VideoJev: System One Model for Video Understanding and Interaction

by MCG-NJU · AI Tool · ★ 236

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

Quick Facts

Stars236
Forks10
LanguagePython
CategoryAI Tool
LicenseApache-2.0
Quality Score64/100
Open Issues2
Last Updated2026-10-18
Created2026-10-08
Platformspython
Est. Tokens~15k

About VideoJev

System One Model for Video Understanding and Interaction 🎬 Overview · 📊 Results · 🤗 Models · 🚀 Quick start · 💬 Outputs · 🏋️ Training · 🧪 Evaluation

Compatible Skills

These tools work well together with VideoJev for enhanced workflows:

  • OmniAgent — semantic(0.37)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (71%)
  • ParaVT — semantic(0.25)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (67%)
  • OneJev — semantic(0.23)+complementary+shared_fw(huggingface)+same_lang+similar_pop+shared_platform (66%)

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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