diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json
index b4768cc..d9efcee 100644
--- a/.claude-plugin/marketplace.json
+++ b/.claude-plugin/marketplace.json
@@ -98,7 +98,7 @@
         "./scientific-skills/sympy",
         "./scientific-skills/tiledbvcf",
         "./scientific-skills/timesfm-forecasting",
-        "./scientific-skills/torch_geometric",
+        "./scientific-skills/torch-geometric",
         "./scientific-skills/torchdrug",
         "./scientific-skills/transformers",
         "./scientific-skills/umap-learn",
diff --git a/scientific-skills/torch_geometric/SKILL.md b/scientific-skills/torch-geometric/SKILL.md
similarity index 100%
rename from scientific-skills/torch_geometric/SKILL.md
rename to scientific-skills/torch-geometric/SKILL.md
diff --git a/scientific-skills/torch_geometric/references/datasets_reference.md b/scientific-skills/torch-geometric/references/datasets_reference.md
similarity index 100%
rename from scientific-skills/torch_geometric/references/datasets_reference.md
rename to scientific-skills/torch-geometric/references/datasets_reference.md
diff --git a/scientific-skills/torch_geometric/references/layers_reference.md b/scientific-skills/torch-geometric/references/layers_reference.md
similarity index 100%
rename from scientific-skills/torch_geometric/references/layers_reference.md
rename to scientific-skills/torch-geometric/references/layers_reference.md
diff --git a/scientific-skills/torch_geometric/references/transforms_reference.md b/scientific-skills/torch-geometric/references/transforms_reference.md
similarity index 100%
rename from scientific-skills/torch_geometric/references/transforms_reference.md
rename to scientific-skills/torch-geometric/references/transforms_reference.md
diff --git a/scientific-skills/torch_geometric/scripts/benchmark_model.py b/scientific-skills/torch-geometric/scripts/benchmark_model.py
similarity index 100%
rename from scientific-skills/torch_geometric/scripts/benchmark_model.py
rename to scientific-skills/torch-geometric/scripts/benchmark_model.py
diff --git a/scientific-skills/torch_geometric/scripts/create_gnn_template.py b/scientific-skills/torch-geometric/scripts/create_gnn_template.py
similarity index 100%
rename from scientific-skills/torch_geometric/scripts/create_gnn_template.py
rename to scientific-skills/torch-geometric/scripts/create_gnn_template.py
diff --git a/scientific-skills/torch_geometric/scripts/visualize_graph.py b/scientific-skills/torch-geometric/scripts/visualize_graph.py
similarity index 100%
rename from scientific-skills/torch_geometric/scripts/visualize_graph.py
rename to scientific-skills/torch-geometric/scripts/visualize_graph.py