diff --git a/pyproject.toml b/pyproject.toml
index 4af3a85b..bd5eea6f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,4 +64,10 @@ dev = [
 
 [tool.setuptools.packages.find]
 include = ["veadk*"]
-exclude = ["app*", "assets*", "examples*", "ide*", "tests*",]
+exclude = ["assets*", "ide*", "tests*"]
+
+[tool.setuptools]
+include-package-data = true
+
+[tool.setuptools.package-data]
+"veadk.cli.studio.web" = ["_next/**/*"]
\ No newline at end of file
diff --git a/veadk/cli/services/vefaas/template/src/requirements.txt b/veadk/cli/services/vefaas/template/src/requirements.txt
index aaca93f9..423f10f6 100644
--- a/veadk/cli/services/vefaas/template/src/requirements.txt
+++ b/veadk/cli/services/vefaas/template/src/requirements.txt
@@ -1,3 +1,4 @@
-git+https://github.com/volcengine/veadk-python.git
+veadk-python[eval] @ git+https://github.com/volcengine/veadk-python.git # extra eval for prompt optimization in veadk studio
+agent-pilot-sdk>=0.0.9 # extra dep for prompt optimization in veadk studio
 uvicorn[standard]
 fastapi
\ No newline at end of file
diff --git a/veadk/cli/services/vefaas/template/src/studio_agent.py b/veadk/cli/services/vefaas/template/src/studio_app.py
similarity index 100%
rename from veadk/cli/services/vefaas/template/src/studio_agent.py
rename to veadk/cli/services/vefaas/template/src/studio_app.py
diff --git a/veadk/cli/studio/web/__init__.py b/veadk/cli/studio/web/__init__.py
new file mode 100644
index 00000000..7f463206
--- /dev/null
+++ b/veadk/cli/studio/web/__init__.py
@@ -0,0 +1,13 @@
+# Copyright (c) 2025 Beijing Volcano Engine Technology Co., Ltd. and/or its affiliates.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
diff --git a/veadk/cloud/cloud_agent_engine.py b/veadk/cloud/cloud_agent_engine.py
index 4e56af38..b58de229 100644
--- a/veadk/cloud/cloud_agent_engine.py
+++ b/veadk/cloud/cloud_agent_engine.py
@@ -71,6 +71,21 @@ def _prepare(self, path: str, name: str):
 
             shutil.copy(template_app_py, os.path.join(path, "app.py"))
 
+        if os.path.exists(os.path.join(path, "studio_app.py")):
+            logger.warning(
+                f"Local agent project path `{path}` contains an `studio_app.py` file. Use your own `studio_app.py` file may cause unexpected behavior."
+            )
+        else:
+            logger.info(
+                f"No `studio_app.py` detected in local agent project path `{path}`. Prepare it."
+            )
+            template_studio_app_py = (
+                f"{Path(__file__).resolve().parent.resolve()}/template/studio_app.py"
+            )
+            import shutil
+
+            shutil.copy(template_studio_app_py, os.path.join(path, "studio_app.py"))
+
         if os.path.exists(os.path.join(path, "run.sh")):
             logger.warning(
                 f"Local agent project path `{path}` contains a `run.sh` file. Use your own `run.sh` file may cause unexpected behavior."
@@ -104,6 +119,11 @@ def deploy(
         Returns:
             str: Volcengine FaaS function endpoint.
         """
+        # prevent deepeval writing operations
+        import veadk.config
+
+        veadk.config.veadk_environments["DEEPEVAL_TELEMETRY_OPT_OUT"] = "YES"
+
         if use_studio:
             import veadk.config
 
diff --git a/veadk/cloud/template/studio_agent.py b/veadk/cloud/template/studio_app.py
similarity index 100%
rename from veadk/cloud/template/studio_agent.py
rename to veadk/cloud/template/studio_app.py