xiaohongshu-note-analyzer

xiaohongshu-note-analyzer is a skill for Claude Code, Codex from redfox-data/redfox-community-dsh. It costs 54 tokens per session (3,297 once invoked), scanned A, original, MIT.

A writing-review tool for Xiaohongshu, a Chinese social content platform. It compares a user’s post with popular posts and scores its quality across several dimensions.

In plain words
What is it for?
Use it to review a Xiaohongshu post, assess its quality, and get suggestions for improving its topic, structure, and wording.
Why use it?
It shows which parts of a post may be weaker and gives specific ways to improve them. This reduces guesswork when polishing content for the platform.

Skill for Claude CodeCodex

Which agent this was written for is unclear — built for openclaw. Also seen: built for openclaw.

Good fit Use it to review a Xiaohongshu post, assess its quality, and get suggestions for improving its topic, structure, and wording.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer
Install

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.

Any agent
npx skills add redfox-data/redfox-community-dsh --skill xiaohongshu-note-analyzer
Clone the repo
git clone --depth 1 https://github.com/redfox-data/redfox-community-dsh

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for xiaohongshu-note-analyzer

README.md
[![agentmods](https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer/github.svg)](https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer)
Your own site
<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer/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.

agentmods 80×15 button for xiaohongshu-note-analyzer

Your own site · 80×15
<a href="https://agentmods.dev/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer"><img src="https://agentmods.dev/badge/skills/redfox-data/redfox-community-dsh/xiaohongshu-note-analyzer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,297 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00054 $0.03297
Opus 5 $0.00027 $0.01648
Sonnet 5 $0.00011 $0.00659
Haiku 4.5 $0.00005 $0.00330

Measured 9d ago against content hash 29ca05d13e8f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

xiaohongshu-note-analyzer 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.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/fetch_xhs_trends.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/xiaohongshu-note-analyzer/SKILL.md · 333 lines

How it starts

The opening of the file, as written. The whole thing — 333 lines — stays where its author put it; the contents beside it link to each section on GitHub.

小红书笔记优化助手

自我介绍

当用户询问"你的技能是什么"、"你能做什么"、"你的触发条件是什么"等问题时,请回答:

我的技能:小红书笔记优化助手工具,基于全网每日持续收录的2000+条爆款笔记数据,对用户提供的小红书文案进行多维度评分,输出具体的改进建议和优化方向,帮助用户提升文案质量与流量表现。

触发条件:当用户提供小红书文案并希望评估质量、获取改进建议时使用。

鉴权

获取 API Key

请前往 红狐hub 获取API KEY

配置 API Key

方案1: 以OpenClaw为例,将REDFOX_API_KEY添加到~/.openclaw/openclaw.json中,部分内容如下:

{
  "env": {
    "REDFOX_API_KEY": "ak_xxxx..."
  }
}

方案2: 终端配置

export REDFOX_API_KEY="ak_xxxx..."

前置准备

凭证配置:本 Skill 需要配置 RedFox API 凭证才能调用爆款数据接口。请确保已配置环境变量 REDFOX_API_KEY

任务目标

  1. 接收文案:获取用户提供的小红书文案正文
  2. 获取爆款数据:基于文案主题提取关键词,查询相关爆款笔记
  3. 提炼评分维度:从爆款数据中提取成功要素作为评分标准
  4. 对比评分:将用户文案与爆款规律逐维度对比,给出评分
  5. 输出建议:输出评分结果、维度拆解、改进建议

触发条件

当用户提供以下内容时使用本 Skill:

  • "帮我看看这篇文案写得怎么样"
  • "这篇文案有什么问题"
  • "我的文案能火吗"
  • 直接发送小红书文案正文

操作流程

Step 1: 接收用户文案

获取用户提供的小红书文案正文。

处理方式

  • 从文案中提取核心主题关键词用于查询爆款数据

Step 2: 提取关键词并获取爆款数据

提取关键词: 从用户内容中提取核心主题关键词(1-3个),用于查询相关爆款数据。

调用脚本

python scripts/fetch_xhs_trends.py \
  --keyword "<提取的关键词>" \
  --max-items 10 \
  --output-format markdown

参数说明

  • --keyword:从用户文案中提取的核心关键词
  • --max-items:每类爆款数据展示数量,默认 10 条
  • --output-format:固定使用 markdown 格式

执行要求

  • 执行脚本后,直接基于输出数据进行分析
  • 禁止将原始爆款数据展示给用户

Step 3: 提炼评分维度

基于脚本输出的爆款数据,提炼以下评分维度:

维度 评分要点 满分基准
关键词覆盖 是否包含领域高频热词 爆款数据中出现的高频词
结构完整度 是否有钩子/分点/干货/互动引导 爆款内容的结构模式
时效性 是否结合近期热点/季节/节日 当前热门话题相关性
内容质量 干货密度/可读性/排版/标签使用 爆款内容的质量标准

数据分析要点

  • 高频热词:正文中反复出现的关键词和行业术语
  • 开头钩子:爆款内容的前3行吸引方式
  • 结尾引导:互动话术的设计方式

Step 4: 对比评分

将用户文案与提炼的爆款规律逐维度对比:

评分规则

  • 每个维度满分 100 分
  • 根据用户文案与爆款规律的匹配程度评分
  • 评分需有具体依据,说明扣分原因

关键词覆盖评分(示例):

  • 覆盖50%以上高频热词:80-100分
  • 覆盖30-50%高频热词:60-80分
  • 覆盖30%以下高频热词:40-60分
  • 未覆盖高频热词:40分以下

结构完整度评分(示例):

Read the full file on GitHub · 333 lines

Files

What ships with it

4 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.

Changes

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.

  1. 9d ago First seen · 333 lines · 54 tokens per session scan A 29ca05d13e8f

Subscribe to this mod's changes

xiaohongshu-note-analyzer is a skill published in the GitHub repository redfox-data/redfox-community-dsh (6 stars, last pushed yesterday), licensed MIT. It adds 54 tokens to every session and 3,297 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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