Topics
ZimoLiao/scholaraio
A skill your agent uses when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.
把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。
MITAuto-check passed
Install Sdt Topic
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-topic --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sdt-topic .claude/skills/sdt-topic && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .claude/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topicType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-topic --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sdt-topic .agents/skills/sdt-topic && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .agents/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-topic --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sdt-topic .cursor/skills/sdt-topic && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .cursor/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/StopDisTrain/sdt-skills.git --path skills/sdt-topic--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-topic --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sdt-topic .gemini/skills/sdt-topic && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .gemini/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install StopDisTrain/sdt-skills sdt-topicInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sdt-topic .github/skills/sdt-topic && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .github/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-topic --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/StopDisTrain/sdt-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sdt-topic .opencode/skills/sdt-topic && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sdt-topic" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-topic into .opencode/skills/sdt-topic/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-topic", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sdt-topic- GitHub stars
- 309
- Token cost
- ~339 tokens
- SKILL.md length
- 67 words
- Files
- 6 (incl. scripts, references, assets)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- MIT
At a glance
把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。
- Works in 4 steps: 目标账号为什么有资格讲？ → 哪个真实经历、空间、产品或过程能证明？ → 删除产品信息后，这条内容是否仍值得看？ → …
- Find ideas from low-follower breakouts
- SKILL.md covers 选择模式, 生成配额, 四道桥梁测试 and 评分与淘汰, plus 1 more section
- Runs Python scripts from its folder
What it does
Sdt Topic is an agent skill from StopDisTrain/sdt-skills. 把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。 English: Turn validated content mechanisms into topics that fit the target account, then generate, adapt, score, and filter them while connecting naturally to the persona, product, or store. Use to find ideas from low-follower breakouts, niche examples, adjacent audiences, or other categories.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/topic-card.md` and `references/cross-domain-transfer.md`).
The repository describes itself as: SDT content research, creation and quality-control skills for Codex. The licence is MIT.
When your agent uses it
- Find ideas from low-follower breakouts
- Adjacent audiences
- Other categories
Example prompts
- “/sdt-topic”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 目标账号为什么有资格讲？
- 哪个真实经历、空间、产品或过程能证明？
- 删除产品信息后，这条内容是否仍值得看？
- 产品在结尾是否像自然答案，而不是广告插入？
What it can do on your machine
Read from SKILL.md and the folder at commit 0678cd0. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Sdt Topic loads about 339 tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 98 tokens; SKILL.md has 67 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
The full file from StopDisTrain/sdt-skills at commit 0678cd0, republished under its MIT licence (© StopDisTrain). 67 words, ~339 tokens.
Download SKILL.mdSave it as
.claude/skills/sdt-topic/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.- name
- sdt-topic
- description
- 把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。 English: Turn validated content mechanisms into topics that fit the target account, then generate, adapt, score, and filter them while connecting naturally to the persona, product, or store. Use to find ideas from low-follower breakouts, niche examples, adjacent audiences, or other categories.
SDT 选题迁移
把传播机制翻译成目标账号有资格讲、受众愿意看、产品能自然出现的选题。读 references/cross-domain-transfer.md 和 references/scoring.md。
选择模式
- 快速想选题：最低只需目标账号、产品或内容方向中的一项。直接发散，标为“创意候选”，不声称来自低粉爆款。
- 单条迁移：需要一个来源样本和目标账号简档。完成机制拆解与一对一迁移，不要求先运行其他模块。
- 证据型选题池：使用账号档案、公开证据、对标筛选和机制卡，生成可追溯的完整候选池。
根据用户材料自动选择最轻的可行模式，不因缺少完整链路而拒绝完成单项选题任务。
生成配额
证据型完整研究先生成 20 个候选：
- 6 个垂直
- 6 个邻近
- 8 个跨域
每个候选先写一句“机制等式”：
原内容的受众张力 + 承重杠杆 + 目标账号的真实证明场景 = 新选题
快速想选题默认生成 10 个，覆盖垂直、邻近和跨域；用户指定数量时按其要求。
四道桥梁测试
- 目标账号为什么有资格讲？
- 哪个真实经历、空间、产品或过程能证明？
- 删除产品信息后，这条内容是否仍值得看？
- 产品在结尾是否像自然答案，而不是广告插入？
任一项无法回答则淘汰或退回改造。只替换行业名词不算迁移。
评分与淘汰
证据型选题池使用 scripts/score_topics.py 计算 100 分：
- 账号与人设适配 20
- 产品或门店桥梁 20
- 来源证据 15
- 传播机制清晰 15
- 受众情绪和分享动机 10
- 标题与开头可塑性 10
- 拍摄和制作可行性 10
直接扣分：伪造经历、名词替换式抄袭、强塞产品、陈旧热点、一次性样本、无来源精确数字。默认只保留总分最高且不触发硬淘汰的 5 个选题。
输出
使用 assets/topic-card.md。每张卡必须包含来源、倍数、机制、目标桥梁、可信理由、形式、开头种子、产品落点、风险和分数。
标题公式和完整开头不在此阶段生成，只记录可塑性。
用户只要选题时，交付选题后停止，不自动进入成稿、标题或开头。
© StopDisTrain, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 5 other files (scripts, references, assets) in skills/sdt-topic of StopDisTrain/sdt-skills.
