diff --git a/pyproject.toml b/pyproject.toml
index 89f6257f..35ebc921 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [
-    "agentd>=0.1.8",
+    "agentd>=0.2.0.post2",
     "aiofiles>=24.1.0",
     "docling>=2.41.0",
     "opensearch-py[async]>=3.0.0",
diff --git a/src/agent.py b/src/agent.py
index e72873bc..1790bcd0 100644
--- a/src/agent.py
+++ b/src/agent.py
@@ -1,23 +1,17 @@
-import asyncio
-
-from agentd.patch import patch_openai_with_mcp
-
 messages = [{"role": "system", "content": "You are a helpful assistant. use your tools to answer questions."}]
 
 # Async version for web server
-async def async_chat(async_client, prompt: str) -> str:
+async def async_chat(async_client, prompt: str, model: str = "gpt-4.1-mini", previous_response_id: str = None) -> str:
     global messages
     messages += [{"role": "user", "content": prompt}]
-    response = await async_client.chat.completions.create(
-        model="gpt-4.1-mini",
-        messages=messages,
-        mcp_strict=True
+    response = await async_client.responses.create(
+        model=model,
+        input=prompt,
+        previous_response_id=previous_response_id,
     )
 
-    response_text = response.choices[0].message.content
+    response_id = response.id
+    response_text = response.output_text
     print(f"user ==> {prompt}")
     print(f"agent ==> {response_text}")
-    return response_text
-
-if __name__ == "__main__":
-    asyncio.run(async_chat("What pods are there?"))
\ No newline at end of file
+    return response_text
\ No newline at end of file
diff --git a/src/app.py b/src/app.py
index 6890fa45..a4d56d03 100644
--- a/src/app.py
+++ b/src/app.py
@@ -12,6 +12,8 @@ import hashlib
 import tempfile
 import asyncio
 import time
+import json
+import httpx
 
 from starlette.applications import Starlette
 from starlette.requests     import Request
@@ -107,7 +109,6 @@ async def init_index():
     else:
         print(f"Index '{INDEX_NAME}' already exists, skipping creation.")
 
-
 def extract_relevant(doc_dict: dict) -> dict:
     """
     Given the full export_to_dict() result:
@@ -310,11 +311,14 @@ app = Starlette(debug=True, routes=[
 
 if __name__ == "__main__":
     import uvicorn
-    asyncio.run(init_index())
+
+    async def main():
+        await init_index()
+
+    asyncio.run(main())
     uvicorn.run(
         "app:app",
         host="0.0.0.0",
         port=8000,
         reload=True,
     )
-
diff --git a/uv.lock b/uv.lock
index e107ffa2..498ef6a3 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,7 +9,7 @@ resolution-markers = [
 
 [[package]]
 name = "agentd"
-version = "0.1.8"
+version = "0.2.0.post2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "litellm" },
@@ -18,9 +18,9 @@ dependencies = [
     { name = "openai-agents" },
     { name = "pyyaml" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ea/e1/a3d0d2ddb6639be34d906f13a2edc91dbf174f8dcf97a68705f3a613ff8d/agentd-0.1.8.tar.gz", hash = "sha256:9278916d228d23d67283aed0e420d14f3b6862499df5cc5a8adb92ab3583ed17", size = 114252, upload-time = "2025-07-11T16:06:57.478Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/91/fb/177ce5c7e8f8e8c4a4771b1da26e09e62780bf6f4042622654d05b101534/agentd-0.2.0.post2.tar.gz", hash = "sha256:b4cf8f5b727c1f0c0c9685762415e5affbc501758c0641eb9bd9c7d972c3ef30", size = 114513, upload-time = "2025-07-16T05:13:30.646Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d5/ca/9caa1253ab3ba151e725ea02aba334c29d659568b5341e5d886dbb394d85/agentd-0.1.8-py3-none-any.whl", hash = "sha256:15cc05ccbedfa9df8983a7a67c274c0c5a7ef029e55e6c0d7639106022c5cf06", size = 13472, upload-time = "2025-07-11T16:06:56.014Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/5d/232b01286225d5e6eff6e4e741411950d60002eeeceb7b2ab1e84d96cc66/agentd-0.2.0.post2-py3-none-any.whl", hash = "sha256:000a058758843739061c93503db5977c9734f2e690545dd21923bf9ae8a8a161", size = 13266, upload-time = "2025-07-16T05:13:29.389Z" },
 ]
 
 [[package]]
@@ -434,7 +434,7 @@ dependencies = [
 
 [package.metadata]
 requires-dist = [
-    { name = "agentd", specifier = ">=0.1.8" },
+    { name = "agentd", specifier = ">=0.2.0.post2" },
     { name = "aiofiles", specifier = ">=24.1.0" },
     { name = "docling", specifier = ">=2.41.0" },
     { name = "opensearch-py", extras = ["async"], specifier = ">=3.0.0" },