diff --git a/docs/use_cases/autonomous_agents.md b/docs/use_cases/autonomous_agents.md
index e639f74b..57d6c972 100644
--- a/docs/use_cases/autonomous_agents.md
+++ b/docs/use_cases/autonomous_agents.md
@@ -18,3 +18,4 @@ usage of LangChain's collection of tools.
 
 ## AutoGPT ([Original Repo](https://github.com/Significant-Gravitas/Auto-GPT))
 - [AutoGPT](autonomous_agents/autogpt.ipynb): a notebook implementing AutoGPT in LangChain primitives
+- [WebSearch Research Assistant](autonomous_agents/marathon_times.ipynb): a notebook showing how to use AutoGPT plus specific tools to act as research assistant that can use the web.