gws-sheets

gws-sheets Business Diagnosis Assistant

Quick Start

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Overview

The business diagnosis assistant is used to answer "how should this be done," office collaboration, meeting minutes, and task breakdown. It is suitable for operations, product, technical, and sales to invoke after clarifying business goals, content materials, or analysis targets. It will combine inputs such as Google Sheets data, pasted Sheets headers, sample rows, formula descriptions, data dictionaries, comment summaries, or questions... to organize key context, and output summaries, diagnostic conclusions, action recommendations, and reusable deliverables for continued execution, review, or delivery.

When to Use

Applicable Scenarios

• Users raise questions such as "how should this be done," needing to quickly break down goals, determine priorities, and form executable results
• Operations, product, technical, and sales need to generate summaries, diagnostic conclusions, action recommendations, and reusable deliverables around the business diagnosis assistant
• Users have already prepared the spreadsheet review goal (for example, identifying field issues, checking formula risks, preparing data cleaning, generating handover notes, or outputting analysis recommendations.), spreadsheet users (for example, data owners, operations, finance, sales, managers, analysts, or external collaborators.), Sheets link description (fill in the Google Sheets or related data document link, and add a summary of visible content; the system will not...), and hope to organize it into executable analysis or optimization results
• Users need to convert business diagnosis assistant-related materials into clear conclusions, priorities, and next steps

How to Invoke

Call the AI Skills API directly through the exported Python runner:

Command Examples

Basic Call

python3 scripts/run.py --params '{}'

Call with Common Parameters

python3 scripts/run.py --params '{"goal":"表格审查目标"}'

Parameter Description

Parameter	Type	Required	Default	Description
goal	string	No	-	For example, identifying field issues, checking formula risks, preparing data cleaning, generating handover notes, or outputting analysis recommendations
audience	string	No	-	For example, data owners, operations, finance, sales, managers, analysts, or external collaborators
materialUrl	string	No	-	Fill in the Google Sheets or related data document link, and add a summary of visible content; the system will not automatically open the link; a complete accessible URL must be provided
reviewDepth	string	No	标准诊断	Choose quick check, standard review, or deep data diagnosis; optional values:快速体检、标准诊断、深度改稿
materialFile	string	No	-	Upload Sheets exports, xlsx, csv, tsv, screenshot OCR text, data dictionaries, or analysis notes
materialText	string	No	-	Paste Sheets headers, sample rows, formula descriptions, data dictionaries, comment summaries, or problem descriptions
targetPlatform	string	No	-	Explain whether it is used for Google Sheets cleanup, data handover, weekly report analysis, operations dashboard, or financial review
brandRequirements	string	No	-	Add field naming conventions, metric definitions, confidentiality requirements, format specifications, data masking requirements, or reporting definitions

See the complete machine-readable parameter structure in references/form-schema.json。

Parameter Value Reference

This skill has no classification parameters that require additional lookup.

Supported Input Formats

This skill directly accepts JSON parameters; if the parameters contain a link field, please pass a complete, accessible URL.

Example Request

The example parameters below can be passed directly to scripts/run.py, and the runner will send them to the AI Skills API.

python3 scripts/run.py --params '{"goal":"表格审查目标"}'

Equivalent --params JSON：

{
  "goal": "表格审查目标"
}

Example Return Result

{
  "success": true,
  "data": {
    "message": "示例结果请以技能真实返回结构为准。"
  },
  "meta": {
    "executionTime": 842,
    "cached": false
  }
}

Deliverables

• Summary, diagnostic conclusions, action recommendations, and reusable deliverables: organize the core results that can be directly read, reviewed, or delivered around the user's goals.
• Interpretation of input materials: combined with the spreadsheet review goals (for example, identifying field issues, checking formula risks, preparing data cleaning, generating handover notes, or outputting analysis recommendations.), spreadsheet users (for example, data owners, operations, finance, sales, managers, analysts, or external collaborators.), and Google Sheets link description (fill in the Google Sheets or related data document link, and add a summary of the visible content; the system will not...) to extract key context and judgment basis.
• Next steps: provide priorities, execution recommendations, or a content framework that can be further processed.

Suggestions for Using the Results

• First determine whether the output answers the user's core question about the "Business Diagnostic Assistant".
• Then check whether the results cover the summary, diagnostic conclusions, action recommendations, and reusable deliverables, and whether clear next steps are given.
• If the input materials are insufficient, it is recommended to have the user supplement the goals, audience, constraints, or original materials before running.

Preparation Before Running

• AISKILLS_BASE_URL: Default https://ai-skills.ai
• AISKILLS_API_KEY: Required, used for authenticated calls
• AISKILLS_TENANT_ID: Default default