Live Network Diagnostics Advanced

The most powerful feature of a network chatbot is the ability to query live systems. By connecting to monitoring APIs, IPAM systems, and even network devices directly, the chatbot can answer questions with real-time data rather than static documentation.

Monitoring System Integration

Python
import requests

class MonitoringTools:
    def check_device_status(self, hostname):
        """Query Prometheus/Zabbix for device health"""
        query = f'up{{instance="{hostname}"}}'
        resp = requests.get(f"{self.prometheus_url}/api/v1/query",
            params={"query": query})
        data = resp.json()["data"]["result"]
        return {"hostname": hostname,
                "status": "up" if data else "down"}

    def get_interface_metrics(self, hostname, interface):
        """Get interface utilization and error rates"""
        queries = {
            "utilization": f'irate(ifHCOutOctets{{instance="{hostname}",ifName="{interface}"}}[5m])',
            "errors": f'increase(ifInErrors{{instance="{hostname}",ifName="{interface}"}}[1h])'
        }
        results = {}
        for name, query in queries.items():
            resp = requests.get(f"{self.prometheus_url}/api/v1/query",
                params={"query": query})
            results[name] = resp.json()["data"]["result"]
        return results

    def query_netbox(self, device_name):
        """Get device details from NetBox IPAM/DCIM"""
        resp = requests.get(f"{self.netbox_url}/api/dcim/devices/",
            params={"name": device_name},
            headers={"Authorization": f"Token {self.netbox_token}"})
        return resp.json()["results"]

Safe Device Access

Read-Only Access: The chatbot should use dedicated read-only credentials for device access. Restrict it to show commands only. Never allow configuration commands through the chatbot without explicit multi-factor approval workflows.

Multi-Step Diagnostic Workflows

AI can chain multiple queries to build a complete diagnostic picture. For example, when a user asks "Why is site X slow?", the chatbot can:

  1. Query monitoring for site X devices

    Get CPU, memory, and interface utilization for all devices at the site.

  2. Check WAN link health

    Query SNMP metrics for WAN circuit utilization, latency, and packet loss.

  3. Review recent changes

    Check the change log for any recent modifications that might explain the issue.

  4. Correlate and diagnose

    AI analyzes all collected data and provides a diagnosis with recommended actions.

Try It Yourself

Build a simple Python script that queries your monitoring API and formats the results for LLM consumption. Test it with common NOC queries like "What is the status of router X?"

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