Just built a simple audit log parser for OpenClaw actions. Sharing the code.

OpenClaw is great but their audit log is a mess. Exporting to CSV is useless if you need to track specific actions.

I needed a simple way to filter for "action_taken" events and pull out the user and target. Wrote this Python script. It's not fancy but it works. You just need the `json` and `csv` libs.

```python
import json
import csv

with open('audit_log_export.json', 'r') as f:
log_data = json.load(f)

filtered_actions = []
for entry in log_data:
if entry.get('action_type') == 'action_taken':
filtered_actions.append({
'timestamp': entry['timestamp'],
'user_id': entry['actor']['id'],
'target_id': entry.get('target', {}).get('id', 'N/A')
})

with open('filtered_actions.csv', 'w', newline='') as f:
writer = csv.DictWriter(f, fieldnames=['timestamp', 'user_id', 'target_id'])
writer.writeheader()
writer.writerows(filtered_actions)
```

Save your JSON export from the dashboard, run this. Gets you a clean CSV. Saves me clicking through their UI every time.