diff --git a/pgml-cms/docs/api/client-sdk/tutorials/semantic-search.md b/pgml-cms/docs/api/client-sdk/tutorials/semantic-search.md
index c1b688bee..e7d401826 100644
--- a/pgml-cms/docs/api/client-sdk/tutorials/semantic-search.md
+++ b/pgml-cms/docs/api/client-sdk/tutorials/semantic-search.md
@@ -8,9 +8,9 @@ description: >-
 
 This tutorial demonstrates using the `pgml` SDK to create a collection, add documents, build a pipeline for vector search, make a sample query, and archive the collection when finished.
 
-[Link to full JavaScript implementation](../../../../../pgml-sdks/pgml/javascript/examples/semantic\_search.js)
+[Link to full JavaScript implementation](https://github.com/postgresml/postgresml/blob/master/pgml-sdks/pgml/javascript/examples/semantic_search.js)
 
-[Link to full Python implementation](../../../../../pgml-sdks/pgml/python/examples/semantic\_search.py)
+[Link to full Python implementation](https://github.com/postgresml/postgresml/blob/master/pgml-sdks/pgml/python/examples/semantic_search.py)
 
 ## Imports and Setup