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ai-security - Assess Security Risks in AI and LLM Systems

Assesses AI/ML systems for prompt injection, jailbreaks, model inversion, data poisoning, agent tool abuse, and MITRE ATLAS mappings.

Tags

Updated: 2026-10-03

Capabilities

Typical Inputs

Typical Outputs

What this skill does

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

Inputs

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

Outputs

  • Injection findings
  • Risk scores
  • Jailbreak assessment results
  • MITRE ATLAS mappings
  • Guardrail recommendations
  • Process exit status

Requirements

  • Python 3 runtime
  • AI threat scanner tool
  • 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 security
MITRE ATLAS
Scan prompts for injection signatures
Assess jailbreak resistance
Score model inversion risk
Score data poisoning risk
Test prompts
Prompt test file
Target type
Injection findings
Risk scores
Jailbreak assessment results