Preface

In periodic business analysis for marketing or business units, a common practice is: first extract figures from various reports, then write conclusions by sections according to a template, and finally add a set of recommendations for management. Aligning data definitions and unifying writing style are tasks that require fresh effort each time. The Skill introduced below is the “Business Analysis Report Generator” on SkillHub, which takes on the organizational work between “inputting business data or business background” and “producing a structured business analysis report” by letting the model follow a fixed skeleton.

What This Is

The “Business Analysis Report Generator” is a community Skill based on the general SKILL.md format, with coordinates @user_af163eaa/biz-report-generator, version 1.0.0, category business-ops, publisher user_af163eaa, and source marked as community.

It addresses the problem of: given business data or business background, producing a report according to fixed sections, instead of building the structure from scratch every time. It also constrains the writing style to a low-key, objective, data-rigorous, formal written style for management, avoiding exaggerated expressions in the report.

Core Features

According to the official page description, the reports generated by this Skill cover the following five parts:

  1. Overall performance
  2. Breakdown by business segment
  3. Costs and profit
  4. Problem diagnosis
  5. Actionable recommendations

On the input side, only two types of materials are required: business data or business background. You do not need to map fields to a fixed schema beforehand. On the configuration side, the page tag is requires_api_key=false, indicating it does not depend on a separate API key.

Installation and Activation

The page fetched this time did not return installation commands, nor did it provide differences among Cursor, Codex CLI, and Claude Code. Therefore, no unverified installation steps are provided here.

Confirmed information is as follows:

Coordinates: @user_af163eaa/biz-report-generator
Version: 1.0.0
Source: community
Category: business-ops
Tag: requires_api_key=false

Activation is understood via the general SKILL.md mechanism: after installing the Skill into the Skill directory that the Agent can read, call it by name within a session, and provide business data or business background as input. For specific installation commands, please refer to the content displayed on the SkillHub page at that time.

Typical Usage

The official introduction does not include a complete sample. Below is a call format constructed according to its input requirements to illustrate how data can be provided; this does not represent an official example.

Skill: Business Analysis Report Generator

Input:
- Period: 2026 Q3
- Overall: revenue, gross margin, expenses, YoY and MoM
- By segment: revenue and contribution share for each business segment
- Costs and profit: major cost items and changes in profit margin
- Notes: business background and key actions for the period

The output is organized into five sections: overall performance, breakdown by business segment, costs and profit, problem diagnosis, and actionable recommendations. For missing data, the report should explicitly state the absence rather than fill in with inferred values; this needs to be manually verified after generation.

Applicable Scenarios and Notes

It is suitable for periodic business analysis scenarios in marketing or business units, especially when scattered data needs to be organized into written materials with a unified format and style.

A few points to note:

  1. The publisher is a community account, with the source marked community. It is recommended to review the output definitions yourself before use.
  2. The page shows a rating of 100000, 1140 downloads, and 0 installs. Zero installs means there is no real usage feedback; effectiveness needs to be verified by yourself.
  3. It only generates the report structure and does not replace data extraction or definition alignment. Data accuracy is still guaranteed by the input side.
  4. Materials for management involve sensitive business data. Be careful not to input complete data in untrusted environments.

Closing

The value of this Skill lies in fixing the report skeleton, reducing the cost of building the structure from scratch in business analysis, and simultaneously bringing the writing style to a formal level acceptable to management. It does not handle data extraction, nor does it guarantee the correctness of conclusions; its positioning is the organization and drafting stage.

Official page: https://www.skillhub.cn/skills/user_af163eaa/biz-report-generator
API endpoint: https://api.skillhub.cn/user_af163eaa/biz-report-generator