Digital forensics techniques for detecting device compromise, analyzing malware indicators, and investigating targeted surveillance. Based on methodologies from Citizen Lab's Pegasus Project and Predator investigations.
Scanned 9/6/2026
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---
name: citizen-lab-forensics
description: Digital forensics techniques for detecting device compromise, analyzing malware indicators, and investigating targeted surveillance. Based on methodologies from Citizen Lab's Pegasus Project and Predator investigations.
---
# Citizen Lab Forensics Skill
**Trit**: -1 (MINUS - Validator)
**Category**: investigative-journalism
**Source**: Citizen Lab (University of Toronto), Amnesty Tech
## Overview
Digital forensics techniques for detecting device compromise, analyzing malware indicators, and investigating targeted surveillance. Based on methodologies from Citizen Lab's Pegasus Project and Predator investigations.
## Core Tools
### MVT (Mobile Verification Toolkit)
```bash
# Install
pip install mvt
# iOS backup analysis
mvt-ios check-backup --output /tmp/mvt-results ~/iPhone-backup/
# Android APK analysis
mvt-android check-apks --output /tmp/mvt-results /path/to/apks/
# Check against known IOCs
mvt-ios check-backup --iocs /path/to/pegasus.stix2 ~/backup/
```
**IOC Sources**:
- https://github.com/AmnestyTech/investigations
- https://github.com/citizenlab/malware-indicators
### ExifTool (Metadata Extraction)
```bash
# Extract all metadata
exiftool -a -u -g1 document.pdf
# Extract GPS coordinates
exiftool -gps:all image.jpg
# Remove metadata (for sanitization)
exiftool -all= document.pdf
# Recursive directory scan
exiftool -r -csv -ext pdf /path/to/documents/ > metadata.csv
```
### YARA Rules
```yara
rule Pegasus_String_Indicators {
meta:
author = "Citizen Lab"
description = "Detects Pegasus spyware string patterns"
strings:
$s1 = "bh4.4" ascii
$s2 = "/System/Library/Frameworks/JavaScriptCore.framework" ascii
$s3 = "webkit.org" ascii
condition:
2 of them
}
```
```bash
# Scan with YARA
yara -r pegasus_rules.yar /path/to/scan/
# Compile rules
yarac rules/*.yar compiled_rules
# Scan with compiled rules
yara compiled_rules /path/to/scan/
```
### hachoir-metadata
```python
from hachoir.parser import createParser
from hachoir.metadata import extractMetadata
parser = createParser("/path/to/file")
metadata = extractMetadata(parser)
for line in metadata.exportPlaintext():
print(line)
```
## Network Forensics
### DNS Cache Probing
```bash
# Check if domain was recently resolved
dig +short @target-dns-server suspicious-domain.com
# DNS history via passive DNS
curl "https://api.passivetotal.org/v2/dns/passive?query=domain.com"
```
### Certificate Pivoting
```bash
# Find related domains via certificate
curl "https://crt.sh/?q=%25.suspicious-domain.com&output=json" | jq
# Censys certificate search
censys search "parsed.names: suspicious-domain.com"
```
### Infrastructure Mapping
```python
# Using Censys Python library
from censys.search import CensysHosts
h = CensysHosts()
for host in h.search("services.http.response.body: 'unique-string'"):
print(host["ip"], host["services"])
```
## IOC Formats
### STIX 2.1
```json
{
"type": "indicator",
"spec_version": "2.1",
"id": "indicator--8e2e2d2b-17d4-4cbf-938f-98ee46b3cd3f",
"created": "2025-01-15T00:00:00.000Z",
"modified": "2025-01-15T00:00:00.000Z",
"name": "Pegasus Process Name",
"pattern": "[process:name = 'bh']",
"pattern_type": "stix",
"valid_from": "2025-01-15T00:00:00.000Z"
}
```
### MISP Format
```json
{
"Event": {
"info": "Pegasus Spyware Indicators",
"Attribute": [
{
"type": "domain",
"value": "malicious-c2.com",
"category": "Network activity",
"to_ids": true
}
]
}
}
```
## Integration with EpsteinGeoACSet
```julia
# Add forensic metadata to documents
add_part!(acset, :Document,
doc_bates="EFTA00001234",
doc_exif_extracted=true,
doc_device_fingerprint="iPhone12,1",
doc_gps_lat=18.3021,
doc_gps_lon=-64.8181,
doc_creation_software="Adobe Acrobat",
doc_trit=Int8(-1) # Validator role
)
```
## DuckDB Schema
```sql
CREATE TABLE forensic_indicators (
id INTEGER PRIMARY KEY,
indicator_type VARCHAR, -- 'domain', 'hash', 'ip', 'process', 'file'
indicator_value VARCHAR NOT NULL,
source VARCHAR, -- 'citizen_lab', 'amnesty_tech', 'custom'
confidence FLOAT,
first_seen TIMESTAMP,
last_seen TIMESTAMP,
stix_id VARCHAR,
trit INTEGER DEFAULT -1
);
CREATE TABLE device_analysis (
id INTEGER PRIMARY KEY,
device_id VARCHAR,
device_type VARCHAR, -- 'ios', 'android'
analysis_date TIMESTAMP,
mvt_version VARCHAR,
indicators_matched INTEGER,
compromise_detected BOOLEAN,
report_path VARCHAR
);
```
## GF(3) Triad
```
citizen-lab-forensics (-1) ⊗ icij-document-analysis (0) ⊗ graph-investigation (+1) = 0 ✓
```
## CLI Recipes
```bash
# Full iOS analysis pipeline
mvt-ios check-backup \
--iocs https://raw.githubusercontent.com/AmnestyTech/investigations/master/2021-07-18_nso/pegasus.stix2 \
--output ./mvt-report \
~/iPhone-backup/
# Bulk metadata extraction to DuckDB
exiftool -r -csv -ext pdf -ext jpg -ext docx /evidence/ > metadata.csv
duckdb evidence.duckdb "CREATE TABLE metadata AS SELECT * FROM read_csv_auto('metadata.csv')"
# YARA scan with JSON output
yara -r -w rules/*.yar /evidence/ 2>/dev/null | \
jq -Rs 'split("\n") | map(select(length > 0)) | map(split(" ") | {rule: .[0], file: .[1]})'
```
## References
- Citizen Lab: https://citizenlab.ca/
- Amnesty Tech: https://www.amnesty.org/en/tech/
- MVT Documentation: https://docs.mvt.re/
- YARA Documentation: https://yara.readthedocs.io/
## See Also
- `boxxy-reverse-engineering` - Firmware extraction
- `radare2-hatchery` - Binary analysis
- `variant-analysis` - Pattern-based vulnerability hunting
- `icij-document-analysis` - Document processing (trit 0)
- `graph-investigation` - Entity graphing (trit +1)
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