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Complete folder anatomy for all 649 cybersecurity skills + update LICENSE to Mahipal
- Add scripts/agent.py and references/api-reference.md to all remaining skills - Update all 648 LICENSE files: copyright now reads 'Mahipal' - Add implementing-security-monitoring-with-datadog (new skill with full anatomy) - All 649 skills now have: SKILL.md, LICENSE, scripts/agent.py, references/api-reference.md
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# API Reference: Data Exfiltration Detection
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## Exfiltration Methods (MITRE ATT&CK)
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| Technique | ID | Description |
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|-----------|----|-------------|
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| Exfiltration Over C2 Channel | T1041 | Via existing C2 |
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| Exfiltration Over Alternative Protocol | T1048 | DNS, ICMP, etc. |
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| Exfiltration Over Web Service | T1567 | Cloud storage |
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| Automated Exfiltration | T1020 | Scripted transfer |
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## DNS Exfiltration Indicators
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| Indicator | Threshold |
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|-----------|-----------|
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| Shannon entropy | > 3.5 |
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| Subdomain length | > 40 chars |
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| Query volume per domain | > 100/hour |
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| TXT record responses | > 500 bytes |
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## Zeek Log Fields
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### conn.log
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| Field | Description |
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|-------|-------------|
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| `ts` | Timestamp |
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| `id.orig_h` | Source IP |
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| `id.resp_h` | Destination IP |
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| `orig_bytes` | Bytes from source |
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| `resp_bytes` | Bytes from destination |
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### dns.log
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| Field | Description |
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|-------|-------------|
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| `query` | DNS query name |
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| `qtype_name` | Query type (A, TXT, etc.) |
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| `answers` | Response answers |
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## Python Libraries
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| Library | Use |
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|---------|-----|
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| `csv` | Parse Zeek TSV logs |
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| `math` | Shannon entropy calculation |
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| `collections.defaultdict` | Aggregate statistics |
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| `dpkt` | PCAP parsing |
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| `scapy` | Packet-level analysis |
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## Shannon Entropy Formula
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```
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H(X) = -sum(p(x) * log2(p(x)))
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```
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Normal domain: H < 3.0, Exfil encoded: H > 3.5
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