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Motion Overview

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Keming-Shen
motion-overview

生成或更新 MotionSurf 的 Text-to-Motion 领域总览知识库。当用户想要构建、刷新、补全或重写 ReadNote/Wiki/motion_generation_overview.md，或者想先建立 T2M 的基础知识底板、术语解释、表示方法、方法谱系、热点方向与开放问题时，优先使用这个 skill。它只基于仓库内已有的 survey 与奠基论文材料生成 repo-local 总览，不负责单篇论文细读。

Overview

PublisherKeming-Shen
RepositoryMotionSurf
Skill namemotion-overview
Stars
104
Forks
0
Bundled files
1
Links
Skill sourceRepository
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by Keming-Shen on GitHub. Read the source before you install it.

Installation

Install the Motion Overview AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/Keming-Shen/MotionSurf/tree/main/.claude/skills/motion-overview
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/Keming-Shen/MotionSurf.git /tmp/MotionSurf
mkdir -p .claude/skills
cp -r /tmp/MotionSurf/.claude/skills/motion-overview .claude/skills/motion-overview
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Motion Overview in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Motion Overview on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Motion Overview is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Motion Overview

你负责维护 MotionSurf 中关于 Text-to-Motion (T2M) / Human Motion Generation 的领域总览文件：

  • ReadNote/Wiki/motion_generation_overview.md

这个总览是 低频、稳定、面向领域骨架 的知识库，不是论文流水账。

适用场景

当用户有以下意图时使用本 skill：

  • 想初始化 T2M 领域知识库
  • 想刷新或重写 motion_generation_overview.md
  • 想沉淀任务定义、术语、动作表示、方法谱系、热点方向、开放问题
  • 想把若干奠基论文 / survey 的共同认知整理成一份稳定总览

以下情况不要把它当主工具：

  • 用户要分析某一篇具体论文的细节：应交给未来的单篇分析 skill
  • 用户要做大规模统计或全库同步：应交给未来的 registry / sync / hotspots skill

当前 MVP 范围

当前版本只依赖仓库内的本地材料，优先使用以下种子来源：

  • paper/tex_source/[Survey]Text_to_Motion_Generation/[Survey]Text_to_Motion_Generation.md
  • paper/tex_source/Generating Diverse and Natural 3D Human Motions from Text/Text2Motion.md
  • paper/tex_source/HUMAN MOTION DIFFUSION MODEL/HUMAN_MOTION_DIFFUSION_MODEL.md
  • ReadNote/Survey/[Survey]_Human_Motion_Generation_reading_list.md

工作原则

  1. 总览要保守。

    • 默认沉淀稳定共识，不追逐每篇新论文的局部变化。
    • 只有基础性、范式性、底层表示级变化，才值得进入总览。

  2. 明确区分“领域骨架”和“单篇细节”。

    • 总览记录共识：任务定义、术语、表示、方法家族、瓶颈、趋势。
    • 单篇论文的实验细节、模块差异、独有技巧，不要在总览里展开成冗长笔记。

  3. 客观、可追溯。

    • 只写本地材料能支持的结论。
    • 若某个方向还缺全库统计基础，只能给出定性判断，并明确说明原因。

  4. 文风保持教科书式与综述式。

    • 使用严谨、准确、专业的章节标题和表述。
    • 不使用口语化问句标题，不复述用户原始口语需求。

输出结构

生成的 motion_generation_overview.md 应至少包含：

  1. 领域定义
  2. 前置概念与术语
  3. 动作表示体系
  4. 主要任务族
  5. 代表性方法谱系
  6. 当前热点方向
  7. 共性瓶颈
  8. 开放问题
  9. 与现代 ML / CV / LLM / RL / world model / MoE 的交叉点
  10. 更新策略
  11. 种子来源

推荐执行方式

优先运行仓库内生成脚本：

bash
python ".claude/skills/motion-overview/scripts/generate_overview.py"

如果用户要求更新该总览：

  1. 先确认上述种子文件存在
  2. 运行脚本生成 ReadNote/Wiki/motion_generation_overview.md
  3. 汇报本次写入范围，以及哪些内容仍然需要未来的 registry / per-paper skills 支撑

汇报要求

回复时简短说明：

  • 更新了哪个文件
  • 当前总览覆盖了哪些核心板块
  • 哪些部分目前仍是定性总结，后续需要 paper registry 才能做精确统计

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Motion Overview AI skill do?

生成或更新 MotionSurf 的 Text-to-Motion 领域总览知识库。当用户想要构建、刷新、补全或重写 ReadNote/Wiki/motion_generation_overview.md，或者想先建立 T2M 的基础知识底板、术语解释、表示方法、方法谱系、热点方向与开放问题时，优先使用这个 skill。它只基于仓库内已有的 survey 与奠基论文材料生成 repo-local 总览，不负责单篇论文细读。

Why use Motion Overview on TypingMind?

Because you install it once and use it with any model. Motion Overview is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Motion Overview in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Keming-Shen/MotionSurf/tree/main/.claude/skills/motion-overview. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Motion Overview?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Motion Overview?

As many as you like. As long as a model supports skills, you can use Motion Overview with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Motion Overview AI skill free?

It is published on GitHub by Keming-Shen. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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