Chanai Search Workflow

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name: chanai-search-workflow

description: External web search workflow for Chinese and global public-web information. Use when searching news, flights, prices, products, docs, tutorials, community posts, websites, PDFs, research, or other external information. Classify intent first, detect dynamic real-time topics, choose domestic-first or global-first search routes, prioritize human-usable sites, generate starter URLs, apply fallback strategy, and report reliability.

---

# Chanai Search Workflow

Use this skill as the default workflow for **external/public-web search**.

Do not use it for local memory recall; use memory search for that.

Core workflow

1. Run `scripts/run_search_workflow.py "<query>"` first.

2. Read the returned plan:

- intent

- route (`domestic-first` / `global-first` / `mixed`)

- dynamic subtype if any

- suggested site priority

- starter URLs

3. Execute search using the highest-priority routes first.

4. If the first route fails, read `references/fallbacks.md` and switch engines/sites.

5. After collecting evidence, use `scripts/score_result.py` to score reliability.

6. Use `scripts/search_report.py` or `references/reporting-template.md` to produce the final response.

Dynamic topics rule

If the query is about flights, prices, inventory, tickets, bookings, hotel availability, or other real-time topics:

Scripts

Unified entrypoint

python3 scripts/run_search_workflow.py "上海直飞赤峰航班价格"
python3 scripts/run_search_workflow.py "openclaw memory search docs"

Individual helpers

python3 scripts/query_router.py "周杰伦演唱会门票开售"
python3 scripts/dynamic_guard.py "上海外滩酒店房价"
python3 scripts/build_urls.py domestic-first dynamic "iPhone 16 京东价格"
python3 scripts/score_result.py 5 5 4 5
python3 scripts/search_report.py domestic-first "Ctrip" "Trip" medium "查到了候选结果" "公开搜索只做初筛" "最终以实时页为准"

References

Notes