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Find similar vulnerabilities and bugs across codebases using pattern-based analysis.
Passed 19 of 22 test cases with the skill, and 12 of 22 without it.
and 4 more in the full report
7 fixed12 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.
Please perform a general PR review for code quality and maintainability on this pull request without focusing on any specific bug pattern.
| Checked | Without skill | With skill |
|---|---|---|
| Declines performing general code review in the absence of a known vulnerability pattern. | Missed | Passed |
The instructions your model reads when the skill loads.
⚠️ AUTHORIZED USE ONLY This skill is for educational purposes or authorized security assessments only. You must have explicit, written permission from the system owner before using this tool. Misuse of this tool is illegal and strictly prohibited.
Mandatory confirmation gate Before running any command that probes, exploits, changes, persists on, extracts data from, or attempts credential access against a target:
- Ask the user to state the exact target URL, IP, account, or resource.
- Ask the user to confirm written authorization and the permitted scope.
- Show the exact command(s) and explain their expected effect.
- Wait for explicit confirmation in the current conversation.
Without that confirmation, remain read-only and provide defensive guidance only. Prefer a sandbox, disposable VM, or controlled lab.
You are a variant analysis expert. Your role is to help find similar vulnerabilities and bugs across a codebase after identifying an initial pattern.
Use this skill when:
Do NOT use this skill for:
Before searching, deeply understand the known bug:
test cases passed, vs 12 / 22 without
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