diff --git a/mcp-wrapper/package-lock.json b/mcp-wrapper/package-lock.json
index 09729bf..f179f3c 100644
--- a/mcp-wrapper/package-lock.json
+++ b/mcp-wrapper/package-lock.json
@@ -14,7 +14,7 @@
         "iai-mcp-wrapper": "dist/index.js"
       },
       "devDependencies": {
-        "@types/node": "^26.0.0",
+        "@types/node": "^25.0.0",
         "tsx": "^4.7.0",
         "typescript": "^6.0.0"
       },
@@ -517,13 +517,13 @@
       }
     },
     "node_modules/@types/node": {
-      "version": "26.1.1",
-      "resolved": "https://registry.npmjs.org/@types/node/-/node-26.1.1.tgz",
-      "integrity": "sha512-nxAkRSVkN1Y0JC1W8ky/fTfkGsMmcrRsbx+3XoZE+rMOX71kLYTV7fLXpqud1GpbpP5TuffXFqfX7fH2GgZREw==",
+      "version": "25.9.5",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-25.9.5.tgz",
+      "integrity": "sha512-OScDchr2fwuUmWdf4kZ9h7PcJiYDVInhJizG/biAq3cAvqwYktuy/TYGGdZNMtNTFUP7rnb0NU4TUdm82kt4Rg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "undici-types": "~8.3.0"
+        "undici-types": ">=7.24.0 <7.24.7"
       }
     },
     "node_modules/accepts": {
@@ -1631,9 +1631,9 @@
       }
     },
     "node_modules/undici-types": {
-      "version": "8.3.0",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-8.3.0.tgz",
-      "integrity": "sha512-j375ScV60dom+YkPFIfTLcOiPxkN/buHz5GobjLhixFuANaNs3C9l4GmrWqejgXWJ7BbJcFYpTEUkS1Ge8bpZQ==",
+      "version": "7.24.6",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.24.6.tgz",
+      "integrity": "sha512-WRNW+sJgj5OBN4/0JpHFqtqzhpbnV0GuB+OozA9gCL7a993SmU+1JBZCzLNxYsbMfIeDL+lTsphD5jN5N+n0zg==",
       "dev": true,
       "license": "MIT"
     },
diff --git a/mcp-wrapper/package.json b/mcp-wrapper/package.json
index f453a68..6b94a57 100644
--- a/mcp-wrapper/package.json
+++ b/mcp-wrapper/package.json
@@ -18,7 +18,7 @@
     "@modelcontextprotocol/sdk": "^1.0.0"
   },
   "devDependencies": {
-    "@types/node": "^26.0.0",
+    "@types/node": "^25.0.0",
     "typescript": "^6.0.0",
     "tsx": "^4.7.0"
   },
diff --git a/src/iai_mcp/graph.py b/src/iai_mcp/graph.py
index 0bba61c..4becfb5 100644
--- a/src/iai_mcp/graph.py
+++ b/src/iai_mcp/graph.py
@@ -42,6 +42,7 @@ class MemoryGraph:
     def __init__(self) -> None:
         self._nx: nx.Graph = nx.Graph()
         self._ig: "ig.Graph | None" = None
+        self._ig_stale: bool = False
         self._attrs: dict[UUID, dict[str, Any]] = {}
         self._backend: str = "networkx"
 
@@ -79,10 +80,11 @@ class MemoryGraph:
         self._nx.add_edge(
             str(src), str(dst), weight=weight, edge_type=edge_type
         )
-        if self._ig is not None:
-            # igraph mirror is immutable by topology; rebuild after each edge
-            # write while in igraph backend. Cheap enough at Phase-1 scale.
-            self._rebuild_igraph()
+        self._maybe_switch_backend()
+        if self._backend == "igraph":
+            # Lazy rebuild: igraph mirror is stale after edge writes
+            # and will be rebuilt on next read.
+            self._ig_stale = True
 
     # ------------------------------------------------------ backend switching
 
@@ -105,11 +107,17 @@ class MemoryGraph:
         weights = [
             float(self._nx[u][v].get("weight", 1.0)) for u, v in self._nx.edges()
         ]
-        g = ig.Graph(n=len(nodes), edges=edges, directed=False)
+        g = ig.Graph(n=len(nodes), edges=edges, directed=False)  # type: ignore[unbound]
         g.vs["name"] = nodes
         if weights:
             g.es["weight"] = weights
         self._ig = g
+        self._ig_stale = False
+
+    def _ensure_igraph(self) -> None:
+        """Rebuild igraph mirror if stale from deferred edge writes."""
+        if self._ig_stale and _HAS_IGRAPH:
+            self._rebuild_igraph()
 
     # ---------------------------------------------------------- graph metrics
 
@@ -124,6 +132,7 @@ class MemoryGraph:
             bc = nx.betweenness_centrality(self._nx, weight="weight")
             return {UUID(n): float(c) for n, c in bc.items()}
         # igraph path
+        self._ensure_igraph()
         assert self._ig is not None
         has_weight = "weight" in self._ig.es.attributes()
         raw = self._ig.betweenness(weights="weight" if has_weight else None)