fix naming

Author: alwell-kevin

examples/deep_research_api/how_to_build_a_deep_research_mcp_server/README.md

@@ -2,7 +2,7 @@
 
 This is a minimal example of a Deep Research style MCP server for searching and fetching files from the OpenAI file storage service.
 
-For a reference of _how_ to call this service from the Responses API, with Deep Research see [this cookbook](https://cookbook.openai.com/examples/deep_research_api/how_to_use_deep_research_API). To see how to call the MCP server with the Agents SDK, checkout [this cookbook](https://cookbook.openai.com/examples/deep_research_api/how_to_use_deep_research_API_agents)!
+For a reference of _how_ to call this service from the Responses API, with Deep Research see [this cookbook](https://cookbook.openai.com/examples/deep_research_api/introduction_to_deep_research_api). To see how to call the MCP server with the Agents SDK, checkout [this cookbook](https://cookbook.openai.com/examples/deep_research_api/how_to_use_deep_research_API_agents)!
 
 The Deep Research agent relies specifically on Search and Fetch tools. Search should look through your object store for a set of specfic, top-k IDs. Fetch, is a tool that takes objectIds as arguments and pulls back the relevant resources.
 

examples/deep_research_api/how_to_use_deep_research_API.ipynb renamed to examples/deep_research_api/introduction_to_deep_research_api.ipynb

@@ -676,7 +676,7 @@
         "\n",
         "Whether you're looking to build research agents, generate structured reports, or integrate high-quality synthesis into your workflows, we hope the examples here help you get started.\n",
         "\n",
-        "What's next? [Deep Research Agents](https://cookbook.openai.com/examples/deep_research_api/how_to_use_deep_research_API_agents)"
+        "What's next? [Deep Research Agents](https://cookbook.openai.com/examples/deep_research_api/introduction_to_deep_research_api_agents)"
       ]
     }
   ],

examples/deep_research_api/how_to_use_deep_research_API_agents_.ipynb renamed to examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb

@@ -8,7 +8,7 @@
       "source": [
         "# Deep Research Agents Cookbook\n",
         "\n",
-        "This cookbook demonstrates how to build Agentic research workflows using the OpenAI Deep Research API and [Agents SDK](https://openai.github.io/openai-agents-python/). It is a continuation of [a fundamentals cookbook](https://cookbook.openai.com/examples/deep_research_api/how_to_use_deep_research_API), if you have not already familiarized yourself with that content, please consider doing so.\n",
+        "This cookbook demonstrates how to build Agentic research workflows using the OpenAI Deep Research API and the OpenAI [Agents SDK](https://openai.github.io/openai-agents-python/). It is a continuation of [a fundamentals cookbook](https://cookbook.openai.com/examples/deep_research_api/introduction_to_deep_research_api), if you have not already familiarized yourself with that content, please consider doing so.\n",
         "\n",
         "You’ll learn how to orchestrate single and multi-agent pipelines, enrich user queries to maximize output quality, stream research progress, integrate web search and [MCP for internal file search](https://cookbook.openai.com/examples/deep_research_api/how_to_build_a_deep_research_mcp_server/README), and architect a robust research application.\n",
         "\n",

registry.yaml

@@ -2197,7 +2197,7 @@
     - evals
 
 - title: Introduction to the Deep Research API
-  path: examples/deep_research_api/how_to_use_deep_research_API.ipynb
+  path: examples/deep_research_api/introduction_to_deep_research_api.ipynb
   date: 2025-06-25
   authors:
     - glojain
@@ -2209,7 +2209,7 @@
     - deep-research
 
 - title: Deep Research with the Agents SDK
-  path: examples/deep_research_api/how_to_use_deep_research_API_agents.ipynb
+  path: examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb
   date: 2025-06-25
   authors:
     - alwell-kevin