Index entry for an upstream research Skill intended for research work involving feishu notify. Maintained upstream by wanshuiyin; source files are not included in this package.

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Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, …

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response-to-reviewers

Drafting point-by-point responses to peer reviewer comments for medical/biomedical journals. Covers tone calibration (firm but diplomatic), structuring the response letter, handling unreasonable comme…

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ray-data

Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of n…

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reproduce

End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private dat…

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content-system-init

初始化内容创作系统：检查软件依赖是否装齐 + 建好全部目录结构。用户说"初始化内容系统""搭建工作区""建好文件夹""我的文件夹不全""缺什么软件"时使用。依赖缺的给安装命令并按国内镜像帮装，目录建在 AI第二大脑下，每个目录附一份用途说明 README。

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xiaohongshu-layout

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channels-collect

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meta-apply

Index entry for an upstream research Skill intended for research work involving meta apply. Maintained upstream by wanshuiyin; source files are not included in this package.

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research-report

Summarize deep research results into markdown report, cover all fields, skip uncertain values.

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result-verification

Use before marking any workflow stage as completed — verify outputs exist, are valid, and meet success criteria defined in workflow-state.json

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ray-train

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling.…

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周边去哪儿

根据城市、起点坐标和自然语言需求，调用高德 MCP 的地点搜索与步行路线规划，推荐最多 3 个从同一起点出发的备选地点，给出实测步行距离、耗时与逐条理由；步行时间只用路线规划结果，超时、无结果、路线失败分别如实说明。

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content-writer

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topic-generator

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data-analysis-expert

Index entry for an upstream research Skill intended for research analysis related to the named method or subject. Maintained upstream by ptreezh; source files are not included in this package.

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meta-optimize

Index entry for an upstream research Skill intended for research work involving meta optimize. Maintained upstream by wanshuiyin; source files are not included in this package.

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