-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdetector.py
More file actions
269 lines (226 loc) · 9.81 KB
/
detector.py
File metadata and controls
269 lines (226 loc) · 9.81 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
"""Rule-based threat detection.
Detection patterns:
- Port scans
- Suspicious ports
- Unusual traffic
- Suricata alerts
"""
import logging
from collections import defaultdict
from datetime import datetime
from typing import Dict, List, Optional
from models import Threat
from config import Config
logger = logging.getLogger(__name__)
class ThreatDetector:
"""Detects security threats from Suricata events."""
# Known suspicious ports
SUSPICIOUS_PORTS = {
22, 23, 135, 139, 445, 1433, 3306, 3389, 5432, 5900, 8080, 8443
}
# Known attack signatures
ATTACK_SIGNATURES = [
'sql injection',
'xss',
'command injection',
'buffer overflow',
'privilege escalation',
'malware',
'trojan',
'backdoor',
'exploit'
]
def __init__(self, config: Optional[Config] = None, ip_manager=None):
"""
Initialize the threat detector.
Args:
config: Configuration object
ip_manager: Optional IPManager instance for whitelist/blacklist checking
"""
self.config = config or Config.get_default()
self.ip_manager = ip_manager # For whitelist/blacklist support
# Track IP activity for port scan detection
self.ip_activity = defaultdict(lambda: {
'ports': set(),
'connections': 0,
'first_seen': None,
'last_seen': None
})
self.detected_threats: List[Threat] = []
def detect(self, event: Dict) -> Optional[Threat]:
"""
Detect threats from a Suricata event.
Args:
event: Parsed Suricata event dictionary
Returns:
Threat object if threat detected, None otherwise
"""
event_type = event.get('event_type', '')
src_ip = event.get('src_ip')
dest_ip = event.get('dest_ip')
dest_port = event.get('dest_port')
alert = event.get('alert', {})
# Check whitelist - ignore threats from whitelisted IPs
if self.ip_manager and src_ip:
if self.ip_manager.should_ignore(src_ip):
logger.debug(f"Ignoring event from whitelisted IP: {src_ip}")
return None
# Check for alert events (Suricata already detected something)
if event_type == 'alert':
return self._detect_alert_threat(event, alert)
# Check for port scans
if src_ip and dest_port:
threat = self._detect_port_scan(event, src_ip, dest_port)
if threat:
return threat
# Check for suspicious port access
if dest_port and dest_port in self.SUSPICIOUS_PORTS:
threat = self._detect_suspicious_port(event, src_ip, dest_ip, dest_port)
if threat:
return threat
# Check for unusual traffic patterns
threat = self._detect_unusual_traffic(event)
if threat:
return threat
return None
def _detect_alert_threat(self, event: Dict, alert: Dict) -> Optional[Threat]:
"""Detect threat from Suricata alert."""
signature = alert.get('signature', '').lower()
category = alert.get('category', '').lower()
action = alert.get('action', '')
# Determine severity based on alert
severity = 'MEDIUM'
if any(sig in signature for sig in self.ATTACK_SIGNATURES):
severity = 'HIGH'
if 'critical' in category or 'critical' in signature:
severity = 'CRITICAL'
if action == 'blocked':
severity = 'LOW' # Already blocked
description = f"Suricata Alert: {alert.get('signature', 'Unknown signature')}"
if category:
description += f" (Category: {category})"
return Threat(
timestamp=event.get('timestamp') or datetime.now(),
source_ip=event.get('src_ip'),
dest_ip=event.get('dest_ip'),
dest_port=event.get('dest_port'),
event_type='alert',
severity=severity,
description=description,
raw_event=event.get('raw_event', event)
)
def _detect_port_scan(self, event: Dict, src_ip: str, dest_port: int) -> Optional[Threat]:
"""Detect port scanning activity."""
