/forensics-timeline
Correlate events from multiple forensic sources into a unified chronological timeline. Normalizes timestamps across log files, network captures, process events, and file system artifacts. Reconstructs the attack chain and maps events to MITRE ATT&CK techniques.
Usage
/forensics-timeline <findings-path> [options]
Arguments
| Argument |
Required |
Description |
| findings-path |
Yes |
Path to findings directory (e.g., .aiwg/forensics/findings/web01-2026-02-27/) |
| --window |
No |
Time window filter: start/end in ISO 8601 (e.g., 2026-02-26T18:00:00Z/2026-02-27T06:00:00Z) |
| --sources |
No |
Event sources to include: logs, network, process, filesystem, all (default: all) |
| --mitre |
No |
Annotate events with MITRE ATT&CK technique IDs |
| --output |
No |
Output path (default: .aiwg/forensics/timeline/incident-timeline.md) |
| --granularity |
No |
Minimum event significance level: all, medium, high (default: medium) |
| --format |
No |
Output format: markdown (default), json, csv |
Behavior
When invoked, this command:
Discover Evidence Sources
- Scan findings directory for all log files, captures, and analysis outputs
- Identify available sources: auth logs, syslog, journal, audit, network, process lists
- Record source timestamps and timezone/offset metadata
- Note any gaps in log coverage
Normalize Timestamps
- Convert all timestamps to UTC
- Detect and compensate for clock skew between sources
- Handle timezone-naive log entries using system timezone from profile
- Flag entries with ambiguous or inconsistent timestamps
Event Extraction
- Parse authentication events: logins, logouts, sudo, su, failed attempts
- Extract network events: connections established, DNS queries, port scans
- Extract process events: spawns, exits, executions from unusual paths
- Extract filesystem events: file modifications, creations, deletions (if auditd active)
- Extract privilege events: uid changes, capability grants, SUID executions
- Extract persistence events: cron modifications, service installs, key changes
Correlation and Deduplication
- Match related events across sources (e.g., SSH login + process spawn)
- Deduplicate events appearing in multiple log sources
- Link network connections to responsible processes via PID correlation
- Group events into logical attack phases
Attack Chain Reconstruction
- Identify initial access vector (brute force, key use, web exploit, etc.)
- Map progression: initial access, execution, persistence, lateral movement
- Identify patient zero: first compromised account or process
- Estimate attacker dwell time from first to last activity
- Determine data exfiltration indicators
MITRE ATT&CK Mapping (when --mitre specified)
- Map each significant event to ATT&CK technique IDs
- Label tactics: TA0001 Initial Access, TA0002 Execution, TA0003 Persistence, etc.
- Note relevant sub-techniques where applicable
Timeline Output
- Write chronological event table
- Include severity, source, raw event, and interpretation for each entry
- Highlight critical events (red flags, attack milestones)
- Generate attack chain narrative summary
- Save
incident-timeline.md
Examples
Example 1: Standard timeline
/forensics-timeline .aiwg/forensics/findings/web01-2026-02-27/
Example 2: Filtered time window
/forensics-timeline .aiwg/forensics/findings/ --window 2026-02-26T20:00:00Z/2026-02-27T04:00:00Z
Example 3: Network and process sources with MITRE mapping
/forensics-timeline .aiwg/forensics/ --sources network,process --mitre
Example 4: High-significance events only, JSON output
/forensics-timeline .aiwg/forensics/ --granularity high --format json
Output
Artifacts are saved to .aiwg/forensics/timeline/:
.aiwg/forensics/timeline/
├── incident-timeline.md # Full chronological timeline
├── attack-chain.md # Attack progression narrative
├── timeline.json # Machine-readable event list
└── mitre-mapping.yaml # ATT&CK technique annotations (if --mitre)
Sample Output
Building Timeline
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Sources discovered:
auth.log (72h, 14,832 entries)
journal (72h, 187,441 entries)
audit.log (72h, 92,318 entries)
network captures (triage snapshot)
process list (triage snapshot)
Timestamps normalized to UTC
Clock skew: 0s (synchronized)
