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Chanai Search Workflow

Name: Chanai Search Workflow
Author: cfyuanyi

作者 ShawnYuen · GitHub ↗ · v1.0.0 · MIT-0

cross-platform ✓ 安全检测通过

228

总下载

当前安装

版本数

在 OpenClaw 中安装

/install chanai-search-workflow

功能描述

External web search workflow for Chinese and global public-web information. Use when searching news, flights, prices, products, docs, tutorials, community po...

使用说明 (SKILL.md)

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 "\x3Cquery>" 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.md and switch engines/sites.
After collecting evidence, use scripts/score_result.py to score reliability.
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.

安全使用建议

This skill appears coherent for public-web search: it only classifies queries, generates starter URLs, and formats reports. Before installing, confirm whether your agent (or the environment that will run these scripts) has network or shell execution rights. The docs mention a fallback that uses 'exec + curl' and include powerful search operators (e.g., searches that could locate exposed files or credentials). If you do not want the agent to perform raw HTTP fetches or arbitrary shell commands, restrict its web_fetch/shell permissions or review and remove those fallback steps. As always, review the Python scripts yourself if you need stronger assurance.

功能分析

Type: OpenClaw Skill Name: chanai-search-workflow Version: 1.0.0 The 'chanai-search-workflow' skill bundle is a comprehensive search orchestration tool designed to help an AI agent choose between domestic (Chinese) and global search engines based on query intent. The included Python scripts (e.g., run_search_workflow.py, build_urls.py) are helper utilities that classify queries, generate search URLs for legitimate platforms like Google, Baidu, and Ctrip, and calculate reliability scores. No evidence of malicious intent, data exfiltration, or harmful prompt injection was found; the workflow focuses on improving search accuracy and handling real-time data (like flight prices) with appropriate caution.

能力评估

✓ Purpose & Capability

Name/description match the included scripts and reference docs: intent classification, route selection, starter-URL generation, fallback rules, scoring, and report generation. The files only build/search-plan artifacts and templates; there are no unrelated credentials, binaries, or config paths requested.

ℹ Instruction Scope

SKILL.md and the scripts confine themselves to classification, URL generation, scoring, and report formatting. References contain examples using web_fetch and mention a last-resort 'exec + curl' fallback and advanced Google operators (e.g., intext:password filetype:txt). Those are within the scope of a search workflow but increase the potential for aggressive scraping or discovery of sensitive content if the agent is given network/shell privileges.

✓ Install Mechanism

No install spec; skill is instruction+scripts only. Files are plain Python scripts (no downloads, no third-party install steps). This is low-risk from an installation perspective.

✓ Credentials

No required environment variables, no credentials, and no config paths are requested. All network endpoints referenced are search engines or public sites consistent with the stated purpose.

✓ Persistence & Privilege

always is false, model invocation is allowed (normal). The skill does not request persistent system privileges or modify other skills/configs.

如何使用

确保已安装 OpenClaw（本地或 Docker 部署）
在对话框中输入安装命令：/install chanai-search-workflow
安装完成后，直接呼叫该 Skill 的名称或使用 /chanai-search-workflow 触发
根据 Skill 的参数说明提供必要输入，即可获得结构化输出

版本历史

v1.0.0

Initial public release. Added dual-channel search workflow with local memory search and external web search routing. Includes intent classification, domestic/global route selection, dynamic subtype detection, human-like source priority, fallback strategy, reliability scoring, and structured reporting.

元数据

Slug chanai-search-workflow

版本 1.0.0

许可证 MIT-0

累计安装 0

当前安装数 0

历史版本数 1

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