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:

• treat public search as preliminary discovery only
• prefer real-time/official/transaction-adjacent pages first
• do not present snippets or aggregator blurbs as final truth
• distinguish clearly between preliminary findings and real-time page findings

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

• references/dynamic-info.md — boundary rules for real-time topics
• references/priorities.md — source priority by scenario
• references/intent-classification.md — intent taxonomy
• references/direct-templates.md — direct site-entry URL templates
• references/use-cases.md — reusable search patterns
• references/fallbacks.md — fallback strategy when search is blocked/weak
• references/reliability-scoring.md — reliability rubric
• references/reporting-template.md — final response templates
• references/domestic-search.md — Chinese-site search guidance
• references/international-search.md — global-site search guidance

Notes

• Prefer domestic-first for Chinese consumer info, local travel, Chinese community content, and local ecommerce.
• Prefer global-first for GitHub, API docs, English tutorials, research, and international sources.
• Prefer mixed when both Chinese and global perspectives matter.
• For dynamic subtypes, the workflow should prioritize scenario-specific sources such as flights, hotels, product-price, ticketing, and finance-news.