diff --git a/docs/dev/release.md b/docs/dev/release.md
index a802952f5c..1d0bc95a5c 100644
--- a/docs/dev/release.md
+++ b/docs/dev/release.md
@@ -51,5 +51,4 @@ __version__ = "<VERSION+1>.dev0"  # For example, after releasing v0.5.0 or v0.5.
 10. Push the changes!
 ```
 git push origin main
-    ```
-"""
\ No newline at end of file
+```
diff --git a/docs/source/quick-start.mdx b/docs/source/quick-start.mdx
index 775a649c6a..0ff56a41b3 100644
--- a/docs/source/quick-start.mdx
+++ b/docs/source/quick-start.mdx
@@ -121,8 +121,7 @@ need to specify:
 ```
 
 To upload more than one file at a time, take a look at this [guide](how-to-upstream)
-which will introduce you to the [`Repository`] class and other methods for uploading
-files.
+which will introduce you to several methods for uploading files (with or without git).
 
 ## Next steps
 
diff --git a/src/huggingface_hub/README.md b/src/huggingface_hub/README.md
index c7e8918502..f66d968498 100644
--- a/src/huggingface_hub/README.md
+++ b/src/huggingface_hub/README.md
@@ -73,7 +73,7 @@ to the Hub: https://huggingface.co/docs/hub/adding-a-model.
 
 ### API utilities in `hf_api.py`
 
-You don't need them for the standard publishing workflow, however, if you need a
+You don't need them for the standard publishing workflow (ie. using git command line), however, if you need a
 programmatic way of creating a repo, deleting it (`⚠️ caution`), pushing a
 single file to a repo or listing models from the Hub, you'll find helpers in
 `hf_api.py`. Some example functionality available with the `HfApi` class:
@@ -86,6 +86,7 @@ single file to a repo or listing models from the Hub, you'll find helpers in
 * `list_repo_objects()`
 * `delete_repo()`
 * `update_repo_visibility()`
+* `create_commit()`
 * `upload_file()`
 * `delete_file()`
 
@@ -281,7 +282,7 @@ if other errors happen in your script (a failed push counts as done).
 
 ### Need to upload very large (>5GB) files?
 
-To upload large files (>5GB 🔥), you need to install the custom transfer agent
+To upload large files (>5GB 🔥) from git command-line, you need to install the custom transfer agent
 for git-lfs, bundled in this package. 
 
 To install, just run: