技能探查器(Skill Probe)
HystonKayange/skill-probe 是一个与运行时无关、支持同址感知的 AI Agent 技能库审计工具。它基于统计置信度测量哪些技能实际被触发,并内置贝叶斯修复循环,持续优化技能匹配效果。
当要求描述一个拉取请求(PR)时,生成简短的 PR 标题和要点摘要。 仅输出 PR 描述,不包含其他内容。
一个与运行时无关、支持同址感知的AI Agent技能库审计工具——它能以统计置信度测量哪些技能实际被触发,并具备贝叶斯修复循环。
Skill-probe 是一个专为 AI Agent(如 Claude Code、Cursor、Codex)设计的技能库审计与优化工具。它能够脱离具体运行时环境,识别哪些技能声明被真正调用,并量化其触发频率与置信度。该工具采用同址感知(co-loaded-aware)策略,避免因技能共存导致的误判,并内置贝叶斯修复循环,自动调整技能描述以提高匹配准确性。支持主流 AI 开发平台,帮助开发者清理无效技能、优化提示词,从而提升 Agent 行为的一致性与可靠性。
npx skills add HystonKayange/skill-probeInstalled? Explore more 写作与编辑 skills: steipete/notion, langchain-ai/langchain, bytedance/podcast-generation · View all 6 →
HystonKayange/skill-probe 是一个与运行时无关、支持同址感知的 AI Agent 技能库审计工具。它基于统计置信度测量哪些技能实际被触发,并内置贝叶斯修复循环,持续优化技能匹配效果。
当要求描述一个拉取请求(PR)时,生成简短的 PR 标题和要点摘要。 仅输出 PR 描述,不包含其他内容。
Notion CLI/API for pages, Markdown content, data sources, files, comments, search, Workers, and raw API calls.
The agent engineering platform.
Use this skill when the user requests to generate, create, or produce podcasts from text content. Converts written content into a two-host conversational podcast audio format with natural dialogue.
Analyze and optimize tweets for maximum reach using Twitter's open-source algorithm insights. Rewrite and edit user tweets to improve engagement and visibility based on how the recommendation system ranks content.
Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging, problems, and creative approaches are working. Helps inspire and improve your own ad campaigns.
Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors