## Description: <br>
Guandata BI agent skill that routes standard BI query, card, ETL, workflow, and dataset work to the official Guandata CLI family while providing battle-tested guidance for ETL governance, engine errors, custom chart injection, v7 publishing workflows, SuperApp reverse engineering, AI-native ADS design, and restaurant BI formulas. <br>

This skill is ready for commercial/non-commercial use. <br>

## Publisher: <br>
[maojiebc](https://clawhub.ai/user/maojiebc) <br>

### License/Terms of Use: <br>
MIT <br>


## Use Case: <br>
Developers, BI operators, and analytics teams use this skill to guide an agent through Guandata BI work that extends beyond standard CLI commands, including ETL governance, dashboard publishing diagnostics, custom chart work, SuperApp workflows, and business-metric formula design. <br>

### Deployment Geography for Use: <br>
Global <br>

## Known Risks and Mitigations: <br>
Risk: The skill can guide agents through Guandata BI write, publish, and delete workflows. <br>
Mitigation: Use a least-privileged BI account and require explicit review before any publish, write, or delete operation. <br>
Risk: Generated BI plans or SQL may produce incorrect metrics, dashboard behavior, or ETL changes if applied without review. <br>
Mitigation: Validate proposed commands, SQL, payloads, and dashboard changes against a safe environment or preview before applying them to production assets. <br>


## Reference(s): <br>
- [ClawHub skill page](https://clawhub.ai/maojiebc/skills/guanyuan-majia) <br>
- [Project homepage](https://github.com/maojiebc/majia-guanyuan) <br>
- [README.en.md](README.en.md) <br>
- [Security policy](SECURITY.md) <br>
- [B-17 full-chain rewrite methodology](references/part-b17-fullchain-rewrite.md) <br>
- [HTML dashboard playbook](references/part-c-html-dashboard.md) <br>
- [SuperApp pipeline](references/part-e-superapp-pipeline.md) <br>
- [AI-native ADS design](references/ai-native-ads-design.md) <br>
- [Restaurant BI formulas](references/restaurant-bi-formulas/README.md) <br>


## Skill Output: <br>
**Output Type(s):** [guidance, markdown, code, shell commands, configuration] <br>
**Output Format:** [Markdown guidance with command examples, code snippets, SQL patterns, JSON payload guidance, and configuration notes] <br>
**Output Parameters:** [1D] <br>
**Other Properties Related to Output:** [May guide agents toward Guandata CLI operations and BI write plans that should be reviewed before execution.] <br>

## Skill Version(s): <br>
3.1.5 (source: release evidence, package.json, manifest.json, SKILL.md metadata) <br>

## Ethical Considerations: <br>
Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment. <br>
