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guardana
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guardana

Active·★ 251·Apache-2.0·Updated 2026-10-21

Guardana is an open-source tool for AI security verification, scanning model artifacts, probing live endpoints, and analyzing recorded agent traces. It produces reproducible evidence and a measured verdict, enabling comparison of releases against accepted baselines for continuous security assurance.

guardana sits in the Security & Safety category, so it is usually better judged by workflow fit, deployment style, and team needs than by isolated features alone. Based on the available metadata, it leans most clearly toward Static and offline verification of model and code artifacts. A representative use case is Integrate into CI/CD pipelines as a security gate. The listed license is Apache-2.0. GitHub stars are currently 252. Relevant tags include AI Security, LLM Security.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool.

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#AI Security#LLM Security#Software Supply Chain#Runtime Verification#CI/CD Integration#Python#Security Testing#Agent Security
$ Install
$ pip install guardana-cli
↗ Visit site★ GitHub
01

Features

01Static and offline verification of model and code artifacts
02Active security checks against deployed AI systems and agents
03Analysis of recorded AI agent traces and OpenTelemetry spans
04Continuous monitoring and comparison of security baselines
05Extensible with custom security rules, evaluators, and targets
02

Why choose it

+Static and offline verification of model and code artifacts
+Active security checks against deployed AI systems and agents
+Integrate into CI/CD pipelines as a security gate
+Comes with a clearly listed Apache-2.0 license.
03

Trade-offs

!Compatibility coverage appears narrow, so your target environment should be validated before adoption.
04

Compatibility

Python
Runtime
Verified via docs
GitHub Actions
CI/CD
Verified via docs
05

Quick start

1
$ pip install guardana-cli
06

Use cases

↳Integrate into CI/CD pipelines as a security gate
↳Generate SARIF reports for GitHub code scanning
↳Use as a pre-commit hook for local development
↳Embed security assertions directly into Python tests
↳Scheduled active probing for continuous production monitoring
07

Alternatives

⚡Top VS:
VSmastyf.ai★21→VSc2detect★43→VSHoneyMCP★28→VS

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guardana /
guardana
↗

Open-source AI security verification for model artifacts, live endpoints, MCP servers, and recorded agent traces. Reproducible evidence for release decisions.

251Apache-2.0
Last commit2d ago
StatusActive
CategorySecurity & Safety
Links
Documentation↗Discussion↗Issues↗Releases↗
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