severity

SkillSecurity

Estimate the severity of a vulnerability finding and produce a CVSS 3.1 vector + impact framing, calibrated against how similar findings were rated in the local disclosed-report corpus. Use when the user asks "how severe is this", "what CVSS score", "how should I rate this", or needs an impact statement for a report.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the severity skill

What this skill tells your AI

The instructions your AI receives, as published by bugbountywithmarco/bugbounty-disclosed-reports in .claude/skills/severity/SKILL.md and read by ahel’s review.

Rate a finding and justify it, anchored to how comparable disclosed reports were scored.

Workflow

  1. Understand the finding: vuln class, pre-conditions (auth required? user interaction? cross-account?), what the attacker gains, and blast radius.

  2. Calibrate against precedent. Pull similar reports and see how they were rated:

    python3 .claude/skills/_lib/search_reports.py "<vuln class + key qualifiers>" --full --limit 15
    

    Note the Severity field on the closest analogues. Adjust for differences in pre-conditions and impact.

  3. Score with CVSS 3.1. Build the vector explicitly:

    • AV (Network/Adjacent/Local/Physical), AC (Low/High), PR (None/Low/High), UI (None/Required), S (Unchanged/Changed), C/I/A (None/Low/High).
    • Give the vector string, the base score, and the qualitative band.
  4. Output:

    • Proposed severity (critical/high/medium/low) + numeric CVSS + vector.
    • Justification — one line per metric choice driving the score.
    • Comparable reports — 2–4 #<id> (severity) — title analogues from corpus.
    • Impact statement — 2–3 sentences suitable to paste into a report.
    • What would raise/lower it — e.g. "if unauthenticated, PR:N pushes to High".

Rules

  • Be honest about pre-conditions; they usually drive the score most.
  • Map severity to the corpus's observed ratings, not just textbook CVSS — note when a program tends to rate a class higher/lower than CVSS implies.
  • Don't inflate. State the realistic attacker model.

Signals

GitHub stars
113
Forks
32
Last commit
Jul 2026
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Catalog kind
skill
Gateway key
severity-bugbountywithmarco
Source
github.com/bugbountywithmarco/bugbounty-disclosed-reports