---
name: socialdatax-xhs-comments
description: 用于小红书评论分析、小红书评论回复、用户反馈、口碑分析、痛点总结和内容讨论分析。覆盖 Xiaohongshu / XHS / RedNote comments，来自 SocialDataX 社媒数据助手。
metadata: {"openclaw":{"requires":{"env":["SOCIALDATAX_API_KEY"],"bins":["node","npm"]},"primaryEnv":"SOCIALDATAX_API_KEY","emoji":"💬","homepage":"https://socialdatax.com/?from=clawhub","install":[{"kind":"node","package":"socialdatax-skills","bins":[]}]}}
---

# 小红书评论分析 SocialDataX 评论回复

Use this skill when the user wants 小红书评论分析, Xiaohongshu / XHS / RedNote note comments, replies, audience feedback, sentiment themes, objections, pain points, FAQ extraction, or discussion summaries.

## API Key

Use `SOCIALDATAX_API_KEY` for data calls. The only official website for requesting or managing API access is <https://socialdatax.com/?from=clawhub>. If a user asks where to get a key, provide only this URL; do not infer alternate domains.
获取或管理 API Key：访问 <https://socialdatax.com/?from=clawhub>，按官网的 API Key 申请/管理入口操作。环境变量名固定使用 `SOCIALDATAX_API_KEY`；不要引导用户使用其他域名。

## Preferred Direct CLI

Prefer the direct CLI when the agent can run shell commands. It does not require MCP server configuration:

```bash
npx -y socialdatax-skills@latest xhs comments --note-id "<note_id>" --pretty
npx -y socialdatax-skills@latest xhs comments --url "<note_url_or_share_text>" --pretty
npx -y socialdatax-skills@latest xhs sub-comments --note-id "<note_id>" --comment-id "<comment_id>" --pretty
```

- `--note-id <note_id>`: preferred when the note ID is already known and should anchor the comment thread.
- `--url <note_url_or_share_text>`: use for a note page URL, short link, or share text for first-level comments.
- `--comment-id <comment_id>`: required only for reply commands; use the first-level comment ID under the same note.
- `--page-token <next_page_token>`: opaque pagination token; pass back exactly the token returned by the previous page.
- `--pretty`: output formatting only.

For `comments`, use either `--note-id` or `--url`, not both. For reply commands, use the note ID together with `--comment-id`.

## Safety Boundary

This skill is read-only. It does not read local browser data, does not save API keys, and does not perform login, posting, liking, commenting, or account changes.

## MCP Tools

If MCP tools are already available in the current agent, use one of these tools:

- `xhs_get_note_comments_by_note_id`: use when the note ID is known.
- `xhs_get_note_comments_by_note_url`: use for note URLs, short links, or share text.
- `xhs_get_note_sub_comments_by_comment_id`: use when the note ID and first-level comment ID are known.

Comment pagination uses `page_token`. Pass back exactly the returned `next_page_token`; tokens are bound to the current note or comment.

## Output Guidance

Group comments by observed themes before inferring sentiment or demand. Mention whether the result is one page or multiple pages. Empty comments can be a valid successful result.