AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution

by ECNU-ICALK · Agent Tool · ★ 596

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

Security audit verdict: SAFE · quality 58/100

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.

agent-skillscontinual-learningexperience-driven-lifelong-learningself-evolving

Quick Facts

Stars596
Forks58
LanguagePython
CategoryAgent Tool
Quality Score58/100
Open Issues3
Last Updated2026-05-10
Created2026-02-04
Platformspython
Est. Tokens~18629k

About AutoSkill

AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution English | 中文 AutoSkill is a practical implementation of Experience-driven Lifelong Learning (ELL). It learns from real interaction experience (dialogue + agents), automatically creates reusable Skills, and continuously evolves existing Skills through merge + version updates.

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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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