now = datetime.now()
activity = self.ip_activity[src_ip]
# Initialize tracking
if activity['first_seen'] is None:
activity['first_seen'] = now
activity['last_seen'] = now
activity['ports'].add(dest_port)
activity['connections'] += 1
# Check if port scan threshold exceeded
time_window = now - activity['first_seen']
if time_window.total_seconds() > 0:
# Detect if scanning many ports quickly
if len(activity['ports']) >= self.config.PORT_SCAN_THRESHOLD:
severity = 'HIGH' if len(activity['ports']) >= 50 else 'MEDIUM'
description = (
f"Port scan detected from {src_ip}: "
f"{len(activity['ports'])} different ports accessed "
f"in {time_window.total_seconds():.1f} seconds"
)
# Reset tracking after detection
self.ip_activity[src_ip] = {
'ports': set(),
'connections': 0,
'first_seen': None,
'last_seen': None
}
return Threat(
timestamp=event.get('timestamp') or now,
source_ip=src_ip,
dest_ip=event.get('dest_ip'),
dest_port=dest_port,
event_type='port_scan',
severity=severity,
description=description,
raw_event=event.get('raw_event', event)
)
return None
def _detect_suspicious_port(self, event: Dict, src_ip: Optional[str],
dest_ip: Optional[str], dest_port: int) -> Optional[Threat]:
"""Detect access to suspicious ports."""
if not src_ip:
return None
# Check if port is in suspicious list
if dest_port in self.SUSPICIOUS_PORTS:
port_names = {
22: 'SSH', 23: 'Telnet', 135: 'RPC', 139: 'NetBIOS',
445: 'SMB', 1433: 'MSSQL', 3306: 'MySQL', 3389: 'RDP',
5432: 'PostgreSQL', 5900: 'VNC', 8080: 'HTTP-Proxy', 8443: 'HTTPS-Alt'
}
port_name = port_names.get(dest_port, f'Port {dest_port}')
description = f"Suspicious port access: {port_name} ({dest_port}) from {src_ip}"
# Higher severity for admin ports
if dest_port in [22, 3389, 5900]:
severity = 'MEDIUM'
else:
severity = 'LOW'
return Threat(
timestamp=event.get('timestamp') or datetime.now(),
source_ip=src_ip,
dest_ip=dest_ip,
dest_port=dest_port,
event_type='suspicious_port',
severity=severity,
description=description,
raw_event=event.get('raw_event', event)
)
return None
def _detect_unusual_traffic(self, event: Dict) -> Optional[Threat]:
"""Detect unusual traffic patterns."""
src_ip = event.get('src_ip')
dest_port = event.get('dest_port')
protocol = (event.get('protocol') or '').upper()
# Check for unusual protocol combinations
if protocol == 'TCP' and dest_port and dest_port > 65535:
return Threat(
timestamp=event.get('timestamp') or datetime.now(),
source_ip=src_ip,
dest_ip=event.get('dest_ip'),
dest_port=dest_port,
event_type='unusual_traffic',
severity='LOW',
description=f"Unusual traffic pattern detected: {protocol} to port {dest_port}",
raw_event=event.get('raw_event', event)
)
# Check for high connection rate from single IP
if src_ip:
activity = self.ip_activity[src_ip]
if activity['connections'] > 100:
time_window = datetime.now() - (activity['first_seen'] or datetime.now())
if time_window.total_seconds() > 0:
rate = activity['connections'] / time_window.total_seconds()
if rate > 10: # More than 10 connections per second
return Threat(
timestamp=event.get('timestamp') or datetime.now(),
source_ip=src_ip,
dest_ip=event.get('dest_ip'),
dest_port=dest_port,
event_type='unusual_traffic',
severity='MEDIUM',
description=f"High connection rate from {src_ip}: {rate:.1f} connections/sec",
raw_event=event.get('raw_event', event)
)
return None
def get_top_threat_sources(self, limit: int = 10) -> List[tuple]:
"""Get top threat sources by count."""
source_counts = defaultdict(int)
for threat in self.detected_threats:
if threat.source_ip:
source_counts[threat.source_ip] += 1
return sorted(source_counts.items(), key=lambda x: x[1], reverse=True)[:limit]
def reset_activity_tracking(self):
"""Reset IP activity tracking (useful for testing or periodic cleanup)."""
self.ip_activity.clear()