Agent Reach
Panniantong/Agent-Reach
Routes web research and platform lookups across 16 sites, including Twitter, Reddit, YouTube, Bilibili, Xiaohongshu and GitHub, through one command-line tool.
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。
MITAuto-check passed
Install Sdt Research
$ npx skills add StopDisTrain/sdt-skills --skill sdt-research -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-research --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-research .claude/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .claude/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-researchType 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-research -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-research --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-research .agents/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .agents/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-research -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-research --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-research .cursor/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .cursor/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-research--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-research -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install StopDisTrain/sdt-skills sdt-research --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-research .gemini/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .gemini/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-researchInstalls 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-research -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-research .github/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .github/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-research -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-research --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-research .opencode/skills/sdt-research && 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-research" agent skill from https://github.com/StopDisTrain/sdt-skills/tree/main/skills/sdt-research into .opencode/skills/sdt-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sdt-research", 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-research- GitHub stars
- 309
- Token cost
- ~343 tokens
- SKILL.md length
- 54 words
- Files
- 5 (incl. scripts, references)
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- MIT
At a glance
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。
- Works in 7 steps: 明确检索目的、关键词、时间范围和目标账号。 → 运行… → 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。 → …
- Export credentials
- SKILL.md covers 安全边界, 工作流, 证据字段 and 可见性声明
- Runs Python scripts from its folder
What it does
Sdt Research is an agent skill from StopDisTrain/sdt-skills. 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.
Its SKILL.md is about 340 tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `agents/openai.yaml`, `references/evidence-schema.md` and `scripts/normalize_metrics.py`).
It works with Xiaohongshu. The repository describes itself as: SDT content research, creation and quality-control skills for Codex. The licence is MIT.
When your agent uses it
- Export credentials
Example prompts
- “/sdt-research”
Requirements
- Python 3
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 明确检索目的、关键词、时间范围和目标账号。
- 运行 scripts/redbook_readonly.py；先做搜索列表，再按需要顺序读取详情。
- 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。
- 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”。
- 获取作者近期内容，用中位点赞计算相对爆发倍数。
- 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。
- 输出研究证据表，不直接生成选题。
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 2 files 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 Research loads about 343 tokens when it runs, and up to ~682 if it reads all its reference files. Until then it costs about 101 tokens; SKILL.md has 54 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). 54 words, ~343 tokens.
Download SKILL.mdSave it as
.claude/skills/sdt-research/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- sdt-research
- description
- 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.
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
- 明确检索目的、关键词、时间范围和目标账号。
- 运行 scripts/redbook_readonly.py；先做搜索列表，再按需要顺序读取详情。
- 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。
- 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”。
- 获取作者近期内容，用中位点赞计算相对爆发倍数。
- 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。
- 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。
© 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 4 other files (scripts, references) in skills/sdt-research of StopDisTrain/sdt-skills.
- SKILL.md
- agents/openai.yaml
- references/evidence-schema.md
- scripts/normalize_metrics.py
- scripts/redbook_readonly.py
Open the folder on GitHubat commit 0678cd0
Compare with similar skills
Sdt Research 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 Research this skillStopDisTrain/sdt-skills | 309 | — | ~343 | Automated safety check: Pass | MIT | |
| Agent ReachPanniantong/Agent-Reach | 94k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Guizang Social Cardsop7418/guizang-social-card-skill | 7.4k | 1 repos | ~7.8k | Automated safety check: Pass | AGPL-3.0 | |
| Yuwen Publish Precheckyuwen-cool/yuwen-publish-precheck | 775 | 1 repos | ~1.8k | Automated safety check: Pass | MIT | |
| Video Podcast MakerAgents365-ai/video-podcast-maker | 1.7k | — | ~4.9k | Automated safety check: Pass | MIT | |
| Xhs Note Creatorcomeonzhj/Auto-Redbook-Skills | 2.3k | — | ~580 | Automated safety check: Notes | None |
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More from StopDisTrain/sdt-skills
All 15 skills in this repoSdt Topic
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。
Sdt
StopDisTrain/sdt-skills
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。
Sdt Wechat HTML
StopDisTrain/sdt-skills
把已经完成并通过质检的 Markdown 内容转换成可粘贴到微信公众号后台的 HTML，并支持选择样式、生成预览和检查粘贴兼容性。用户要制作公众号排版稿或微信发布版本时使用。
Sdt Xhs Title
StopDisTrain/sdt-skills
根据主题、正文或已有标题生成并筛选小红书标题，提供改写和 A/B 方案，同时检查账号调性、真实性以及正文能否兑现标题承诺。用户要起标题、改标题、套用标题模式或检查标题时使用。
Sdt Account
StopDisTrain/sdt-skills
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。
Sdt Content
StopDisTrain/sdt-skills
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。
Related
Works with
Questions about Sdt Research
What does Sdt Research 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。. Sdt Research is an agent skill from StopDisTrain/sdt-skills. 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.
When should I use Sdt Research?
Sdt Research fits situations like: export credentials.
How do I install Sdt Research in Claude Code?
Run `npx skills add StopDisTrain/sdt-skills --skill sdt-research -a claude-code`. Or copy the skill folder (skills/sdt-research in StopDisTrain/sdt-skills) into .claude/skills/sdt-research in your project. Claude Code loads it when a task matches its description.
How do I install Sdt Research in Codex?
Run `npx skills add StopDisTrain/sdt-skills --skill sdt-research -a codex`. Or copy the skill folder (skills/sdt-research in StopDisTrain/sdt-skills) into .agents/skills/sdt-research in your project. Codex loads it when a task matches its description.
Can I use Sdt Research 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-research -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-research, .gemini/skills/sdt-research, .github/skills/sdt-research and .opencode/skills/sdt-research in your project.
What does Sdt Research need to run?
Going by SKILL.md and its folder, Sdt Research needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Sdt Research 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 Research 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 Research use?
Sdt Research 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 Research use?
About 343 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 339 tokens, read only when the agent opens those files.
What are the alternatives to Sdt Research?
Skills that share tags, products or a category with Sdt Research: Agent Reach (Panniantong/Agent-Reach, 94k stars), Guizang Social Cards (op7418/guizang-social-card-skill, 7.4k stars), Yuwen Publish Precheck (yuwen-cool/yuwen-publish-precheck, 775 stars) and Video Podcast Maker (Agents365-ai/video-podcast-maker, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sdt Research?
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.