Events extracted: 1,247 raw -> 312 significant
Correlations found: 48
Timeline window: 2026-02-26T22:00:00Z to 2026-02-27T02:15:00Z (4h 15m)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
| Time (UTC) | Sev | Source | Event |
|---------------------|----------|----------|----------------------------------------------------|
| 2026-02-26 22:14:33 | HIGH | auth.log | 847 failed SSH attempts from 185.220.101.42 |
| 2026-02-26 22:29:01 | CRITICAL | auth.log | Successful SSH login for 'deploy' from 185.220.101.42 |
| 2026-02-26 22:29:04 | HIGH | journal | Process spawn: /bin/bash (child of sshd PID 3821) |
| 2026-02-26 22:31:18 | HIGH | audit | Privilege escalation: sudo -l (deploy -> root) |
| 2026-02-26 22:33:45 | CRITICAL | audit | New cron entry: * * * * * /tmp/.update |
| 2026-02-26 22:34:01 | CRITICAL | journal | File created: /tmp/.update (executable) |
| 2026-02-27 00:00:00 | HIGH | journal | Cron executed: /tmp/.update |
| 2026-02-27 00:00:02 | CRITICAL | journal | Outbound connection: 185.220.101.42:4444 |
Attack Chain Summary:
Initial Access: 22:14Z - SSH brute force (T1110.001)
Execution: 22:29Z - Interactive shell via compromised credentials (T1059.004)
Persistence: 22:33Z - Cron job installation (T1053.003)
C2: 00:00Z - Reverse shell beaconing (T1071.001)
Dwell time: 1h 46m (first access to C2 beacon)
Patient zero: account 'deploy'
Output: .aiwg/forensics/timeline/incident-timeline.md
References
- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/agents/timeline-builder.md - Timeline Builder
- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/templates/timeline-template.md - Timeline format
- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/commands/forensics-ioc.md - IOC extraction
- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/commands/forensics-report.md - Report generation
1---2name: forensics-timeline3description: Build correlated event timeline from multiple sources4---56# /forensics-timeline78Correlate events from multiple forensic sources into a unified chronological timeline. Normalizes timestamps across log files, network captures, process events, and file system artifacts. Reconstructs the attack chain and maps events to MITRE ATT&CK techniques.910## Usage1112`/forensics-timeline <findings-path> [options]`1314## Arguments1516| Argument | Required | Description |17|----------|----------|-------------|18| findings-path | Yes | Path to findings directory (e.g., `.aiwg/forensics/findings/web01-2026-02-27/`) |19| --window | No | Time window filter: `start/end` in ISO 8601 (e.g., `2026-02-26T18:00:00Z/2026-02-27T06:00:00Z`) |20| --sources | No | Event sources to include: `logs`, `network`, `process`, `filesystem`, `all` (default: `all`) |21| --mitre | No | Annotate events with MITRE ATT&CK technique IDs |22| --output | No | Output path (default: `.aiwg/forensics/timeline/incident-timeline.md`) |23| --granularity | No | Minimum event significance level: `all`, `medium`, `high` (default: `medium`) |24| --format | No | Output format: `markdown` (default), `json`, `csv` |2526## Behavior2728When invoked, this command:29301. **Discover Evidence Sources**31 - Scan findings directory for all log files, captures, and analysis outputs32 - Identify available sources: auth logs, syslog, journal, audit, network, process lists33 - Record source timestamps and timezone/offset metadata34 - Note any gaps in log coverage35362. **Normalize Timestamps**37 - Convert all timestamps to UTC38 - Detect and compensate for clock skew between sources39 - Handle timezone-naive log entries using system timezone from profile40 - Flag entries with ambiguous or inconsistent timestamps41423. **Event Extraction**43 - Parse authentication events: logins, logouts, sudo, su, failed attempts44 - Extract network events: connections established, DNS queries, port scans45 - Extract process events: spawns, exits, executions from unusual paths46 - Extract filesystem events: file modifications, creations, deletions (if auditd active)47 - Extract privilege events: uid changes, capability grants, SUID executions48 - Extract persistence events: cron modifications, service installs, key changes49504. **Correlation and Deduplication**51 - Match related events across sources (e.g., SSH login + process spawn)52 - Deduplicate