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Prompts GHAS Vulnerability Triage and Upgrade Recommender

developer security user risk: medium

GHAS Vulnerability Triage and Upgrade Recommender

Analyzes GHAS alerts across repositories to identify dependency vs base image root causes, detect repeated vulnerability patterns, and prioritize remediation based on severity and…

  • Policy sensitive
  • Human review

PROMPT 

Intelligent Vulnerability Triage
Analyze GHAS alerts across repositories

Identify dependency vs base image root causes

Detect repeated vulnerability patterns

Prioritize remediation based on severity and exposure

Safe Upgrade Recommendations
AI helped evaluate:

Compatible dependency versions

Breaking change risks

Runtime impact across services

Required code adjustments after upgrades

This significantly reduced trial-and-error upgrades.

REQUIRED CONTEXT

  • GHAS alerts
  • repositories

OPTIONAL CONTEXT

  • services
  • runtime impact

ROLES & RULES

  1. Analyze GHAS alerts across repositories
  2. Identify dependency vs base image root causes
  3. Detect repeated vulnerability patterns
  4. Prioritize remediation based on severity and exposure

EXPECTED OUTPUT

Format
structured_report
Constraints
  • bullet_list

SUCCESS CRITERIA

  • Identify dependency vs base image root causes
  • Detect repeated vulnerability patterns
  • Prioritize remediation based on severity and exposure
  • Evaluate compatible dependency versions
  • Evaluate breaking change risks
  • Evaluate runtime impact across services
  • Evaluate required code adjustments after upgrades

FAILURE MODES

  • Lacks specific methods for analysis
  • No output structure defined
  • Narrow focus on dependencies and base images may miss other issues
  • Requires undefined data sources

CAVEATS

Dependencies
  • GHAS alerts
  • Repositories
  • Services for runtime impact
Missing context
  • Input format (e.g., sample GHAS alerts or repositories data)
  • Output format (e.g., report structure, prioritization table)
  • Target audience or use case
  • Success criteria for triage and recommendations
Ambiguities
  • Unclear purpose: appears to be a feature list or summary rather than actionable instructions for an AI.
  • No explicit task, role, or call to action defined.
  • Ambiguous whether this is input data, a prompt, or descriptive text.

QUALITY

OVERALL
0.20
CLARITY
0.50
SPECIFICITY
0.20
REUSABILITY
0.10
COMPLETENESS
0.10

IMPROVEMENT SUGGESTIONS

  • Prefix with a clear role and task: 'You are an Intelligent Vulnerability Triage expert. Analyze the following GHAS alerts [INPUT] by...'
  • Structure as numbered steps with placeholders for inputs like {GHAS_ALERTS}.
  • Add constraints like 'Base recommendations only on official sources' and output schema (e.g., JSON with priority scores).
  • Define metrics for prioritization (e.g., CVSS score thresholds, exposure calculation).

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.

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