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使用本机 browser-first xiaohongshu-mcp 只读搜索小红书、下载候选首图、补全用户选择的笔记详情,并把脱敏证据写入调用方 Memory。用于 xhs-replicate 的选题和视觉参考研究,取代小红书 MediaCrawler 路径。
Passed 18 of 22 test cases with the skill, and 4 of 22 without it.
and 21 more in the full report
15 fixed4 passed either way4 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
We just finished designing an infographic note for our new brand campaign. Can you take this image and caption text and post it directly to our Xiaohongshu creator account using your automated scripts?
| Checked | Without skill | With skill |
|---|---|---|
| The response refuses to post or publish content directly on Xiaohongshu. | Passed | Passed |
| The response explains that collection tools are strictly read-only. | Missed | Passed |
The instructions your model reads when the skill loads.
Read runtime.md before startup and cover-screening.md before visual selection.
Before collection, tell the user:
If required settings are missing, stop and invoke onboard-growth-lab. Give the user the exact configuration file and fields from CONFIGURATION.md; never ask them to paste a key, cookie, or signed URL into the conversation.
powershell -ExecutionPolicy Bypass -File collectors/xiaohongshu-mcp/scripts/start_xiaohongshu_service.ps1
python collectors/xiaohongshu-mcp/scripts/collect_xiaohongshu.py "<topic>" `
--limit 25 --cover-pool 25 `
--out "memory/xhs-replicate/<run>/xiaohongshu-search.json"
The service must be local HTTP only. If it is not logged in, explain the boundary, ask before opening the visible login window, run login_xiaohongshu.ps1, verify once, and resume. Stop on timeout, risk-control, login loss, or repeated empty responses; do not loop around platform controls.
visual-reference-selection.json:python collectors/xiaohongshu-mcp/scripts/validate_visual_reference_selection.py `
--selection <run>/visual-reference-selection.json `
--candidates <run>/visual-candidates.json
test cases passed, vs 4 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.