events appearing in multiple log sources53 - Link network connections to responsible processes via PID correlation54 - Group events into logical attack phases55565. **Attack Chain Reconstruction**57 - Identify initial access vector (brute force, key use, web exploit, etc.)58 - Map progression: initial access, execution, persistence, lateral movement59 - Identify patient zero: first compromised account or process60 - Estimate attacker dwell time from first to last activity61 - Determine data exfiltration indicators62636. **MITRE ATT&CK Mapping** (when `--mitre` specified)64 - Map each significant event to ATT&CK technique IDs65 - Label tactics: TA0001 Initial Access, TA0002 Execution, TA0003 Persistence, etc.66 - Note relevant sub-techniques where applicable67687. **Timeline Output**69 - Write chronological event table70 - Include severity, source, raw event, and interpretation for each entry71 - Highlight critical events (red flags, attack milestones)72 - Generate attack chain narrative summary73 - Save `incident-timeline.md`7475## Examples7677### Example 1: Standard timeline78```bash79/forensics-timeline .aiwg/forensics/findings/web01-2026-02-27/80```8182### Example 2: Filtered time window83```bash84/forensics-timeline .aiwg/forensics/findings/ --window 2026-02-26T20:00:00Z/2026-02-27T04:00:00Z85```8687### Example 3: Network and process sources with MITRE mapping88```bash89/forensics-timeline .aiwg/forensics/ --sources network,process --mitre90```9192### Example 4: High-significance events only, JSON output93```bash94/forensics-timeline .aiwg/forensics/ --granularity high --format json95```9697## Output9899Artifacts are saved to `.aiwg/forensics/timeline/`:100101```102.aiwg/forensics/timeline/103├── incident-timeline.md # Full chronological timeline104├── attack-chain.md # Attack progression narrative105├── timeline.json # Machine-readable event list106└── mitre-mapping.yaml # ATT&CK technique annotations (if --mitre)107```108109### Sample Output110111```112Building Timeline113━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━114115Sources discovered:116 auth.log (72h, 14,832 entries)117 journal (72h, 187,441 entries)118 audit.log (72h, 92,318 entries)119 network captures (triage snapshot)120 process list (triage snapshot)121122Timestamps normalized to UTC123Clock skew: 0s (synchronized)124125Events extracted: 1,247 raw -> 312 significant126Correlations found: 48127128Timeline window: 2026-02-26T22:00:00Z to 2026-02-27T02:15:00Z (4h 15m)129130━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━131132| Time (UTC) | Sev | Source | Event |133|---------------------|----------|----------|----------------------------------------------------|134| 2026-02-26 22:14:33 | HIGH | auth.log | 847 failed SSH attempts from 185.220.101.42 |135| 2026-02-26 22:29:01 | CRITICAL | auth.log | Successful SSH login for 'deploy' from 185.220.101.42 |136| 2026-02-26 22:29:04 | HIGH | journal | Process spawn: /bin/bash (child of sshd PID 3821) |137| 2026-02-26 22:31:18 | HIGH | audit | Privilege escalation: sudo -l (deploy -> root) |138| 2026-02-26 22:33:45 | CRITICAL | audit | New cron entry: * * * * * /tmp/.update |139| 2026-02-26 22:34:01 | CRITICAL | journal | File created: /tmp/.update (executable) |140| 2026-02-27 00:00:00 | HIGH | journal | Cron executed: /tmp/.update |141| 2026-02-27 00:00:02 | CRITICAL | journal | Outbound connection: 185.220.101.42:4444 |142143Attack Chain Summary:144 Initial Access: 22:14Z - SSH brute force (T1110.001)145 Execution: 22:29Z - Interactive shell via compromised credentials (T1059.004)146 Persistence: 22:33Z - Cron job installation (T1053.003)147 C2: 00:00Z - Reverse shell beaconing (T1071.001)148 Dwell time: 1h 46m (first access to C2 beacon)149 Patient zero: account 'deploy'150151Output: .aiwg/forensics/timeline/incident-timeline.md152```153154## References155156- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/agents/timeline-builder.md - Timeline Builder157- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/templates/timeline-template.md - Timeline format158- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/commands/forensics-ioc.md - IOC extraction159- @$AIWG_ROOT/agentic/code/frameworks/forensics-complete/commands/forensics-report.md - Report generation