A sophisticated dual-route search engine for AI agents that intelligently navigates Chinese and international web landscapes.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install chanai-search-workflow
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install chanai-search-workflow using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Chanai Search Workflow?
Chanai Search Workflow is a robust framework designed for Openclaw Skills to handle complex external information retrieval. It serves as a specialized alternative to local memory recall, focusing exclusively on public-web data including news, travel, e-commerce, and technical documentation. By classifying user intent and detecting dynamic real-time topics, the skill ensures that AI agents provide the most relevant and reliable information available.
The system distinguishes itself by using a tiered routing strategy. It identifies whether a query requires a domestic-first approach for Chinese-specific content or a global-first approach for technical or international research. This ensures high precision in results while maintaining a fallback mechanism to prevent dead ends during the search process.
Chanai Search Workflow Use Cases
- Searching for real-time travel data like flights, hotel availability, and ticket pricing.
- Researching technical documentation, GitHub repositories, and developer tutorials.
- Monitoring Chinese consumer trends, local e-commerce prices, and community posts.
- Gathering multi-perspective insights using the mixed global and domestic routing mode.
- Verifying news and public-web information with reliability scoring.
How Chanai Search Workflow Works
- The workflow initiates via the run_search_workflow script to analyze the query intent and subtype.
- It assigns a search route based on the content: domestic-first, global-first, or mixed.
- The system generates starter URLs and prioritizes human-usable official sites over aggregators.
- If primary sources are blocked or yield weak results, it triggers a fallback strategy using alternative engines.
- Collected evidence is processed through a scoring script to determine data reliability.
- A final search report is generated using standardized templates to deliver a clear, structured response.
Chanai Search Workflow Setup
To integrate this skill into your Openclaw Skills environment, ensure you have the necessary Python environment configured. Use the following commands to get started:
# Navigate to the skill directory and run the entrypoint script
python3 scripts/run_search_workflow.py "your search query"
# For specific routing like Chinese flight information
python3 scripts/run_search_workflow.py "上海直飞赤峰航班价格"
Chanai Search Workflow Data Schema & Taxonomy
The skill utilizes a structured reference system to manage its logic and taxonomy:
| Directory | File Name | Description |
|---|---|---|
scripts/ |
query_router.py |
Handles initial intent and route classification. |
references/ |
priorities.md |
Defines source hierarchy based on specific search scenarios. |
references/ |
fallbacks.md |
Logic for switching search engines when primary routes fail. |
references/ |
reliability-scoring.md |
Rubric for evaluating the quality of retrieved data. |
references/ |
reporting-template.md |
Standardized formats for final information delivery. |
Chanai Search Workflow Advanced Features
- Dynamic Guard: Automatically detects high-volatility topics like inventory or stock prices to warn users of preliminary data.
- Intelligent Routing: Swaps between domestic-first for local Chinese context and global-first for international research.
- Automated Reliability Scoring: Built-in scripts to quantify the trustworthiness of web sources.
- Multi-Source Synthesis: Merges findings from disparate domains (e.g., e-commerce and social community posts) into a unified report.
- Direct-Site Entry: Uses templates to jump directly to official search interfaces, bypassing middle-man aggregators.
SKILL.md
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