- 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
- Run
scripts/run_search_workflow.py "<query>"first. - Read the returned plan:
- intent - route (domestic-first / global-first / mixed) - dynamic subtype if any - suggested site priority - starter URLs
- Execute search using the highest-priority routes first.
- If the first route fails, read
references/fallbacks.mdand switch engines/sites. - After collecting evidence, use
scripts/score_result.pyto score reliability. - Use
scripts/search_report.pyorreferences/reporting-template.mdto 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 topicsreferences/priorities.md— source priority by scenarioreferences/intent-classification.md— intent taxonomyreferences/direct-templates.md— direct site-entry URL templatesreferences/use-cases.md— reusable search patternsreferences/fallbacks.md— fallback strategy when search is blocked/weakreferences/reliability-scoring.md— reliability rubricreferences/reporting-template.md— final response templatesreferences/domestic-search.md— Chinese-site search guidancereferences/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.