- SKILL.md
- agents/openai.yaml
- assets/topic-card.md
- references/cross-domain-transfer.md
- references/scoring.md
- scripts/score_topics.py
Open the folder on GitHubat commit 0678cd0
Compare with similar skills
Sdt Topic next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sdt Topic this skillStopDisTrain/sdt-skills | 309 | — | ~339 | Automated safety check: Pass | MIT | |
| TopicsZimoLiao/scholaraio | 576 | — | ~294 | Automated safety check: Pass | MIT | |
| Topic Modelingbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Bestblogs Topicginobefun/BestBlogs | 4k | — | ~670 | Automated safety check: Pass | None | |
| Zsxq Topicitwanger/toBeBetterJavaer | 18k | — | ~564 | Automated safety check: Pass | None | |
| Pubmed Topic Recommendaipoch/medical-research-skills | 2k | — | ~1.9k | Automated safety check: Pass | MIT |
Similar skills
Topic Modeling
brycewang-stanford/Auto-Empirical-Research-Skills
Structural topic modeling: STM spec, topic count, coherence-exclusivity.
Bestblogs Topic
ginobefun/BestBlogs
A skill your agent uses when the user asks about a specific topic, subject area, or wants to explore curated topic pages on BestBlogs.
Zsxq Topic
itwanger/toBeBetterJavaer
知识星球主题管理：搜索主题、查看主题详情、发布帖子、编辑主题、发表评论、回复某条评论（楼中楼）、回答提问、删除主题；通过 api call 查看主题评论列表、设置精华、设置标签、查看自己提的问题与已回答记录。当用户需要查找内容、发帖、编辑主题、评论、回复评论、回答问题、删除主题、查看主题评论、查看自己的提问记录、或管理主题精华和标签时使用。
Pubmed Topic Recommend
aipoch/medical-research-skills
Generate ~5 actionable research topic recommendations by querying PubMed E-utilities; use when a user provides a research direction/constraints and needs evidence-backed topic ideas quickly.
TiXL UI Topic Doc Writer
tixl3d/tixl
Fills in empty embedded help text for TiXL's UI topics by distilling the maintainer's own video explanations into short, user-facing doc entries.
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Questions about Sdt Topic
What does Sdt Topic do?
把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。. Sdt Topic is an agent skill from StopDisTrain/sdt-skills. 把已验证的传播机制转成适合目标账号的内容选题，并完成生成、迁移、评分和筛选，让选题自然连接人设、产品或门店。用户要从低粉爆款、垂直样本、邻近受众或跨赛道内容中寻找新选题时使用。 English: Turn validated content mechanisms into topics that fit the target account, then generate, adapt, score, and filter them while connecting naturally to the persona, product, or store.
When should I use Sdt Topic?
Sdt Topic fits situations like: find ideas from low-follower breakouts; adjacent audiences; other categories.
How do I install Sdt Topic in Claude Code?
Run `npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a claude-code`. Or copy the skill folder (skills/sdt-topic in StopDisTrain/sdt-skills) into .claude/skills/sdt-topic in your project. Claude Code loads it when a task matches its description.
How do I install Sdt Topic in Codex?
Run `npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a codex`. Or copy the skill folder (skills/sdt-topic in StopDisTrain/sdt-skills) into .agents/skills/sdt-topic in your project. Codex loads it when a task matches its description.
Can I use Sdt Topic in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add StopDisTrain/sdt-skills --skill sdt-topic -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sdt-topic, .gemini/skills/sdt-topic, .github/skills/sdt-topic and .opencode/skills/sdt-topic in your project.
What does Sdt Topic need to run?
Going by SKILL.md and its folder, Sdt Topic needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Sdt Topic access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Sdt Topic safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Sdt Topic use?
Sdt Topic is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Sdt Topic use?
About 339 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 759 tokens, read only when the agent opens those files.
What are the alternatives to Sdt Topic?
Skills that share tags, products or a category with Sdt Topic: Topics (ZimoLiao/scholaraio, 576 stars), Topic Modeling (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Bestblogs Topic (ginobefun/BestBlogs, 4k stars) and Zsxq Topic (itwanger/toBeBetterJavaer, 18k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sdt Topic?
StopDisTrain (a GitHub user) maintains it in StopDisTrain/sdt-skills, which has 309 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on August 25, 2026.
Source: StopDisTrain/sdt-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.