diff --git a/README.md b/README.md
index 09b81856fa..056cc07702 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ These are the main components of the Recommendation Algorithm included in this r
 
 | Type | Component | Description |
 |------------|------------|------------|
-| Feature | [simclusters-ann](simclusters-ann/README.md) | Community detection and sparse embeddings into those communities. |
+| Feature | [SimClusters](src/scala/com/twitter/simclusters_v2/README.md) | Community detection and sparse embeddings into those communities. |
 |         | [TwHIN](https://github.com/twitter/the-algorithm-ml/blob/main/projects/twhin/README.md) | Dense knowledge graph embeddings for Users and Tweets. |
 |         | [trust-and-safety-models](trust_and_safety_models/README.md) | Models for detecting NSFW or abusive content. |
 |         | [real-graph](src/scala/com/twitter/interaction_graph/README.md) | Model to predict likelihood of a Twitter User interacting with another User. |