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Top Model & Supply Chain Security Tools for 2026

Securing the ML supply chain — model file scanning, serialization attack detection, dependency and artifact integrity.

2 solutions listed • part of the Guardion AI Security Index

#1

ModelScan

8/10

Scans models (h5, pickle, saved_model) to determine if they contain unsafe code or malware.

Open Source
Supply Chain Security
#2

Fickling

7.7/10

Decompiles and analyzes Python pickle files to detect malicious code injection in ML models.

Open Source
Malware Detection

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