General
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- Edge cases: null/undefined handling
empty collections
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113,252 skills indexed with the new KISS metadata standard.
empty collections
off-by-one
missing retry logic
PII in logs
internal network access from user input
missing MFA
outdated packages
no abuse prevention
weak hashing
module boundaries
IDOR via parameter tampering
pip-audit
architectural
requirements.txt
functional bugs
severity-ranked findings with verified
Clean Architecture). You specialize in systematic repository
requirements.txt
Humble
infra
title: Repository Security & Architecture Audit Framework
similarity
INP
2-column tablet