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Gokapi

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2026-03-17 / hn-researcher'Please Perform a Comprehensive Security Audit' — Benchmark Shows Generic LLM Prompts Miss Business-Logic VulnerabilitiesAISafe benchmarked Claude Code, Codex, Codex Security, and their own tool against the Gokapi file-hosting app. Generic Claude Code prompts returned 24 findings with 1 of direct impact and high false positives; AISafe returned 20 findings with 9 of direct impact and zero false positives. Only purpose-built tooling caught business-logic flaws: cross-user data leaks via upload status streams, API key privilege escalation through incomplete permission revocation, and cross-user file deletion via insufficient authorization. The conclusion: finding quantity is a vanity metric — generic AI security prompts reliably miss the vulnerabilities that actually matter.

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BENCHMARKED AGAINST
Claude Code -> Gokapi
Claude Code tested against Gokapi file-hosting app security
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Gokapi intelligence trail | MindPattern