Update src/utils/securityAudit.js

src/utils/securityAudit.js

@@ -1,5 +1,5 @@
 import { AuditLog } from "../models/AuditLog.js";
-import { extractFeatures } from "../security/featureExtractor.js";
+import { extractFeature } from "../security/featureExtractor.js";
 import { isAnomaly } from "../security/anomalyEngine.js";
 import { emitAdminAlert } from "../ws/adminWs.js";
 
@@ -11,10 +11,16 @@ export async function securityAudit(req, payload) {
     userAgent: req.headers["user-agent"],
   });
 
-  const features = await extractFeatures(log);
-  if (isAnomaly(features)) {
+  const value = await extractFeature(log);
+
+  if (isAnomaly(value)) {
     log.isAnomaly = true;
     await log.save();
-    emitAdminAlert({ type: "ML_ANOMALY", action: log.action });
+
+    emitAdminAlert({
+      type: "ANOMALY",
+      ip: log.ip,
+      value,
+    });
   }
 }