diff --git a/graph/edges/test-auto-edge-followup--BUILDS_ON--converted-memorygraph-mcp-to-c-b4b234.md b/graph/edges/test-auto-edge-followup--BUILDS_ON--converted-memorygraph-mcp-to-c-b4b234.md
new file mode 100644
index 00000000000..104791d0be1
--- /dev/null
+++ b/graph/edges/test-auto-edge-followup--BUILDS_ON--converted-memorygraph-mcp-to-c-b4b234.md
@@ -0,0 +1,13 @@
+---
+id: b4b234af-a7be-4144-b965-75642070199f
+type: BUILDS_ON
+from_id: 8023fae6-eec1-4c93-bac8-1bd85dd61bae
+from_title: "Test auto-edge followup"
+to_id: 8e2d1904-24e0-41df-95f2-2edc4407b9f3
+to_title: "Converted MemoryGraph MCP to Claude Code Skill"
+strength: 0.74
+created: "2026-03-01T04:10:46.102709+00:00"
+updated: "2026-03-01T04:10:46.102709+00:00"
+---
+
+Auto-edge: Test auto-edge followup → Converted MemoryGraph MCP to Claude Code Skill
diff --git a/graph/fixes/test-auto-edge-followup-8023fa.md b/graph/fixes/test-auto-edge-followup-8023fa.md
index 64a015d3572..d3e33dd28c3 100644
--- a/graph/fixes/test-auto-edge-followup-8023fa.md
+++ b/graph/fixes/test-auto-edge-followup-8023fa.md
@@ -6,13 +6,18 @@ tags: [test, auto-edge]
 importance: 0.1
 confidence: 0.8
 created: "2026-03-01T04:10:45.439178+00:00"
-updated: "2026-03-01T04:10:46.037508+00:00"
+updated: "2026-03-01T04:10:46.102709+00:00"
 relations:
   - target: 9ea72015-0b85-4a42-9ae1-144866f8d86f
     type: BUILDS_ON
     direction: outgoing
     strength: 0.76
     edge_id: 454fe3a6-e243-4cc0-bb9a-f12426f8deb3
+  - target: 8e2d1904-24e0-41df-95f2-2edc4407b9f3
+    type: BUILDS_ON
+    direction: outgoing
+    strength: 0.74
+    edge_id: b4b234af-a7be-4144-b965-75642070199f
 ---
 
 Verify fixes #3 #7 #9 work correctly.
diff --git a/graph/solutions/converted-memorygraph-mcp-to-claude-code-skill-8e2d19.md b/graph/solutions/converted-memorygraph-mcp-to-claude-code-skill-8e2d19.md
index 095c3999bdd..ea051a98fb4 100644
--- a/graph/solutions/converted-memorygraph-mcp-to-claude-code-skill-8e2d19.md
+++ b/graph/solutions/converted-memorygraph-mcp-to-claude-code-skill-8e2d19.md
@@ -6,7 +6,7 @@ tags: [pai, claude-code, memorygraph, skills, architecture, migration]
 importance: 0.9
 confidence: 0.8
 created: "2025-12-07T06:50:12.011310+00:00"
-updated: "2026-03-01T04:06:13.078456+00:00"
+updated: "2026-03-01T04:10:46.102709+00:00"
 relations:
   - target: ebc3e5af-b3d1-486b-9751-8ece841aa93f
     type: RELATED_TO
@@ -18,6 +18,11 @@ relations:
     direction: incoming
     strength: 0.8
     edge_id: 34b6ee00-1113-479b-8e28-e39f347c6bc0
+  - target: 8023fae6-eec1-4c93-bac8-1bd85dd61bae
+    type: BUILDS_ON
+    direction: incoming
+    strength: 0.74
+    edge_id: b4b234af-a7be-4144-b965-75642070199f
 ---
 
 Converted MemoryGraph from MCP server to Claude Code skill to reduce token cost. MCP tools were always in context (~45 tools eating tokens every turn). Skill loads on-demand only when triggered.