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.

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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 "" 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.

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.