Top Fickling Alternatives for 2026
Fickling focuses on malware detection. many teams evaluate alternatives for broader agent coverage, different deployment models, or pricing that fits their scale. Here are the top competitors to consider.
Category: Model & Supply Chain Security
What is Fickling?
Decompiles and analyzes Python pickle files to detect malicious code injection in ML models.
GuardionAI
Agent runtime governance — EDR for AI agents. Guardion governs every agent command, tool call, and data access inline: a security gateway, runtime guardrails, DLP, and detection & incident response for AI agents.
Why it's better than Fickling
sub-130ms guardrails latency • 96.3 F1 on the Prompt Security Leaderboard with 0.02% false positives • 50M+ agent actions protected per month
ModelScan
Scans models (h5, pickle, saved_model) to determine if they contain unsafe code or malware.
Meta (Llama Guard)
A set of LLM safeguards designed to detect violating content across multiple use cases. Model-based guardrail.
garak (NVIDIA)
Generative AI Red-teaming & Assessment Kit, now maintained by NVIDIA. Scans LLMs for hallucinations, data leakage, and prompt injection with a comprehensive probe library.
Frequently asked questions
What is Fickling?
Decompiles and analyzes Python pickle files to detect malicious code injection in ML models. It is categorized under Model & Supply Chain Security in the Guardion AI Security Index.
Is Fickling open source?
Yes. Fickling has an open-source core (https://github.com/trailofbits/fickling); pricing model: Open Source.
What are the best Fickling alternatives?
Teams evaluating Fickling most often compare it with ModelScan, Meta (Llama Guard), garak (NVIDIA), and GuardionAI — all listed under Model & Supply Chain Security.
How does Fickling compare to GuardionAI?
Fickling focuses on malware detection, while GuardionAI is an agent runtime governance platform ("EDR for AI agents") that governs every agent tool call inline with sub-130ms guardrails latency.