gws-gmail

gws-gmail business diagnostic assistant

Quick Start

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Overview

The business diagnostic 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 call after clarifying business goals, content materials, or analysis targets. It combines inputs such as Gmail email threads, pasted email bodies, thread summaries, sender/recipient clues, timelines, attachment summaries, or history... to organize key context, and outputs summaries, diagnostic conclusions, action recommendations, and reusable deliverables for continued execution, review, or delivery.

When to Use

Applicable Scenarios

• Users ask questions such as "how should this be done" and need 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 diagnostic assistant
• The user has already prepared email follow-up goals (for example, summarizing threads, preparing replies, identifying commitments, escalating risks, or creating follow-up plans.), email targets (for example, customers, suppliers, candidates, partners, internal teams, or managers.), and email link descriptions (fill in Gmail threads or related document links, and add visible content summaries; the system will not automatically open links.), and hopes to organize them into executable analysis or optimization results
• Users need to turn materials related to the business diagnostic assistant into clear conclusions, priorities, and next steps

How to Call

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

Command Example

Basic Call

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

Call with Common Parameters

python3 scripts/run.py --params '{"goal":"邮件跟进目标"}'

Parameter Description

Parameter	Type	Required	Default	Description
goal	string	No	-	For example, summarizing threads, preparing replies, identifying commitments, escalating risks, or creating follow-up plans
audience	string	No	-	For example, customers, suppliers, candidates, partners, internal teams, or managers
materialUrl	string	No	-	Fill in Gmail threads or related document links, and add visible content summaries; the system will not automatically open links; a complete accessible URL must be provided
reviewDepth	string	No	标准诊断	Choose quick summary, standard reply preparation, or in-depth risk review; optional values:快速体检、标准诊断、深度改稿
materialFile	string	No	-	Upload email exports, eml text, pdf, screenshot OCR text, attachment summaries, or related background materials
materialText	string	No	-	Paste email bodies, thread summaries, sender/recipient clues, timelines, attachment summaries, or historical replies
targetPlatform	string	No	-	Explain whether it is used for Gmail replies, customer follow-ups, internal syncs, escalation handling, or legal or financial confirmation
brandRequirements	string	No	-	Add brand tone, forms of address, signature style, compliance boundaries, confidentiality requirements, or external communication standards

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

Parameter Value Reference

This skill has no category 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":"邮件跟进目标"}'

Equivalent --params JSON：

{
  "goal": "邮件跟进目标"
}

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 around the user's goals that can be directly read, reviewed, or delivered.
• Interpretation of input materials: combined with the email follow-up goal (for example, summarizing a thread, preparing a reply, identifying commitments, escalating risks, or formulating a follow-up plan.), the email recipient (for example, a customer, supplier, candidate, partner, internal team, or manager.), and the email link description (fill in the Gmail thread or related document link, and add a summary of the visible content; the system will not automatically open the link.) to extract key context and the basis for judgment.
• 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 questions 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 there is little input material, 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