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MCP server for RedNote (Xiaohongshu) — analyze content, comments, and trends with structured tools for LLM workflows.
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Install: pipx install rednote-analyzer-mcp | PyPI: pypi.org/project/rednote-analyzer-mcp
MCP Server for Xiaohongshu (小红书/RED) - 让 Claude、ChatGPT 等 AI 助手能够搜索、分析、生成小红书内容。
A Model Context Protocol server that enables AI assistants to search, analyze, and generate content for China's leading lifestyle social media platform.
Keywords: 小红书 API, 小红书爬虫, 小红书数据分析, XHS API, RedNote API, MCP Server, Claude Tools, AI Content Generation, 小红书笔记分析, 爆款分析
pipx install rednote-analyzer-mcp
rednote-login
浏览器会打开小红书，扫码或手机号登录，登录成功后自动保存 Cookie。
⚠️ 不登录直接用会返回空结果！
⚠️ 风控提示：小红书有严格的反爬机制。本工具已内置限流（每分钟最多 10 次请求，每次请求间隔至少 3 秒），但仍建议：
- 避免短时间内大量请求
- 如果账号被限制，等待 24 小时后再试
- 仅用于个人学习研究，不要用于商业爬取
Selected from shared topics, language and repository description—not editorial ratings.
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73/100 health选择你用的工具：
在项目根目录创建 .mcp.json 文件：
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
或者用命令添加：
# 添加到当前项目
claude mcp add rednote-analyzer-mcp -s local \
-e REDNOTE_ADAPTER=playwright \
-e REDNOTE_HEADLESS=true \
-- uvx rednote-analyzer-mcp
# 添加到全局（所有项目可用）
claude mcp add rednote-analyzer-mcp -s user \
-e REDNOTE_ADAPTER=playwright \
-e REDNOTE_HEADLESS=true \
-- uvx rednote-analyzer-mcp
编辑 claude_desktop_config.json：
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.json{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
创建 .cursor/mcp.json（项目级）或 ~/.cursor/mcp.json（全局）：
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
创建 .vscode/mcp.json：
{
"servers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
编辑 ~/.codeium/mcp_config.json：
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
通用配置模式：
| 配置项 | 值 |
|---|---|
| command | uvx |
| args | ["rednote-analyzer-mcp"] |
| env | {"REDNOTE_ADAPTER": "playwright", "REDNOTE_HEADLESS": "true"} |
配置完成后，直接跟 AI 对话：
"搜索小红书上关于美股的热门笔记"
"分析这些笔记的爆款规律"
"帮我写一篇关于基金定投的小红书文案"
"把这段文字改写成小红书风格"
| 工具 | 功能 |
|---|---|
rednote_search_notes | 搜索笔记 |
rednote_get_note_detail | 获取笔记详情和评论 |
rednote_analyze_note | 分析笔记结构和爆款元素 |
rednote_extract_patterns | 批量分析，提取规律 |
rednote_generate_post | 生成帖子大纲 |
rednote_rewrite_in_style | 改写为小红书风格 |
Q: 怎么更新？
pipx upgrade rednote-analyzer-mcp
Q: 搜索返回空结果？
A: 没有登录。运行 rednote-login 登录一次。
Q: Cookie 过期了？
A: 重新运行 rednote-login。
Q: 怎么查看 MCP 是否连接成功？
A: Claude Code 运行 claude mcp list，其他工具看各自的 MCP 状态面板。
MIT | 开发指南
RedNote Analyzer MCP is a Model Context Protocol (MCP) server that connects AI assistants like Claude to Xiaohongshu (小红书/RED/RedNote), China's most popular lifestyle social media platform with 300M+ users.
pipx install rednote-analyzer-mcp
rednote-login
A browser will open. Log in with your phone number or scan QR code. Cookies are saved automatically after login.
⚠️ Skipping login will result in empty search results!
⚠️ Risk Warning: Xiaohongshu has strict anti-scraping measures. This tool has built-in rate limiting (max 10 requests/minute, min 3 seconds between requests), but please:
- Avoid making too many requests in a short time
- If your account gets restricted, wait 24 hours before retrying
- Use only for personal learning and research, not commercial scraping
Choose your tool:
Create .mcp.json in your project root:
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
Or use CLI:
# Add to current project
claude mcp add rednote-analyzer-mcp -s local \
-e REDNOTE_ADAPTER=playwright \
-e REDNOTE_HEADLESS=true \
-- uvx rednote-analyzer-mcp
# Add globally (all projects)
claude mcp add rednote-analyzer-mcp -s user \
-e REDNOTE_ADAPTER=playwright \
-e REDNOTE_HEADLESS=true \
-- uvx rednote-analyzer-mcp
Edit claude_desktop_config.json:
~/Library/Application Support/Claude/claude_desktop_config.json%APPDATA%\Claude\claude_desktop_config.json{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
Create .cursor/mcp.json (project) or ~/.cursor/mcp.json (global):
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
Create .vscode/mcp.json:
{
"servers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
Edit ~/.codeium/mcp_config.json:
{
"mcpServers": {
"rednote-analyzer-mcp": {
"command": "uvx",
"args": ["rednote-analyzer-mcp"],
"env": {
"REDNOTE_ADAPTER": "playwright",
"REDNOTE_HEADLESS": "true"
}
}
}
}
General config pattern:
| Key | Value |
|---|---|
| command | uvx |
| args | ["rednote-analyzer-mcp"] |
| env | {"REDNOTE_ADAPTER": "playwright", "REDNOTE_HEADLESS": "true"} |
After setup, talk to your AI:
"Search for trending posts about US stocks (美股) on RedNote"
"Analyze the viral patterns of these notes"
"Help me write a RedNote post about ETF investing"
"Rewrite this text in RedNote style"
| Tool | Function |
|---|---|
rednote_search_notes | Search notes |
rednote_get_note_detail | Get note details and comments |
rednote_analyze_note | Analyze note structure and viral elements |
rednote_extract_patterns | Batch analyze, extract patterns |
rednote_generate_post | Generate post outline |
rednote_rewrite_in_style | Rewrite in RedNote style |
Q: How to update?
pipx upgrade rednote-analyzer-mcp
Q: Search returns empty results?
A: You haven't logged in. Run rednote-login to log in.
Q: Cookie expired?
A: Run rednote-login again.
Q: How to check if MCP is connected?
A: Claude Code: run claude mcp list. Other tools: check their MCP status panel.
MIT | Contributing
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