Sdt Research logo

Sdt Research

Community
StopDisTrain
sdt-research

只读检索小红书公开内容,并把账号数据、标题、封面、互动量、作者近期内容和低粉爆款整理成可追溯证据。用户要求查公开账号或笔记数据时使用;不得点赞、收藏、评论、发布、删除或导出登录凭证。 English: Read-only research for public Xiaohongshu content, collecting traceable evidence such as account data, titles, covers, engagement, recent posts, and low-follower breakout examples. Use for public account or post research; never like, save, comment, publish, delete, or export credentials.

Overview

PublisherStopDisTrain
Repositorysdt-skills
Skill namesdt-research
Stars
283
Forks
0
Bundled files
4
LicenseMIT
Links
  • 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.

  • 4 bundled files

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

  • Open source

    Published by StopDisTrain on GitHub. Read the source before you install it.

Installation

Install the Sdt Research 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/StopDisTrain/sdt-skills/tree/main/skills/sdt-research
  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/StopDisTrain/sdt-skills.git /tmp/sdt-skills
mkdir -p .claude/skills
cp -r /tmp/sdt-skills/skills/sdt-research .claude/skills/sdt-research
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Sdt Research 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 Sdt Research 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 Sdt Research 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.

SDT 内容检索

把小红书检索结果规范成后续可计算、可回溯的证据。优先使用 Redbook CLI;未安装时只报告依赖缺失,不伪造结果。

安全边界

只允许以下 Redbook 操作:

  • whoami
  • search
  • user
  • user-posts
  • read
  • comments
  • analyze-viral
  • viral-template
  • topics

禁止 post、comment、reply、batch-reply、like、collect、uncollect、delete、auth export、auth save。

详细内容读取必须顺序执行并保持人工节奏。遇到验证码、NeedVerify、会话过期、IP 限制或重复空响应时立即停止,不自动重试,不保存 cookie、xsec_token 或其他登录材料。

工作流

  1. 明确检索目的、关键词、时间范围和目标账号。
  2. 运行 scripts/redbook_readonly.py;先做搜索列表,再按需要顺序读取详情。
  3. 保存每条样本的来源链接、作者、作者粉丝、发布日期、标题、封面地址和可见互动。
  4. 对视频样本检查可见点赞;只有点赞数大于等于 3,000 的视频才可标记为“正式对标候选”,其余最多作为“灵感样本”。
  5. 获取作者近期内容,用中位点赞计算相对爆发倍数。
  6. 无法获得粉丝或基线时,将样本标为“数据不完整”,不得宣称低粉爆款。
  7. 输出研究证据表,不直接生成选题。

证据字段

读 references/evidence-schema.md。至少保留 sample_id、query、lane、source_url、author、followers、published_at、title、cover_url、likes、collects、comments、recent_median_likes、viral_multiplier、captured_at 和 limitations。

可见性声明

平台指标会变化,交付时写明采集时间。封面 URL 只作为研究证据;下载、复制或再发布图片前另行确认版权与用途。

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 Sdt Research AI skill do?

只读检索小红书公开内容,并把账号数据、标题、封面、互动量、作者近期内容和低粉爆款整理成可追溯证据。用户要求查公开账号或笔记数据时使用;不得点赞、收藏、评论、发布、删除或导出登录凭证。 English: Read-only research for public Xiaohongshu content, collecting traceable evidence such as account data, titles, covers, engagement, recent posts, and low-follower breakout examples. Use for public account or post research; never like, save, comment, publish, delete, or export credentials.

Why use Sdt Research on TypingMind?

Because you install it once and use it with any model. Sdt Research 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 Sdt Research in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research. 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 Sdt Research?

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 Sdt Research?

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

Is the Sdt Research AI skill free?

Yes. It is published on GitHub by StopDisTrain under the MIT license. 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.

View all

Set up your own AI workspace now

Get notified about new features and future giveaways by subscribing to our newsletter 👇