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ai-security - AI/ML and LLM Agent Security Assessment

Assesses AI/ML systems and LLM agents for prompt injection, jailbreaks, model inversion, data poisoning, and tool abuse.

Tags

Updated: 2026-10-03

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Detect injection signatures
  • Assess jailbreak resistance
  • Score inversion risk
  • Score poisoning risk
  • Map findings to MITRE ATLAS
  • Assess agent tool abuse
  • Recommend guardrail controls

Inputs

  • Test prompts
  • Prompt test file
  • Target type
  • Access level
  • Threat scope
  • Written authorization

Outputs

  • Injection findings
  • Risk scores
  • MITRE ATLAS mappings
  • Guardrail recommendations
  • Scanner exit status
  • JSON scan report

Requirements

  • Python 3 runtime
  • AI threat scanner script
  • Written authorization for gray-box or white-box testing

Source

  • Spec: SKILL.md

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AI security
LLM security
Prompt injection
Jailbreak assessment
Model inversion
Data poisoning
Agent tool abuse
MITRE ATLAS
Detect injection signatures
Assess jailbreak resistance
Score inversion risk
Score poisoning risk
Test prompts
Prompt test file
Target type
Injection findings
Risk scores
MITRE ATLAS mappings