SkillCenter: 大规模源接地技能库赋能自主AI代理

SkillCenter: A Large-Scale Source-Grounded Skill Library for Autonomous AI Agents

精选理由

想做靠谱的自主AI代理?SkillCenter 给了21万+带原始出处的技能,从论文到代码全有,还能离线搜。

AI 摘要

SkillCenter 是当前最大的开源技能库,包含 216,938 个结构化技能,覆盖 24 个领域。其中 114,565 个技能通过 SkillGate 过滤器从同行评审期刊、ArXiv 等 24,000+ 技术源提取,另有 102,373 个社区技能来自 GitHub 和 ClawHub。每个技能均附带源引用,确保可追溯。所有技能以离线可搜索的 SQLite FTS5 包形式发布。

原文 · arXiv cs.AI

SkillCenter: A Large-Scale Source-Grounded Skill Library for Autonomous AI Agents

Autonomous AI agents can execute complex tasks with limited human review, yet they often lack the grounded operational knowledge to make their outputs not just executable but correct, secure, and maintainable. We introduce SkillCenter, to our knowledge the largest open skill library for agents by total count: 216,938 structured skills across 24 domain bundles. A SkillGate-filtered pipeline contributes 114,565 source-grounded skills from peer-reviewed journals, ArXiv, and over 24,000 technical sources, integrated with 102,373 community skills from GitHub and the ClawHub marketplace. We present the end-to-end framework that builds the pipeline subset: multi-source acquisition, an LLM-based quality gate (SkillGate), template-driven generation, iterative source-grounding, and quality-controlled publishing. Source grounding is a traceability guarantee: each retained claim maps to an exact quotation in its source. All skills ship as offline-searchable SQLite FTS5 bundles.

  • Simon Willison’s Weblog07-07 16:18原文