How to extract Xiaohongshu content in bulk for ecommerce
Paste exported Xiaohongshu posts and comments into Nexus Runner and run six skills to get Markdown structure, sales analysis and B2B personas locally.
Skills in this bundle
Ecommerce Lookup Desk
Search a product table by SKU, name, category or stock status and list out-of-stock and low-stock items, category mix and price range; for documents, find paragraphs containing the keyword. Deterministic, no LLM.
Buyer Compass
Generate detailed B2B buyer persona from company description, including industry, size, pain points, decision-makers, budget, and timeline
B2B ROI Pulse
Calculate B2B sales ROI with detailed financial analysis including payback period, NPV, and profit projections
Translation Prep
Pipeline doc for sales scenarios and output a structured, reviewable result with actionable recommendations. Prompt-class skill; results require human review.
Escalation Scribe
Generate structured issue escalation documents for B2B project management, including problem description, impact assessment, root cause analysis, and proposed resolution with approval workflow.
Sales Lens
Sales analyze copilot across 5 objects (mode x top_n; LLM-orchestrated structured result). (Action Co-pilot: generates next-best-actions (actions.json), follow-up tasks and calendar reminders on top of the analysis — what to act on today.)
Export or copy the Xiaohongshu post bodies, comments and product fields you already have into text or spreadsheets, then chain the skills inside Nexus Runner: Ecommerce Lookup Desk takes text and returns md, Sales Lens returns structured findings, Buyer Compass builds the B2B persona, B2B ROI Pulse adds payback period and NPV, Translation Prep produces structure-preserving bilingual output, and Escalation Scribe turns blockers into an approval-ready document. All six run on your own Windows machine, cost 27 Nex for a full pass, and leave files you can audit line by line instead of a chat transcript.
- The skills never log into Xiaohongshu and never drive your screen: you export or copy the posts and comments into text or spreadsheets first.
- Ecommerce Lookup Desk starts the chain, taking text and producing md, at 2 Nex per run.
- Sales Lens returns structured findings by mode and top_n and will not invent missing data; Buyer Compass adds industry, size, pain points, decision-makers, budget and timeline.
- Translation Prep handles glossary-controlled bilingual output with back-translation checks; Escalation Scribe writes impact assessment, root cause and approval workflow.
- One full pass costs 27 Nex: the free tier gives 200 Nex a month (reset at the start of each month, roughly 7 passes), Pro is CNY 49/month with 3000 Nex, Enterprise CNY 299/month with 50000 Nex.
What bulk Xiaohongshu extraction means here
Extraction here means turning the posts, comments and product fields you have already exported or copied into structured material with fixed fields you can check row by row. It does not mean signing into an account and scraping pages for you. MCP Nexus is a local skill marketplace: install Nexus Runner 1.0.10 (Windows 10/11 x64 only), add these six sales-domain skills from the library, and both your input files and intermediate output stay in a folder on your machine while each run draws Nex. Skills come in two kinds only, skill and agent; all six here are skills, so every step is a single controllable call that writes a file, and you decide which steps to run and in what order.
How the six skills hand off in one pass
Three ways to do the same work
| MCP Nexus | Manual work | Generic cloud AI | |
|---|---|---|---|
| Where the data sits | Skills execute inside Nexus Runner 1.0.10 on your machine; the exported text never leaves it | Content scattered across personal machines and chat groups, one copy each | The raw content has to be uploaded to a third-party server |
| Shape of the output | Markdown plus structured fields, written straight to files you can archive | Retyped into documents and sheets, formatted differently by each person | Long answers in a chat window that someone still has to turn into files |
| Handoff between steps | Structuring, analysis, persona, ROI, translation and escalation run in sequence on one shared input | Each step changes hands, and handoff means forwarding a file | Each step is a new conversation and the context has to be pasted again |
| How it is charged | Per run in Nex; one pass on this page is 27 Nex, and the free tier gives 200 Nex a month with a reset at the start of each month | Charged in person-hours that cannot be attributed to a single post | Charged per subscription seat regardless of how many runs you actually make |
| Auditability | Every step writes a file you can check against the source line by line | Conclusions live in meeting notes with sources hard to trace | Answers scroll away with the conversation and are hard to reproduce |
Real use cases
FAQ
Can Nexus scrape Xiaohongshu automatically
No. These six skills do not sign into third-party accounts and do not drive your screen. You export or copy the post bodies, comments or product fields into text or a spreadsheet first, then hand that to the skills.
How many Nex does one full pass cost
27 Nex: Ecommerce Lookup Desk 2, Sales Lens 1, Buyer Compass 10, B2B ROI Pulse 3, Translation Prep 8, Escalation Scribe 3. The free tier gives 200 Nex a month, reset at the start of each month.
Does the exported data get uploaded anywhere
No. The skills execute in Nexus Runner on your own machine, and both input files and intermediate output stay in your local folder.
Can I run only the structuring step
Yes. Each of the six skills is called independently, so running Ecommerce Lookup Desk alone costs 2 Nex, and you choose which steps run and in what order.
Is there a Mac version
No. Nexus Runner 1.0.10 supports Windows 10/11 x64 only.