generate-sample-data

Generate sample security events, attack scenarios, and synthetic alerts for Elastic Security. Use when demoing, populating dashboards, testing detection rules, setting up a POC, or when the user asks for test data, demo data, or sample alerts.

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Repository: elastic/example-mcp-app-security
Last source activity: April 17, 2026 at 20:40
Detected SKILL.md language: English
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Forks: 16

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name: generate-sample-data
description: Generate sample security events, attack scenarios, and synthetic alerts for Elastic Security. Use when demoing, populating dashboards, testing detection rules, setting up a POC, or when the user asks for test data, demo data, or sample alerts.

# Generate Security Sample Data Generate ECS-compliant security events and synthetic alerts using the `elastic-security` MCP connector. ## Tools (via elastic-security MCP connector) | Tool | Purpose | |------|---------| | `generate-sample-data` | Generate events with interactive UI. Params: `scenario`, `count` | ## Attack Scenarios | Scenario | Description | |----------|-------------| | `windows-credential-theft` | Mimikatz, procdump, credential dumping on Windows | | `aws-privilege-escalation` | IAM policy changes, role assumption, access key creation | | `okta-identity-takeover` | MFA factor reset, password change, session hijacking | | `ransomware-kill-chain` | PowerShell execution, C2 beaconing, mass file encryption | ## Usage - To generate all scenarios: call `generate-sample-data` without a scenario parameter - To generate a specific scenario: pass `scenario: "ransomware-kill-chain"` - All data is tagged with `elastic-security-sample-data` for safe cleanup - The dashboard UI has a cleanup button to remove all generated data ## After Generating Direct the user to explore in Kibana: - **Security > Alerts** — synthetic alerts with MITRE ATT&CK mappings - **Security > Attack Discovery** — requires an LLM connector - **Security > Hosts** — host activity from sample events

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