diff --git a/api/schedule/user_profile_generate_task.py b/api/schedule/user_profile_generate_task.py
index 6bf3db2b12..e466cb5fc6 100644
--- a/api/schedule/user_profile_generate_task.py
+++ b/api/schedule/user_profile_generate_task.py
@@ -1,3 +1,4 @@
+import json
 import time
 import uuid
 from datetime import datetime
@@ -99,8 +100,8 @@ def fetch_users_to_update(app_id: str) -> list[EndUser]:
         .filter(
             EndUser.app_id == app_id,
             or_(
-                EndUser.memory_updated_at.is_(None),
-                EndUser.memory_updated_at < latest_message_subquery.c.latest_message_time,
+                EndUser.profile_updated_at.is_(None),
+                EndUser.profile_updated_at < latest_message_subquery.c.latest_message_time,
             ),
         )
     )
@@ -174,19 +175,73 @@ def process_user_memory(user: EndUser, new_messages: str):
     else:
         click.echo(click.style(f"Failed to update memory for user {user.id}, invalid response format", fg="yellow"))
 
+    try:
+
+        if not isinstance(response, dict):
+            return
+
+        import json
+
+        result = response["data"]["outputs"]["result"]
+        user.memory = result
+
+        click.echo(click.style(f"Updated memory for user {user.id}", fg="green"))
+    except Exception as e:
+        click.echo(click.style(f"Failed to update memory for user {user.id}, {str(e)}", fg="yellow"))
+
 
 def process_user_health_summary(user: EndUser, new_messages: str):
     """Process a user to update health status."""
-    click.echo(click.style(f"Updating health status for user id {user.id}", fg="green"))
+    click.echo(click.style(f"Updating health summary for user id {user.id}", fg="green"))
 
     health_summary_app_id = dify_config.USER_HEALTH_SUMMARY_GENERATION_APP_ID
     if health_summary_app_id == "":
+        click.echo(click.style("No health_summary_app_id provided, skipping health summary generation.", fg="yellow"))
+        return
+
+    health_summary_app_model = App.query.filter(App.id == health_summary_app_id).first()
+    if health_summary_app_model is None:
         click.echo(
-            click.style(
-                "No health_summary_app_id generation app_id provided, skipping health summary generation.", fg="yellow"
-            )
+            click.style(f"App not found for health summary generation app_id {health_summary_app_id}", fg="yellow")
         )
         return
 
-    # TODO: Implement health status generation
-    pass
+    args = {
+        "inputs": {
+            "name": user.name,
+            "profile": user.extra_profile,
+            "new_messages": new_messages,
+        }
+    }
+
+    click.echo(click.style(f"Start to generate health summary for user {user.id}", fg="green"))
+    response = AppGenerateService.generate(
+        app_model=health_summary_app_model, user=user, args=args, invoke_from=InvokeFrom.SCHEDULER, streaming=False
+    )
+
+    try:
+
+        if not isinstance(response, dict):
+            return
+
+        import json
+
+        result = response["data"]["outputs"]["result"]
+        result = json.loads(result)
+        if "health_status" in result:
+            user.health_status = result["health_status"]
+
+        if "summary" in result:
+            user.summary = result["summary"]
+
+        if "topics" in result and isinstance(result["topics"], list):
+            user.topics = result["topics"]
+
+        click.echo(click.style(f"Updated health summary for user {user.id}", fg="green"))
+
+    except json.JSONDecodeError:
+        click.echo(click.style(f"Failed to parse health summary for user {user.id}, invalid json format", fg="yellow"))
+        return
+    except Exception as e:
+        click.echo(click.style(f"Failed to update health summary for user {user.id}, {str(e)}", fg="yellow"))
+        return