ai-csv-excel-merger

ai-csv-excel-merger data organization assistant

Quick Start

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Overview

The data organization assistant is used to answer "what are the key points of this material," data organization, data cleaning, and action items, and is suitable for operations, product, sales, and software to call after clarifying business goals, content materials, or analysis targets. It will combine inputs such as documents, spreadsheets or records, pasted documents, spreadsheets, meeting notes, customer feedback, comment text, or materials to be organized, organize key context, and output a merge plan, field conflict list, and processing result explanation, making it easy to continue execution, review, or delivery. Capability positioning supplement: spreadsheet processing is a high-frequency office task and is suitable for delivery as an artifact.

When to Use

Applicable Scenarios

• The user asks questions such as "what are the key points of this material" and needs to quickly break down goals, identify priorities, and form executable results
• Operations, product, sales, and software need to generate a merge plan, field conflict list, and processing result explanation around the data organization assistant
• The user has already prepared the organization goal (explaining the desired structured summary, cleaning rules, action items, gap reminders, or delivery purpose), intended users (explaining the audience, team, role, or business scenario the organization results should serve), and material links (filling in publicly accessible documents, spreadsheets, pages, or material links; for restricted content, please upload or paste instead), and hopes to organize them into executable analysis or optimization results
• The user needs to turn data organization assistant-related materials into clear conclusions, priorities, and next steps

How to Call

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":"整理目标"}'

Parameter Description

Parameter	Type	Required	Default	Description
goal	string	No	-	Explain the desired structured summary, cleaning rules, action items, gap reminders, or delivery purpose
audience	string	No	-	Explain the audience, team, role, or business scenario the organization results should serve
materialUrl	string	No	-	Fill in publicly accessible documents, spreadsheets, pages, or material links; for restricted content, please upload or paste instead; a complete accessible URL is required
materialFile	string	No	-	Upload documents, spreadsheets, meeting minutes, customer materials, or comment data files
materialText	string	No	-	Paste documents, spreadsheets, meeting notes, customer feedback, comment text, or materials to be organized
brandRequirements	string	No	-	Supplement field definitions, time range, format requirements, immutable facts, sensitive information handling, or manual review priorities

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

Parameter Value Reference

This skill currently has no category parameters that require additional lookup.

Supported Input Formats

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

Example Request

The following example parameters 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":"整理目标"}'

Equivalent --params JSON：

{
  "goal": "整理目标"
}

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

• Merge plan, field conflict list, and processing result description: organize the core results around the user's goal that can be directly read, reviewed, or delivered.
• Interpretation of input materials: combine the organizing goal (explain the desired structured summary, cleanup rules, action items, gap reminders, or delivery purpose.), intended users (explain the audience, team, role, or business scenario the organized results should serve.), and material links (provide publicly accessible document, spreadsheet, page, or material links; for restricted content, please upload or paste instead.) to extract key context and judgment basis.
• Next steps: provide priorities, execution suggestions, 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 "Material Organization Assistant".
• Then check whether the results cover the merge plan, field conflict list, and processing result description, and whether clear next steps are given.
• If there is little input material, it is recommended to have the user supplement the goal, 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