diff --git a/src/oss/python/integrations/chat/openai.mdx b/src/oss/python/integrations/chat/openai.mdx
index d7f77b6b7..930dc7b99 100644
--- a/src/oss/python/integrations/chat/openai.mdx
+++ b/src/oss/python/integrations/chat/openai.mdx
@@ -431,26 +431,26 @@ response.content_blocks
 ```
 
 ```output
-[{'type': 'web_search_call',
-  'id': 'ws_68af6ac605848195b7ce59c3293b59100cd6678a2b812fed',
-  'query': 'positive news stories today',
-  'action': {'query': 'positive news stories today', 'type': 'search'},
-  'status': 'completed'},
- {'type': 'web_search_result',
-  'id': 'ws_68af6ac605848195b7ce59c3293b59100cd6678a2b812fed'},
+[{'type': 'server_tool_call',
+  'name': 'web_search',
+  'args': {'query': 'positive news stories today', 'type': 'search'},
+  'id': 'ws_68cd6f8d72e4819591dab080f4b0c340080067ad5ea8144a'},
+ {'type': 'server_tool_result',
+  'tool_call_id': 'ws_68cd6f8d72e4819591dab080f4b0c340080067ad5ea8144a',
+  'status': 'success'},
  {'type': 'text',
   'text': 'Here are some positive news stories from today...',
-  'annotations': [{'end_index': 587,
-    'start_index': 484,
-    'title': 'Positive News Highlights | AI, PFAS Breakthroughs & More — August 2025 — Podego',
+  'annotations': [{'end_index': 410,
+    'start_index': 337,
+    'title': 'Positive News | Real Stories. Real Positive Impact',
     'type': 'citation',
-    'url': 'https://www.podego.com/insights/august-2025-good-news-ai-pfas-stories?utm_source=openai'},
-   {'end_index': 3335,
-    'start_index': 3155,
-    'title': '7 stories of optimism this week (19.08.25-25.08.25) - Conservation Optimism',
+    'url': 'https://www.positivenews.press/?utm_source=openai'},
+   {'end_index': 969,
+    'start_index': 798,
+    'title': "From Green Innovation to Community Triumphs: Uplifting US Stories Lighting Up September 2025 | That's Great News",
     'type': 'citation',
-    'url': 'https://conservationoptimism.org/7-stories-of-optimism-this-week-19-08-25-25-08-25/?utm_source=openai'}],
-  'id': 'msg_68af6ac75aa881958de4d8758b251c860cd6678a2b812fed'}]
+    'url': 'https://info.thatsgreatnews.com/from-green-innovation-to-community-triumphs-uplifting-us-stories-lighting-up-september-2025/?utm_source=openai'},
+  'id': 'msg_68cd6f8e8d448195a807b89f483a1277080067ad5ea8144a'}]
 ```
 
 <Tip>
@@ -516,7 +516,10 @@ To trigger a file search, pass a [file search tool](https://platform.openai.com/
 ```python
 from langchain_openai import ChatOpenAI
 
-llm = ChatOpenAI(model="gpt-4.1-mini")
+llm = ChatOpenAI(
+    model="gpt-4.1-mini",
+    include=["file_search_call.results"],  # optionally include search results
+)
 
 openai_vector_store_ids = [
     "vs_...",  # your IDs here
@@ -539,16 +542,11 @@ Deep Research by OpenAI is...
 As with [web search](#web-search), the response will include content blocks with citations:
 
 ```python
-for block in response.content_blocks:
-    if block["type"] == "non_standard":
-        print(block["value"].get("type"))
-    else:
-        print(block["type"])
+[block["type"] for block in response.content_blocks]
 ```
 
 ```output
-file_search_call
-text
+['server_tool_call', 'server_tool_result', 'text']
 ```
 
 ```python
@@ -569,14 +567,14 @@ text_block["annotations"][:2]
 It will also include information from the built-in tool invocations:
 
 ```python
-response.content[0]
+response.content_blocks[0]
 ```
 
 ```output
-{'id': 'fs_685d9e7d48408191b9e34ad359069ede019138cfaaf3cea8',
- 'queries': ['deep research by OpenAI'],
- 'status': 'completed',
- 'type': 'file_search_call'}
+{'type': 'server_tool_call',
+ 'name': 'file_search',
+ 'id': 'fs_68cd704c191c81959281b3b2ec6b139908f8f7fb31b1123c',
+ 'args': {'queries': ['deep research by OpenAI']}}
 ```
 
 ### Computer use
@@ -748,7 +746,10 @@ Example use:
 ```python
 from langchain_openai import ChatOpenAI
 
-llm = ChatOpenAI(model="gpt-4.1-mini")
+llm = ChatOpenAI(
+    model="gpt-4.1-mini",
+    include=["code_interpreter_call.outputs"],  # optionally include outputs
+)
 
 llm_with_tools = llm.bind_tools(
     [