diff --git a/docs/guides/agent/agent_component_reference/_category_.json b/docs/guides/agent/agent_component_reference/_category_.json
index c40dadb14..34669a6b7 100644
--- a/docs/guides/agent/agent_component_reference/_category_.json
+++ b/docs/guides/agent/agent_component_reference/_category_.json
@@ -1,5 +1,5 @@
 {
-  "label": "Agent Components",
+  "label": "Components",
   "position": 20,
   "link": {
     "type": "generated-index",
diff --git a/docs/guides/agent/agent_introduction.md b/docs/guides/agent/agent_introduction.md
index 72996bcc5..f310e503d 100644
--- a/docs/guides/agent/agent_introduction.md
+++ b/docs/guides/agent/agent_introduction.md
@@ -5,7 +5,7 @@ sidebar_custom_props: {
   categoryIcon: LucideBookOpenText
 }
 ---
-# Introduction to agents
+# Introduction
 
 Key concepts, basic operations, a quick view of the agent editor.
 
diff --git a/docs/guides/agent/embed_agent_into_webpage.md b/docs/guides/agent/embed_agent_into_webpage.md
index 81c12a0d8..59439d459 100644
--- a/docs/guides/agent/embed_agent_into_webpage.md
+++ b/docs/guides/agent/embed_agent_into_webpage.md
@@ -5,7 +5,7 @@ sidebar_custom_props: {
   categoryIcon: LucideMonitorDot
 }
 ---
-# Embed agent into webpage
+# Embed Agent into webpage
 
 You can use iframe to embed an agent into a third-party webpage.
 
diff --git a/docs/quickstart.mdx b/docs/quickstart.mdx
index 5f1cbc7ae..9add93ab4 100644
--- a/docs/quickstart.mdx
+++ b/docs/quickstart.mdx
@@ -188,10 +188,9 @@ This section provides instructions on setting up the RAGFlow server on Linux. If
    ```bash
    $ git clone https://github.com/infiniflow/ragflow.git
    $ cd ragflow/docker
-   $ git checkout -f v0.23.1
    ```
 
-3. Switch to current version:
+3. Switch to the current version:
 
    ```bash
    $ git checkout -f v0.23.1