omermaksutii/rugproof/confidence-scoring

Claude Code and agent skill by omermaksutii/rugproof

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Always-on meta-skill — for every finding produced, attach a confidence level (HIGH/MEDIUM/LOW) and a reasoning trace. Activate on every /audit, /audit-deep, /audit-changes, /audit-live, /quick-scan invocation.

Install

npx vskill@latest install omermaksutii/rugproof/confidence-scoring

SKILL.md

Confidence scoring (meta-skill)

Per-finding confidence is what separates a noisy linter from a usable auditor. Always attach confidence.

Confidence levels

HIGH
  • Pattern matches exactly with no ambiguous preconditions.
  • Working exploit possible (or already drafted via [[exploit-poc-writer]]).
  • Affected line is reachable from a public/external function with no role gating.
  • Cross-verified by attacker subagent or /verify-finding.
  • Historical incident matches the same pattern at this severity.
MEDIUM
  • Pattern matches but exploit requires non-trivial preconditions:
  • Specific token type (rebasing / fee-on-transfer)
  • Specific chain configuration (sequencer down on L2, oracle behavior)
  • Multi-actor coordination
  • Reachability through trusted-only call paths.
  • One specialist subagent confirms, another offers a benign explanation.
LOW
  • Pattern theoretically present but practical exploitability uncertain.
  • Heavy reliance on assumptions about external integrations not auditable.
  • Defense-in-depth gaps with no clear attack.
  • Conflicting evidence between passes (in /audit-strict).

Reasoning trace requirement

Every finding includes a "How I reached this conclusion" snippet:

Reasoning:
1. Function withdraw() at Vault.sol:140 sends ether via low-level call.
2. State update (balance[msg.sender] = 0) happens after the call (CEI violated).
3. Receiver address is user-controlled (msg.sender).
4. No nonReentrant modifier on the function.
5. No external mitigation in surrounding code.
Conclusion: classic reentrancy, exploitable in a single tx.
Cross-check: attacker subagent independently constructed a PoC (passing).
→ Confidence: HIGH

When to downgrade

Always downgrade if:

  • The "exploit" requires the attacker to compromise an admin key.
  • The pattern is present but mitigated by an immutable, audited library call.
  • The vuln class is present but the capability requires unrealistic state.

When to escalate to HIGH

Upgrade to HIGH only if:

  • You can articulate the exploit in concrete terms.
  • You can identify the specific value at risk.
  • You can write a PoC that compiles (or you cite a historical incident).

Output integration

In the standard finding format:

[<ID> | <Severity>] <Title>
Confidence: HIGH | MEDIUM | LOW
Reasoning: <trace>
...

Don't

  • Don't mark every finding HIGH to look thorough.
  • Don't mark a real, well-evidenced finding LOW to be cautious — that defeats the purpose.
  • Don't downgrade Critical severity to compensate for low confidence — they're orthogonal axes.

Related

  • [[multi-pass-self-critique]] — uses confidence to filter
  • [[false-positive-feedback-loop]] — low-confidence findings are dismissal candidates
  • [[known-good-comparison]] — known-good match → upgrade confidence

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

Source

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