OmniAgent: OmniAgent: the first native omni-modal agent for active video perception

by HarryHsing · Agent Tool · ★ 73

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

Security audit verdict: SAFE · quality 54/100

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.

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.

agentaudio-visualicml2026llm-agentlong-video-understandingmllmmultimodalmultimodal-llmomni-modalqwen

Quick Facts

Stars73
Forks7
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score54/100
Open Issues2
Last Updated2026-09-18
Created2026-06-11
Platformspython
Est. Tokens~13k

About OmniAgent

Native Active Perception as Reasoning for Omni-Modal Understanding -- OmniAgent is, to our knowledge, the first native omni-modal agent for active perception in video understanding. It treats perception as reasoning — iteratively observing, thinking, and acting through on-demand , , and actions instead of consuming every frame upfront.

Compatible Skills

These tools work well together with OmniAgent for enhanced workflows:

  • vllm-mlx — semantic(0.31)+complementary+rare_topics+same_lang+shared_platform (64%)
  • video-recap — semantic(0.37)+complementary+same_lang+similar_pop+shared_platform (63%)
  • ParaVT — semantic(0.51)+rare_topics+same_lang+similar_pop+shared_platform (62%)
  • HappyHorse-1.0-API — semantic(0.41)+complementary+same_lang+similar_pop+shared_platform (59%)

OmniAgent alternative? Top 6 similar tools

Looking for a OmniAgent alternative? If you're comparing OmniAgent with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • OneJev by OmniJev · ⭐ 229

    🚀🚀 A multimodal System One decision model that gives calibrated answers to typed questions about screens, ph

  • Awesome-LLM-Papers-Comprehensive-Topics by shure-dev · ⭐ 223

    Awesome LLM Papers and repos on very comprehensive topics.

  • NEWTON by CUTEPKQ · ⭐ 143

    NEWTON: Agentic Planning for Physically Grounded Video Generation

  • Awesome-Graphs-Meet-Agents by YuanchenBei · ⭐ 211

    [Up-to-date] A curated list of resources on graph-empowered agents and agent-facilitated graph learning (Graph

  • wechat-mac-rpa by wq19901103wq · ⭐ 135

    基于多模态视觉感知与 LLM Agent 的 macOS 微信自动化框架 | Visual RPA for WeChat

  • reevo by ai4co · ⭐ 303

    [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

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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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