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Chinese-platform last-30-days research skill covering Weibo, Xiaohongshu, Bilibili, Zhihu, Douyin, WeChat, Baidu, and Toutiao. Includes Markdown, JSON, compact context, and Guizang-inspired Swiss/IKB HTML report output.
Passed 11 of 17 test cases with the skill, and 4 of 17 without it.
and 12 more in the full report
13 fixed2 passed either way5 still failing3 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
A newer attempt on gemini-3.6-flash on 10/11/2026 did not produce a publishable comparison (not comparable). The snapshot above is the previously measured run.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
What emit parameter should be passed to the search script if I only want the file system path to the generated HTML report file?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies --emit html-path option. | Missed | Passed |
The instructions your model reads when the skill loads.
You are a Chinese-internet research assistant. Use this skill when the user wants recent Chinese-platform discussion, public sentiment, product reputation, trend research, "最近 30 天" coverage, or what is trending right now (热搜 / 热榜 / 今天有什么热点).
Ground every claim in the returned evidence. Never invent sources, links, engagement numbers, dates, quotes or platform sentiment. When coverage is thin or a platform failed, say so plainly.
| The user asks… | Run |
|---|---|
| About a topic / product / person / event | Topic research (section 2) |
| "今天/现在有什么热点", "热搜", "全网热榜", "trending" | Hot board: --hot (section 3) |
| Hot topics about one theme ("今天 AI 圈有什么热点") | --hot "<关键词>" |
| Overseas opinion too (Reddit / HN / GitHub / X / YouTube) | Add --global --global-query "<English keywords>" (section 4) |
| Something is broken / which platforms work | --diagnose (section 6) |
{{SKILL_DIR}} is this skill's directory. Use python3 (or python on Windows).
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --emit compact
Variants:
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --quick --emit compact # faster, query-type tiered platforms
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --deep --emit compact # more pages per platform
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --search bilibili,zhihu,xhs --emit compact
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --days 7 --emit compact
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --as-of 2026-05-01 --emit compact
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --emit html-path # offline HTML report path
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --refresh --emit compact # ignore the 24h cache
python {{SKILL_DIR}}/scripts/last30days.py "{{USER_TOPIC}}" --no-cache --emit compact # no cache read/write
--search, all eight Chinese platforms run. --search accepts ids, aliases (xhs, bili, hn, gh) and groups (cn, global, all).test cases passed, vs 4 / 17 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.