arXiv:2608.12610cs.AI2026-08

分离技能的使用与安装,让任意文件路径即可调用技能。

@skills: Attention is all you have

  • 将技能的调用、持久化和触发解耦,仅需读取路径即可使用。
  • 通过单个.gitignore行占用提示词空间,实现零安装部署。
  • 适合希望简化技能管理的开发者与团队协作场景。

当前有56,804个公开可用的智能体技能,更多由团队私有维护。主流交付方式为安装:一旦安装,技能描述即固定在系统提示中,但可用触发槽位少于100个,导致长尾技能无法实用,且各团队内部手册争夺有限空间。我们观察到安装包含三个可分离功能:内容、持久性和自动触发,其中仅有触发需要提示词驻留。因此提出@skills协议,将三者解耦。路径可指向任意技能、子树或集合,读取即用,无需安装或驻留。操作时将技能副本以相同路径引入项目Git追踪树,供定制与拥有;仅需添加一行.gitignore式配置,即为唯一占用提示词空间的元素。目录作为菜单,使组合成为普通目录而非全有或全无单元。该协议无需清单、锁文件或注册,SKILL.md保持不变。@skills是可叠加的独立包,通过单一指令文件即可让任何能读文件和运行命令的智能体成为客户端。其开放规范见于https://github.com/SylphAI-Inc/atskills,CLI实现为AdaL工具(https://adalagent.ai)。因路径虽能定位技能却难发现,协议配套免费枢纽https://atskills.one,支持全语料库搜索与排序、无仓库托管、私有及团队集合、单屏创作。枢纽非必需:gh:和本地路径仍可解析,索引过的GitHub技能保留gh:身份。安装更少,使用更多。

原文摘要 · Abstract (English)

There are 56,804 public agent skills today, and teams write many more privately. The dominant delivery model is installation: once installed, a skill's description remains in the system prompt, competing for fewer than 100 reliable trigger slots. This leaves the long tail with no practical path to use and forces teams' own playbooks to compete for the same scarce space. We observe that installation bundles three separable functions: content, persistence, and automatic triggering. Only the last requires prompt residency. We therefore propose @skills, an open protocol that separates them. A path addresses any skill, subtree, or collection, and reading a skill is sufficient to use it, so nothing is installed or made resident. The operation vendors a copy at the same path into a project's Git-tracked tree for adaptation and ownership. The operation adds one .gitignore-style line, the only element that costs prompt residency. A directory is a menu, making bundles ordinary directories rather than all-or-nothing units. The protocol requires no manifest, lockfile, or registration, and SKILL.md remains unchanged. @skills is additive, ships as an installable package, and turns any agent that can read files and run commands into a client through a single instruction file. Its open specification is at https://github.com/SylphAI-Inc/atskills and it is implemented in the AdaL CLI at https://adalagent.ai . Because paths address skills well but cannot find them, the protocol is paired with a free hub at https://atskills.one for corpus-wide search and ranking, repository-free hosting, private and team collections, and one-screen authoring. The hub is optional: gh: and local paths resolve without it, and indexed GitHub skills retain their gh: identities. Install less, use more.

智能体技能管理Git集成开源协议

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