AgentArk: [NeurIPS'26] Official Implementation for AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent

by AIFrontierLab · Agent Tool · ★ 260

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

Security audit verdict: SAFE · quality 71/100

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.

agentaicmudistillationgeorgia-techllmllm-agentmlmulti-agent-systemsnlp

Quick Facts

Stars260
Forks31
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score71/100
Open Issues3
Last Updated2026-10-29
Created2026-02-02
Platformspython
Est. Tokens~17k

About AgentArk

🛸 AgentArk Distilling Multi-Agent Intelligence into a Single LLM Agent. Yinyi Luo1 · Yiqiao Jin2 · Weichen Yu1 · Mengqi Zhang3 · Srijan Kumar2

Compatible Skills

These tools work well together with AgentArk for enhanced workflows:

  • superml — semantic(0.20)+complementary+rare_topics+same_lang+similar_pop+shared_platform (61%)
  • designing-real-world-ai-agents-workshop — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (58%)
  • PaperOrchestra — semantic(0.22)+complementary+same_lang+similar_pop+shared_platform (58%)
  • ClawSwarm — semantic(0.18)+complementary+rare_topics+same_lang+similar_pop+shared_platform (56%)

AgentArk alternative? Top 6 similar tools

Looking for a AgentArk alternative? If you're comparing AgentArk 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.

  • openchatbi by zhongyu09 · ⭐ 676

    OpenChatBI is an intelligent chat-based BI tool powered by large language models, designed to help users query

  • zypher-agent by corespeed-io · ⭐ 331

    A minimal yet powerful framework for creating AI agents with full control over tools, providers, and execution

  • oreilly-ai-agents by sinanuozdemir · ⭐ 322

    An introduction to the world of AI Agents

  • decipher-research-agent by mtwn105 · ⭐ 153

    Turn topics, links, and files into AI-generated research notebooks — summarize, explore, and ask anything.

  • Awesome-AI-For-Security by AmanPriyanshu · ⭐ 149

    A curated list of tools, papers, and datasets for applying AI to cybersecurity tasks. This list primarily focu

  • SecGPT by llm-platform-security · ⭐ 124

    An Execution Isolation Architecture for LLM-Based Agentic Systems

More Agent Tool Tools

Explore other popular agent tool tools:

View all Agent Tool tools →

Popular Python Agent Tools

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:

View on GitHub → Browse Agent Tool tools