从公开内容中筛选真正值得学习、能够迁移的对标样本，并排除名人效应、粉丝体量和独特资源造成的假象。用户要找低粉爆款、垂直对标、邻近受众样本或跨赛道灵感时使用。
English: Find public benchmark content that is genuinely learnable and transferable while filtering out celebrity effects, follower-size bias, and unique-resource noise. Use for low-follower breakout posts, niche benchmarks, adjacent audiences, or cross-category inspiration.
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See how to installReview the instructions the agent will receive before you install.
同时检查“是否看懂、是否可模仿、主体差异是否构成噪音”和单条内容的相对爆发证据。账号商业对标与单条内容对标使用不同标准，不把粉丝多等同于值得模仿。
完整选题研究默认收集 6 条垂直、6 条邻近、8 条跨域候选；数据不足时如实缩减。
优先使用：
viral_multiplier = note_likes / creator_recent_median_likes
正式对标视频先过绝对门槛：可见点赞数必须大于等于 3,000。点赞数小于 3,000、点赞不可见的视频不得进入正式对标池，最多标记为“灵感样本”。
通过绝对门槛后，主样本建议同时满足：
跨域样本可放宽粉丝带，但必须提高迁移性审查。明星、重大新闻、昂贵独家资源、一次性奇观、不可核实结果和纯投流样本降级或剔除。
逐条标记：
不要因为设置了 3,000 点赞硬门槛就只按点赞绝对值排序；过门槛后仍按相对爆发、主体差异和可迁移性筛选。
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SDT 内容生产工具箱的总入口：根据当前任务选择最合适的 sdt-* 模块，既能完成标题、开头等单一步骤，也能组织从账号研究到发布的完整流程。用户不知道该用哪个 SDT Skill，或希望一站式完成内容生产时使用。 English: Main entry point for the SDT content-production toolkit. Use when the user is unsure which sdt-* skill to choose, wants a single step such as a title or hook, or wants an end-to-end workflow from account research to publishing.
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把账号链接、主页截图、产品说明和历史内容整理成可复用的账号档案，明确调性、人设、受众、产品连接和表达边界。用户要求分析账号定位、建立账号资料，或开始完整内容生产流程时使用。 English: Build and maintain a reusable account profile from account links, screenshots, product details, and past content. Use for account positioning, voice, audience, product fit, communication boundaries, or before a full SDT production workflow.
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检查文稿里的 AI 味和账号语气偏差，包括机器化表达、翻译腔、虚构脆弱感和过度金句。用户问文案是否像 AI 写的、是否像本人说话，或希望降低 AI 痕迹时使用。 English: Check drafts for AI-writing signals and voice mismatch, including robotic phrasing, translation-like prose, fabricated vulnerability, and forced quotable lines. Use when the user wants the copy to sound more human or more like the target account.
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把已经确认的选题写成可以直接拍摄或发布的内容，包括选择形式、搭建结构、写口播逐字稿或图文正文，并让产品自然出现。用户要求把选题变成成稿、拍摄稿或发布稿时使用。 English: Turn an approved topic into shoot-ready or publish-ready content by choosing the format, building the structure, writing a spoken script or post, and integrating the product naturally. Use when the user wants a topic developed into a finished draft.
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把账号档案、研究证据、选题卡、成稿、发布数据和复盘结论整理成能长期积累和复用的内容资产。用户要保存生产结果、建立主题地图、复用旧选题或维护长期内容库时使用。 English: Organize account profiles, research evidence, topic cards, drafts, publishing data, and review findings into reusable long-term content assets. Use to archive production work, build a topic map, reuse past ideas, or maintain a content library.
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为已经确定的小红书内容设计封面文字和画面布局，包括关键词、人物与场景位置以及 A/B 方案。用户要做小红书封面、参考爆款封面，或检查封面是否符合账号视觉调性时使用。 English: Design cover copy and visual composition for an approved Xiaohongshu post, including keywords, subject placement, scenes, and A/B options. Use to create or review a cover against successful examples and the account's visual style.
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