diff --git a/docs/pipelines/index.mdx b/docs/pipelines/index.mdx
index e8907c5..ddef300 100644
--- a/docs/pipelines/index.mdx
+++ b/docs/pipelines/index.mdx
@@ -25,13 +25,13 @@ Welcome to **Pipelines**, an [Open WebUI](https://github.com/open-webui) initiat
 
 ### Examples of What You Can Achieve:
 
-- [**Function Calling Pipeline**](https://github.com/open-webui/pipelines/examples/filters/function_calling_filter_pipeline.py): Easily handle function calls and enhance your applications with custom logic.
-- [**Custom RAG Pipeline**](https://github.com/open-webui/pipelines/examples/pipelines/rag/llamaindex_pipeline.py): Implement sophisticated Retrieval-Augmented Generation pipelines tailored to your needs.
-- [**Message Monitoring Using Langfuse**](https://github.com/open-webui/pipelines/examples/filters/langfuse_filter_pipeline.py): Monitor and analyze message interactions in real-time using Langfuse.
-- [**Rate Limit Filter**](https://github.com/open-webui/pipelines/examples/filters/rate_limit_filter_pipeline.py): Control the flow of requests to prevent exceeding rate limits.
-- [**Real-Time Translation Filter with LibreTranslate**](https://github.com/open-webui/pipelines/examples/filters/libretranslate_filter_pipeline.py): Seamlessly integrate real-time translations into your LLM interactions.
-- [**Toxic Message Filter**](https://github.com/open-webui/pipelines/examples/filters/detoxify_filter_pipeline.py): Implement filters to detect and handle toxic messages effectively.
-- **And Much More!**: The sky is the limit for what you can accomplish with Pipelines and Python. [Check out our scaffolds](https://github.com/open-webui/pipelines/examples/scaffolds) to get a head start on your projects and see how you can streamline your development process!
+- [**Function Calling Pipeline**](https://github.com/open-webui/pipelines/blob/main/examples/filters/function_calling_filter_pipeline.py): Easily handle function calls and enhance your applications with custom logic.
+- [**Custom RAG Pipeline**](https://github.com/open-webui/pipelines/blob/main/examples/pipelines/rag/llamaindex_pipeline.py): Implement sophisticated Retrieval-Augmented Generation pipelines tailored to your needs.
+- [**Message Monitoring Using Langfuse**](https://github.com/open-webui/pipelines/blob/main/examples/filters/langfuse_filter_pipeline.py): Monitor and analyze message interactions in real-time using Langfuse.
+- [**Rate Limit Filter**](https://github.com/open-webui/pipelines/blob/main/examples/filters/rate_limit_filter_pipeline.py): Control the flow of requests to prevent exceeding rate limits.
+- [**Real-Time Translation Filter with LibreTranslate**](https://github.com/open-webui/pipelines/blob/main/examples/filters/libretranslate_filter_pipeline.py): Seamlessly integrate real-time translations into your LLM interactions.
+- [**Toxic Message Filter**](https://github.com/open-webui/pipelines/blob/main/examples/filters/detoxify_filter_pipeline.py): Implement filters to detect and handle toxic messages effectively.
+- **And Much More!**: The sky is the limit for what you can accomplish with Pipelines and Python. [Check out our scaffolds](https://github.com/open-webui/pipelines/blob/main/examples/scaffolds) to get a head start on your projects and see how you can streamline your development process!
 
 ## 🔧 How It Works
 
@@ -121,7 +121,7 @@ You can change this directory from `/pipelines` to another location using the `P
 
 ### Integration Examples
 
-Find various integration examples in the `https://github.com/open-webui/pipelines/examples` directory. These examples show how to integrate different functionalities, providing a foundation for building your own custom pipelines.
+Find various integration examples in the `https://github.com/open-webui/pipelines/blob/main/examples` directory. These examples show how to integrate different functionalities, providing a foundation for building your own custom pipelines.
 
 ## 🎉 Work in Progress