Lov Xhs

小红书调研助手 · Xiaohongshu Researcher

A bare Xiaohongshu topic request is a research request, not a request to dump search JSON. The Skill discovers notes, reads selected note bodies, extracts an auditable evidence corpus, and returns a source-backed report that answers the operator's actual question. Explicit search-only mode remains available when the operator asks for it.

Triggers

Activate when

• 用户给出一个主题或命题，例如「冈仁波齐线路规划」「小红书露营装备趋势」。
• 用户要求“小红书调研”“做一份攻略/规划/对比/建议”“整理选题/内容方向”。
• 用户明确要求“小红书搜索”“查标题同时包含……”“导出 JSON”。
• "Use lov-xhs to research a Xiaohongshu topic and return a report."
• "Do Xiaohongshu research on ..." or "Search Xiaohongshu notes ...".

Do not activate when

• 用户只给小红书链接并要求下载本地媒体：交给 lov-media-crawler。
• 用户要求发布、排期或核验小红书/视频号内容：交给 lov-media-publisher。
• 用户要检索本机文件、聊天记录或公众号文章：交给对应的本地搜索 Skills。
• 用户要求跨平台、全网或多数据源研究，且不限于小红书：交给 deep-research。

Mode Router (mandatory)

Report mode (default)

Use report mode when the request names a topic, question, route, plan, comparison, recommendation, trend, selection, or strategy — including a bare phrase such as 「冈仁波齐线路规划」. Do not ask the operator to choose between “search” and “report” when the input is already a topic; default to report.

Search-only mode (opt-in)

Use search-only mode only when the operator explicitly says “只搜索”, “查标题”, “列出笔记”, “导出 JSON”, “给我原始结果”, or otherwise asks for raw discovery rows rather than an answer. If the operator asks for both, deliver the report first and keep the JSON as an attached source artifact.

User Profile (cross-session)

Read the shared user-profile/v1 contract at the start of every run. Resolve values in this order: current request, project context, this Skill's records, shared preferences, shared user/brand profile, then safe defaults. When the operator directly states a durable preference or brand fact, persist it through scripts/profile_store.py and report the saved profile path. Never persist cookies, tokens, secrets, or inferred credentials. See references/user-profile.md for the full contract.

Skill Group Composition

Read references/skill-composition.md before deciding whether to hand off to an adjacent capability. The record keeps report mode, search-only export, and media download as separate, explicit handoffs rather than hidden dependencies.

Workflow (MANDATORY)

You MUST follow these steps in order.

Step 0: Resolve runtime and authentication

• Run xhs --version and confirm xiaohongshu-cli is installed.
• Run xhs status and confirm authenticated: true and guest: false.
• If login is not active, stop and tell the operator to run xhs login --qrcode.
• Read references/implementation.md and references/authorship-integrity.md before building commands.
• If the CLI returns a captcha/risk-control error, preserve the raw error and ask the operator to complete the browser verification before retrying.

Step 1: Classify the request and define the answer

• Apply the mode router above.
• For report mode, write down the operator's actual question in one sentence. Examples: “如何规划冈仁波齐转山？” or “这个主题在小红书上的主流做法是什么？”
• For the platform query, start with the operator's exact phrase. Do not silently replace 「冈仁波齐线路规划」 with a broader or different word.
• Only broaden or add alternate queries after the exact query returns zero or clearly irrelevant results, and state that change in the report.
• Do not add --must-contain title filters unless the operator explicitly requires terms in the title.
• Use AskUserQuestion only when a mandatory input is genuinely missing or the requested mode is impossible to infer. Do not use it to ask whether a bare topic should become a report; report mode is the default.

Step 2: Report mode

1. Discover notes. Run the deterministic search script with the exact topic first, 1–3 pages, and --sort popular unless the operator asks otherwise. Save JSON with --output.
2. Collect bodies. Run scripts/xhs_collect.py against the same query, or read selected notes with xhs read --json when collection is unavailable. Save the evidence corpus with --output.
3. Verify evidence. Confirm ok: true; inspect meta.matches, meta.notes_collected, and meta.errors. Never fill a failed read with invented content.
4. Synthesize the report. Follow references/research-report.md. Answer the actual question first, then provide the executable plan/answer, evidence table, conflicts, uncertainty, and source links.
5. Cite the evidence. Use only items and notes for note titles, authors, dates, interaction counts, descriptions, and URLs. Label professional reasoning or recommendations as synthesis, not as platform fact.
6. Save the report. For substantial reports, write a Markdown file and return its absolute path together with the source-corpus path.

Step 3: Search-only mode

• Run scripts/xhs_search.py with the operator's query, optional title terms, page count, sort, and output path.
• Confirm ok: true; inspect meta.items_fetched and meta.matches.
• Treat items as the only source for titles, authors, interaction counts, dates, and URLs.
• If the operator wants a ranking, sort locally by the returned numeric fields. Never present it as an official Xiaohongshu ranking.

Step 4: Deliver the result

• Report mode: deliver the conclusion and recommendation first. Include meta.matches and meta.notes_collected, the evidence corpus path, and the report file path when one was written.
• Search-only mode: return the saved JSON path, or a concise source table when no output file was requested. Include meta.matches.
• Keep source text and quotations separate from authored recommendations.
• Do not expose cookies, tokens, secrets, or private session data.

Step 5: Optional downstream handoff

Only when the operator explicitly asks to download media for a selected note, pass that note URL to lov-media-crawler. Do not download media by default.

Dependencies

• Python 3.9+
• xiaohongshu-cli 0.6.4+
• Active Xiaohongshu browser login
• Network access
• lov-branding-consistency for authored, audience-visible report copy

The Skill does not require jq, API keys, or an external cloud service.

Validation gate

python3 scripts/validate_skill.py .

The source passes only when every local reference and script resolves, trust files contain a real case and dimensions, and no private path or unresolved placeholder remains.