A curated academic reading list on agentic skills.
概览
A curated academic reading list on agentic skills. This repository is research-first. It is intentionally different from implementation catalogs such as awesome-agent-skills repositories that list ready-to-install SKILL.md packages. - Papers where agent skills, skill libraries, skill routing, skill distillation, skill evolution, or skill evaluation are a primary object of study. - Closely related precursor papers on tool learning, experiential learning, and executable skill libraries. - Surveys, benchmarks, datasets, and security/governance papers that help define the field. - General LLM agent papers unless they introduce or evaluate reusable skills. - Marketplaces or skill-package collections unless they are used as research artifacts. - Prompt libraries with no evaluation or research contribution. No standalone security-only paper is listed yet.
README
以下为原文 README 节选，完整内容请查看原文。
🌟 Awesome Agentic Skills Research Papers
A curated academic reading list on agentic skills.
Last checked: 2026-06-26.
🗺️ Scope
This repository is research-first. It is intentionally different from implementation catalogs such as awesome-agent-skills repositories that list ready-to-install SKILL.md packages.
Included:
- Papers where agent skills, skill libraries, skill routing, skill distillation, skill evolution, or skill evaluation are a primary object of study.
- Closely related precursor papers on tool learning, experiential learning, and executable skill libraries.
- Surveys, benchmarks, datasets, and security/governance papers that help define the field.
Not included by default:
- General LLM agent papers unless they introduce or evaluate reusable skills.
- Marketplaces or skill-package collections unless they are used as research artifacts.
- Prompt libraries with no evaluation or research contribution.
📚 Contents
- 🗺️ Scope
- 📚 Contents
- 📄 Paper list
- 🔗 Related awesome lists
- 🤝 Contributing
- 🆕 Recent skill creation / generation papers to integrate
📄 Paper list
Surveys and Position Papers
| Year | Paper | Links | Why it matters |
|---|---|---|---|
| 2026 | Harnessing Agent Skills: Architectural Patterns and a Reference Architecture for Skill-Mediated LLM Agents | arXiv | Catalogue of 10 architectural patterns and a 4-layer reference architecture (Supply Chain, Mediation, Execution Control, Evidence & Feedback) for skill harnessing. |
| 2026 | SoK: Agentic Skills – Beyond Tool Use in LLM Agents | arXiv | Frames skills as reusable procedural capabilities beyond atomic tool calls, with lifecycle, representation, scope, and security taxonomies. |
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npx skillfish add weishuyue/awesome-agentic-skills-research-papers