diff --git a/docs/develop/mcp/launch_mcp_server.md b/docs/develop/mcp/launch_mcp_server.md
index 1decf1dfd..e5b6bff24 100644
--- a/docs/develop/mcp/launch_mcp_server.md
+++ b/docs/develop/mcp/launch_mcp_server.md
@@ -151,8 +151,8 @@ Run `docker compose -f docker-compose.yml` to launch the RAGFlow server together
 
 #### Launch an MCP server without upgrading RAGFlow
 
-:::tip KUDOS-TO
-This section is contributed by our community contributor **yiminghub2024**. 👏
+:::info KUDOS
+This section is contributed by our community contributor [yiminghub2024](https://github.com/yiminghub2024). 👏
 :::
 
 1. Prepare all MCP-specific files and directories.  
diff --git a/docs/guides/agent/text2sql_agent.md b/docs/guides/agent/text2sql_agent.md
index b024339b8..df83274a8 100644
--- a/docs/guides/agent/text2sql_agent.md
+++ b/docs/guides/agent/text2sql_agent.md
@@ -5,7 +5,11 @@ slug: /text2sql_agent
 
 # Create a Text2SQL agent
 
-Build a Text2SQL agent leveraging RAGFlow's RAG capabilities. Contributed by @TeslaZY.
+Build a Text2SQL agent leveraging RAGFlow's RAG capabilities.
+
+:::info KUDOS
+This document is contributed by our community contributor [TeslaZY](https://github.com/TeslaZY). 👏
+:::
 
 ## Scenario
 
diff --git a/docs/guides/tracing.mdx b/docs/guides/tracing.mdx
index cee860a28..c9f37ba75 100644
--- a/docs/guides/tracing.mdx
+++ b/docs/guides/tracing.mdx
@@ -3,7 +3,15 @@ sidebar_position: 9
 slug: /tracing
 ---
 
-# Observability & Tracing with Langfuse
+# Tracing
+
+Observability & Tracing with Langfuse.
+
+---
+
+:::info KUDOS
+This document is contributed by our community contributor [jannikmaierhoefer](https://github.com/jannikmaierhoefer). 👏
+:::
 
 RAGFlow ships with a built-in [Langfuse](https://langfuse.com) integration so that you can **inspect and debug every retrieval and generation step** of your RAG pipelines in near real-time.
 
@@ -36,7 +44,7 @@ RAGFlow stores the credentials _per tenant_. You can configure them either via t
 3. Fill in you Langfuse **Host**, **Public Key** and **Secret Key**.  
 4. Click **Save**. 
 
-![Example Ragflow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-configuration.gif)
+![Example RAGFlow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-configuration.gif)
 
 Once saved, RAGFlow starts emitting traces automatically – no code change required.
 
@@ -54,7 +62,7 @@ For every user request you will see:
 • **spans** for retrieval, ranking and generation steps  
 • the complete **prompts**, **retrieved documents** and **LLM responses** as metadata
 
-![Example Ragflow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-trace-frame.png)
+![Example RAGFlow trace in Langfuse](https://langfuse.com/images/docs/ragflow/ragflow-trace-frame.png)
 
 ([Example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/0bde9629-4251-4386-b583-26101b8e7561?timestamp=2025-05-09T19%3A15%3A37.797Z&display=details&observation=823997d8-ac40-40f3-8e7b-8aa6753b499e))