## Description: <br>
观远 BI · 马甲实战版 helps agents operate Guandata BI by routing standard BI work to the official Guandata CLI family and providing playbooks for ETL governance, custom chart troubleshooting, dashboard publishing, SuperApp workflows, 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, data engineers, and BI operators use this skill to guide Guandata BI maintenance, ETL governance, dashboard customization, publishing workflows, and business metric work while relying on the official Guandata CLI profile for access. <br>

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

## Known Risks and Mitigations: <br>
Risk: The skill can guide create, change, run, and delete operations in a Guandata BI environment. <br>
Mitigation: Review raw API and DELETE actions carefully before confirming, and require explicit user direction before destructive BI changes. <br>
Risk: Agent actions rely on the active Guandata CLI profile and can affect whichever BI instance that profile targets. <br>
Mitigation: Keep the Guandata CLI profile scoped to the intended BI instance and verify the active profile before operational work. <br>
Risk: Generated BI payloads, SQL, dashboard code, or configuration may be incorrect for a specific tenant or data model. <br>
Mitigation: Validate generated artifacts with dry-run, lint, preview, or screenshot workflows before publishing or running them against production data. <br>


## Reference(s): <br>
- [ClawHub skill page](https://clawhub.ai/maojiebc/skills/guanyuan-majia) <br>
- [Project homepage](https://github.com/maojiebc/majia-guanyuan) <br>
- [Security policy](SECURITY.md) <br>
- [Attributions](ATTRIBUTIONS.md) <br>
- [ETL payload and write workflow](references/part-b-payload.md) <br>
- [ETL engine error playbook](references/part-b-errors.md) <br>
- [SmartETL full-chain rewrite methodology](references/part-b17-fullchain-rewrite.md) <br>
- [HTML application dashboard methodology](references/part-c-html-dashboard.md) <br>
- [V7 page and card publish pipeline](references/v7-page-card-publish-pipeline.md) <br>
- [SuperApp open-app development pipeline](references/part-e-superapp-pipeline.md) <br>
- [AI-native ADS design methodology](references/ai-native-ads-design.md) <br>
- [Restaurant BI formula library](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 inline shell commands, code snippets, JSON configuration, and file references] <br>
**Output Parameters:** [1D] <br>
**Other Properties Related to Output:** [May propose or generate BI API payloads, SQL, dashboard HTML/CSS/JS, and local transformation steps; actions require a user-scoped Guandata CLI profile.] <br>

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