Skills that do not fit the categories above (14.7K skills)
Advanced Persistent Threat (APT) hunting and threat detection. Focuses on identifying stealthy intruders using TTP mapping, IoC analysis, and behavioral anomalies.
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Evaluate and improve an existing AgentOS agent or team. Repair failing eval cases, or explore behavior by generating simulated user scenarios from instructions and sanitized usage, running probes, inspecting evidence and iterating within a bounded budget. Use for failing evals, autonomous hardening or simulation-driven improvement. Use create-evals for coverage authoring alone and extend-agent for a requested new capability.
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Creates, revises, and reviews technical articles using formal encyclopedic language, numbered Markdown sections, manual tables of contents, coherent taxonomies, practical examples, and source-qualified references. Use for technical or engineering articles and knowledge-base entries, especially Markdown files under content/articles, docs/articles, or articles.
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Analyze one recorded agent session the way the Whalesong instrument does — signal shape first, computed findings second, exact evidence rows last. Use when the user asks what a session did, why it stalled, looped, errored, or burned tokens.
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Capture screenshots on registered computers, record on macOS or HarmonyOS, and manage saved captures. Probe capabilities before recording.
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Attach review scores to recorded Whalesong traces and build comparison pairs — mark a session good/bad/regressed, then diff two runs deterministically. Use when evaluating agent changes, reviewing a run after the fact, or building a small eval set.
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Quantify periodicity in a recorded agent session — dominant onset period in seconds, spectral entropy, autocorrelation lag. Use to prove a poll loop, measure how metronomic retries are, compare cadence between runs, or window into one suspicious stretch.
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Write a compact, decision-ready handoff so the next session (or the user) can continue without reconstructing the current one. Use when the session is ending, context is running low, the user asks for a handoff / 'pass the baton' / 'hand off', or a long-running operation needs a durable state checkpoint.
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Control Spotify playback and search the library and playlists. Use when: spotify, music, playlist, play, pause, or what's playing.
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Generate a small set of independent candidate solutions in worktrees, judge them against one explicit rubric, and apply the winner only after PASS verification.
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Set, review, and update the user's goals. Use when: goals, resolutions, track progress, what am I working toward, or holding me accountable.
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Track flights and look up status and schedules. Use when: flight status, track a flight, flightaware, arrivals, departures, delays, or a flight number.
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Read release notes/changelogs, update a defined dependency scope, handle breaking changes, and verify. Explicit-only; no broad update-everything by inference.
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Ask one useful structured question at a time only when material product/implementation choices are genuinely missing; remember answers and produce a brief/spec. Discoverable facts should be investigated instead of asked.
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Bank accounts, balances, and transactions via Plaid. Use when: bank, balance, transactions, spending, accounts, or plaid.
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Break a large, parallelizable goal into bounded work units, coordinate existing agent/worktree machinery, integrate, and verify. Explicit-only.
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Carry an authorized, defined request or approved plan through scoped edits and proportionate verification. Skill loading is not write authorization by itself.
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Search a local macOS Photos library and export selected copies when the user asks to find or use their own photos.
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Improve clarity and reduce needless complexity after behavior is understood; preserve behavior and keep cleanup separate from correctness fixes.
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当使用者贴出一份写好的歌词说"帮我改改"、"这词哪里有问题"、"听起来像 AI 写的"、"帮我看看字数和押韵对不对"时使用。先跑脚本做机械体检（字数、断句、陈词命中、重复行、与模板比对），再判断需要读音和语感的部分（韵辙、画面感、主歌推进、hook 是否成立、可唱性），可派一个 sonnet 子代理做陌生听众初听测试。产出定点修改清单，每处给两三个替换候选，不重写整稿。
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当使用者说"用 zlc 的语气说"、"来一段 zlc 体"、"帮我点评一下这个（zlc 风格）"、"把这句话改成他那种四拍点评"时使用。按固定的四拍句式生成中文点评：表态句（很X这份Y）、否定加事实句（不A，B）、价值句（谁最珍贵的就是这份Z）、呼吁句（多一些/少一些这样的W，才能让V真正生根发芽）。褒用「这份」，贬用「这种」加「少一些」。第二拍必须写出被点评的那件具体小事，宏大评语配琐碎事实才是这个句式的笑点所在。只对事不对人，不冒充本人发言。
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当使用者贴出一段 xxxxx 形式的字数模板、说"按这个结构写"、"帮我定一下歌曲结构"、"主歌预副副歌该各写几句"时使用。把 x 模板解析成可执行的骨架表：每段每行的字数、停顿位置、押韵位、以及这一段在整首歌里的功能；没有模板时给两三个常用骨架供选。这是确定性工作，不派子代理。产出的骨架是填词的唯一输入，改字数等于改旋律。
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当使用者说"我想写一首关于X的歌"、"这首歌想表达Y"、"帮我想想这首歌写什么"、"疗愈主题的歌该怎么切入"时使用，适用于只有主题词或一句念头、还没定具体处境的时候；处境和字数骨架都已齐、只差句子时改用 adversarial-lyric-writer。动笔写句子之前先定四样东西：这首歌的具体处境（谁、在什么状况、发生了什么变化）、一套只属于同一个世界的意象系统、情绪弧线的起点转折点终点、五条 hook 候选。派 sonnet 子代理并行提三个不同切入角，主 Agent 收敛。只问两个问题：唱给谁、有没有真实的画面可用。不替使用者编经历，不把"疗愈""成长"这类效果词当成主题。
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仅当使用者明确说"使用规则写作"、"按规则写"、"用写作规则"或等价表达时启用。启用后按十五条规则写中文：禁破折号、禁"不是A，是B"、打破三点式、删句首冗余连接词、杜绝强行升华、长短句交替且不用嵌套从句、只在文末收束、保留适当不确定性、必须有明确立场、禁虚构细节和假精确数字、硬性禁用词表（动作黑话与工程腔）、语气温和不吹捧、删冗余声明、写完即止不追问、检索优先英文来源。写前过 15 条自检清单，写完走 10 步复查。日常对话、代码工作、分析任务一律不主动应用。
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