Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add redfox-data/redfox-community-dsh --skill xiaohongshu-lowtopgit clone --depth 1 https://github.com/redfox-data/redfox-community-dshWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-lowtop)<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-lowtop"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/xiaohongshu-lowtop/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-lowtop"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/xiaohongshu-lowtop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00067 | $0.02829 |
| Opus 5 | $0.00034 | $0.01414 |
| Sonnet 5 | $0.00013 | $0.00566 |
| Haiku 4.5 | $0.00007 | $0.00283 |
Grade A, and why
xiaohongshu-lowtop scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 257 lines — stays where its author put it; the contents beside it link to each section on GitHub.
1. 简介
一句话定位:帮你发现小红书上那些粉丝不多但内容很能打的低粉笔记,从中找到可以借鉴的选题和写法。
核心价值:
你只需要告诉我一个感兴趣的分类,比如「居家装修」「化妆美容」,我就能帮你捞出一批粉丝不到5000却拿到高互动的笔记。每一条都附带互动数据、发布时间和内容分析,还会自动总结这批爆款的标题套路和内容特征,让你快速摸清什么内容在涨。
适用对象:
- 📌 小红书内容创作者:找选题灵感,学标题写法,了解赛道风向
- 📌 内容运营:低粉爆款是最真实的用户喜好信号,比大V数据更有参考价值
- 📌 MCN / 品牌方:发现潜力博主,评估内容趋势
2. 功能特性
核心功能
| 功能模块 | 能力描述 |
|---|---|
| 📊 分类筛选 | 覆盖25个内容分类,从综合热门到亲子育儿,输入分类名或关键词就能查 |
| 🏆 TOP50榜单 | 按互动量从高到低排列,每条笔记都标出点赞、收藏、评论、分享数据 |
| 💡 爆款规律分析 | 自动拆解这批笔记的标题类型、内容主题分布,提炼出可以复用的写法亮点 |
| 🔔 每日订阅推送 | 订阅后每天19:30自动推送当日最新榜单,不用手工查询 |
| 📄 文件包导出 | 生成小红书风格的完整页面,支持导出PDF,方便保存和分享 |
数据标准
查询范围:粉丝数低于5000、笔记点赞数大于500
每条笔记包含:标题、作者、粉丝数、发布时间、点赞数、评论数、收藏数、分享数、互动总数
3.鉴权
本技能调用 红狐Hub API 获取小红书低粉爆款数据,需要有效的 API Key 才能正常使用。
获取 API Key
配置 API Key
技能运行时会按以下三级回退自动获取 API Key:
| 优先级 | 来源 | 行为 |
|---|---|---|
| 1 | 当前环境变量 REDFOX_API_KEY |
直接使用 |
| 2 | Shell 配置文件(自动扫描 ~/.zshrc、~/.bashrc、PowerShell profile 等) |
读取后注入当前环境变量 |
| 3 | 未找到 | 打印详细的获取和配置指引 |
若未配置,请按对应系统设置:
macOS / Linux:
# 将以下行追加到 ~/.zshrc(zsh)或 ~/.bashrc(bash)
export REDFOX_API_KEY=<你的apikey>
# 然后执行使其生效
source ~/.zshrc # 或 source ~/.bashrc
Windows:
# PowerShell(管理员模式)
[Environment]::SetEnvironmentVariable("REDFOX_API_KEY", "<你的apikey>", "User")
配置后需重启终端生效。
验证配置:
- macOS / Linux:
echo $REDFOX_API_KEY - Windows CMD:
echo %REDFOX_API_KEY% - Windows PowerShell:
echo $env:REDFOX_API_KEY
若不会配置,告诉Agent主动帮助设置。
4. 使用指南
4.1 基础查询
- 触发技能后,告诉我想查的分类和日期
- 不指定日期时,系统自动取最近可用的数据日
- 等待结果输出,包含榜单表格和规律分析
4.2 进阶操作
订阅每日推送
回复「订阅」或在结果页选择订阅,之后每天19:30自动收到最新榜单。
导出文件包
回复「2」生成完整页面文件包,包含所有笔记数据和排版,可导出PDF。
4.3 核心执行流程
- 触发技能后,先问用户要查什么分类、哪天的数据
- 调用主脚本获取数据,脚本通过原生 socket+SSL 请求 API,自动匹配分类、处理日期
- 脚本按三级回退(环境变量 → Shell 配置 → 提示用户)获取 REDFOX_API_KEY 进行鉴权
- 脚本生成 md 报告文件和数据缓存 JSON 文件(
*_cache.json),读取 md 全部内容原样输出给用户 - 输出包含三部分:爆款笔记表格、爆款规律分析、功能选择入口
- 等待用户选择:订阅、导出文件包(回复「2」)、查看更多,或不操作
- 用户回复「2」时:从缓存生成 HTML → preview_url 自动展示(若未正常展示则用 open_result_view 兜底)→ deliver_attachments 发送文件 → 告知保存路径
What ships with it
6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 257 lines · 67 tokens per session scan A 96e6b3567378
xiaohongshu-lowtop is a skill published in the GitHub repository redfox-data/redfox-community-dsh (6 stars, last pushed yesterday), licensed MIT. It adds 67 tokens to every session and 2,829 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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