diff --git a/docs/source/en/examples/text_to_sql.md b/docs/source/en/examples/text_to_sql.md
index d1206d0..12d0c5e 100644
--- a/docs/source/en/examples/text_to_sql.md
+++ b/docs/source/en/examples/text_to_sql.md
@@ -122,7 +122,7 @@ def sql_engine(query: str) -> str:
 
 Now let us create an agent that leverages this tool.
 
-We use the `CodeAgent`, which is transformers.agents’ main agent class: an agent that writes actions in code and can iterate on previous output according to the ReAct framework.
+We use the `CodeAgent`, which is smolagents’ main agent class: an agent that writes actions in code and can iterate on previous output according to the ReAct framework.
 
 The model is the LLM that powers the agent system. HfApiModel allows you to call LLMs using HF’s Inference API, either via Serverless or Dedicated endpoint, but you could also use any proprietary API.
 
diff --git a/docs/source/en/guided_tour.md b/docs/source/en/guided_tour.md
index 904a798..5a0d13d 100644
--- a/docs/source/en/guided_tour.md
+++ b/docs/source/en/guided_tour.md
@@ -176,7 +176,7 @@ Transformers comes with a default toolbox for empowering agents, that you can ad
 You can manually use a tool by calling the [`load_tool`] function and a task to perform.
 
 ```python
-from transformers import load_tool
+from smolagents import load_tool
 
 search_tool = load_tool("web_search")
 print(search_tool("Who's the current president of Russia?"))
@@ -202,7 +202,7 @@ This code can quickly be converted into a tool, just by wrapping it in a functio
 
 
 ```py
-from transformers import tool
+from smolagents import tool
 
 @tool
 def model_download_tool(task: str) -> str:
diff --git a/docs/source/en/tutorials/tools.md b/docs/source/en/tutorials/tools.md
index 06ba64b..be69b83 100644
--- a/docs/source/en/tutorials/tools.md
+++ b/docs/source/en/tutorials/tools.md
@@ -213,7 +213,7 @@ You can leverage tool collections by using the ToolCollection object, with the s
 Then pass them as a list to initialize you agent, and start using them!
 
 ```py
-from transformers import ToolCollection, CodeAgent
+from smolagents import ToolCollection, CodeAgent
 
 image_tool_collection = ToolCollection(
     collection_slug="huggingface-tools/diffusion-tools-6630bb19a942c2306a2cdb6f",