentelemetry-instrumentation-grpc,
@@ -89,7 +88,6 @@ buildPythonPackage {
     loguru
     mamba-ssm
     marlin-kernels
-    moe-kernels
     opentelemetry-api
     opentelemetry-exporter-otlp
     opentelemetry-instrumentation-grpc