Offloaded data detection from the LLM and hardcoded it

monitor_agent.py

@@ -284,6 +284,7 @@ def build_llm_prompt(anomalies):
 
 def generate_llm_report(anomalies):
     """Generates a report from a list of anomalies using the local LLM."""
+    logger.info("Generating LLM report...")
     if not anomalies:
         return {"severity": "none", "reason": ""}
 
@@ -322,7 +323,13 @@ def generate_llm_report(anomalies):
 def send_discord_alert(llm_response, combined_data):
     """Sends an alert to Discord."""
     reason = llm_response.get('reason', 'No reason provided.')
-    message = f"**High Severity Alert:**\n> {reason}\n\n**Relevant Data:**\n```json\n{json.dumps(combined_data, indent=2)}\n```"
+    message = f"""**High Severity Alert:**
+> {reason}
+
+**Relevant Data:**
+```json
+{json.dumps(combined_data, indent=2)}
+```"""
     webhook = DiscordWebhook(url=config.DISCORD_WEBHOOK_URL, content=message)
     try:
         response = webhook.execute()
@@ -430,6 +437,7 @@ def run_monitoring_cycle(nmap_scan_counter):
         anomalies = analyze_data_locally(combined_data, baselines, known_issues, port_applications)
 
         if anomalies:
+            logger.info(f"Detected {len(anomalies)} anomalies: {anomalies}")
             llm_response = generate_llm_report(anomalies)
             if llm_response and llm_response.get('severity') != "none":
                 daily_events.append(llm_response.get('reason'))
@@ -452,4 +460,4 @@ def main():
             time.sleep(300) # Run every 5 minutes
 
 if __name__ == "__main__":
-    main()
+    main()