test-model-qwen3-vl-8b-mmmu-val

test-model-qwen3-vl-8b-mmmu-val is an LLM evaluation & observability skill for AI agents, published by ModelTC in the LightLLM repository on GitHub. Skillspace rates test-model-qwen3-vl-8b-mmmu-val F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

LightLLM Qwen3-VL-8B-Instruct: api_server tp 2 on port 8089, then lmms-eval CLI (python -m lmms_eval, model openai_compatible, tasks mmmu_val, batch_size 900) with OPENAI_API_BASE pointing at LightLLM OpenAI-compatible /v1. Restore https_proxy for Hub while no_proxy includes 127.0.0.1. Requires lmms-eval install, OPENAI_API_KEY placeholder, LOG_DIR and MODEL_DIR, nvidia-smi GPU choice, pipefail with tee, summary.txt. No wrapper script; use command line only.

Grade
F
Quality
45 / 100
Safety
Risky
GitHub stars
4,169

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since.

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
High-risk patterns
License
Apache-2.0
Adoption
Adopted by 0 other repositories, in 1 collections

What the scanner flagged

  • references sensitive credential env

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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