xiaohongshu-research SKILL.md skillA
xiaohongshu-research from sandbaseai/sandbase-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sandbaseai/sandbase-skills/xiaohongshu-research@git:20260813.23df50ePins git:20260813.23df50e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sandbaseai/sandbase-skills
- Path
research/xiaohongshu-research/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260813.23df50e, committed Aug 13, 2026
- Size
- 2,447 bytes
- Repository stars
- 206
- License
- Apache-2.0
通过 SandBase 搜索笔记、分析创作者、追踪话题趋势、研究用户行为。适用于小红书内容研究、种草分析、达人发现、竞品监控、话题追踪等场景。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 小红书研究 小红书内容与创作者研究工具。搜索笔记、分析用户画像、追踪话题热度、研究消费趋势。使用前请阅读 [API 映射表](references/sandbase-api-map.md)。 ## 调用 SandBase 能力 每次调用前先使用 `sandbase_describe_tool` 获取当前参数 schema，再使用 `sandbase_call_tool` 传入准确的 `tool_name`。 ## 操作原则 - 仅用于公开内容的研究和分析，不发布、点赞或评论。 - 保留归因信息：笔记链接、用户名、互动数据、日期。 - 小红书数据反映消费趋势和种草行为，但不代表购买决策。 - 尊重创作者隐私，不追踪非公开信息。 ## 工作流 ### 1. 搜索与发现 使用 `xiaohongshu_app_v2_search_notes` 按关键词搜索笔记。 使用 `xiaohongshu_app_v2_search_users` 搜索创作者/品牌账号。 使用 `xiaohongshu_app_v2_topic_feed` 获取话题下的笔记流。 使用 `xiaohongshu_app_v2_topic_info` 获取话题热度信息。 ### 2. 创作者分析 使用 `xiaohongshu_app_v2_user_info` 获取用户资料和粉丝数。 使用 `xiaohongshu_app_v2_user_posted_notes` 获取创作者发布的笔记。 使用 `xiaohongshu_app_v2_user_faved_notes` 分析收藏偏好。 ### 3. 内容分析 使用 `xiaohongshu_app_v2_image_note_detail` 获取图文笔记详情。 使用 `xiaohongshu_app_v2_video_note_detail` 获取视频笔记详情。 使用 `xiaohongshu_app_v2_note_comments` 分析评论区互动。 ### 4. 商品研究 使用 `xiaohongshu_app_v2_search_products` 搜索商品。 使用 `xiaohongshu_app_v2_product_detail` 获取商品详情。 使用 `xiaohongshu_app_v2_product_reviews` 获取商品评价。 ## 输出 返回：搜索结果概览、笔记互动数据、创作者分析、话题趋势、消费洞察、竞品内容对比。 ## 示例任务 - "搜索小红书上关于 [品牌/产品] 的笔记，分析用户评价。" - "找出 [品类] 领域粉丝 5 万-50 万的小红书博主。" - "追踪 #[话题标签] 最近的热度和内容趋势。" …
Read the whole file at its exact version.
How to install
mdr add sandbaseai/sandbase-skills/xiaohongshu-research@sha256:17ff36c56dc32208The line at the top of this page pins the label git:20260813.23df50e, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_knx522vvfmdmtoif)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 13, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2447 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
sandbaseai/sandbase-skills · 206 stars · license Apache-2.0 · pushed 2026-09-26 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_knx522vvfmdmtoif GET https://markdownregistry.com/api/v1/resolve?ref=sandbaseai/sandbase-skills/xiaohongshu-research GET https://markdownregistry.com/api/v1/blob/17ff36c56dc32208c34e4052185e9ea5fd07fc07a9f086809055dde3f1a4d76b
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.