ai model report

Is RamManavalan/Qwen3-VL-Embedding-8B-FP8 safe to load?

CLEAN risk. 6 of 348 tracked dependencies carry advisories. Driven by No version-matched advisories and no malicious packages..

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// posture

fig. 01 — posture on eight axes, 100 is clean. Weakest: code execution at 70.

// the finding

not scoredno advisory applies to a version this model pinsCLEAN

INFOconfig.json was authored against transformers 4.57.3, which has known advisories. Consumers normally install a current version — this only bites if you pin for reproducibility.

1 more finding on this model.

Author: RamManavalan
Task: feature-extraction
Loader: transformers
License: apache-2.0
Downloads: 631,884
Remote code: not required

// dependencies

28 direct, 21 with findings, 337 reachable

Package	Evidence	Advisories	Worst
pillow	direct, runtime	145	none pinned
vllm	direct, runtime	112	none pinned
transformers	direct, install	24	hidden
torch	direct, install	13	hidden
numpy	direct, install	8	hidden
requests	direct, install	8	hidden
huggingface-hub	direct, install	0	hidden
llmcompressor	direct, install	0	hidden

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Risk computed 2026-11-06 at 21:04 UTC. Dependencies come from the model's requirements, its declared loader and the code it ships; advisories from NVD, GHSA and OSV.