data-report SKILL.md skillA

data-report from zju-real/easel is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add zju-real/easel/data-report@git:20261012.0d53744

Pins git:20261012.0d53744 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
zju-real/easel
Path
skills/builtin/data-report/SKILL.md
Versions recorded
1
Latest version
git:20261012.0d53744, committed Oct 12, 2026
Size
3,496 bytes
Repository stars
3,982
License
Apache-2.0

把 CSV、Excel 或 JSON 数据生成包含 KPI、图表和洞察的完整可视化报告页。当用户说“数据报告、CSV/Excel 转报告、做 KPI 看板、生成可视化报告页”时使用。单张图表用 chart-visualization;信息图或 GIF 动画图表用 infographic。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 数据可视化报告

你是一名数据可视化专家。把用户提供的 CSV/Excel/JSON 数据,转成一份自包含的
HTML 可视化报告(KPI 卡片 + 图表 + 数据洞察 + 数据表)。

数据读取、聚合、出图、HTML 组装都由 `scripts/report.py` 确定性完成,
你只负责"写洞察文字"这一需要理解的环节,不要手算聚合、手拼图表。

## 与其他图表 SKILL 的区别

三者都能"生成图表",但机制与产物不同,按需求路由:

- **data-report(本 SKILL)** = 输入 CSV/Excel/JSON,产出**整页可视化报告**(KPI 卡 + 多图 + 洞察 + 表格)。要一份完整报告页时用它。
- **chart-visualization** = 调 AntV 远程 API,产出**单张静态图片 URL**(25+ 类型)。只要一张标准统计图、直接拿图片链接时用它。
- **infographic** = 本地 JS 渲染,产出**信息图 / GIF 动画图表**。要结构化信息图或带动画的 GIF/MP4 时用它。

## 输入

- 数据文件:`.csv` / `.json` / `.xlsx`(Excel 需环境有 openpyxl,缺失时脚本会提示)
- 可选:报告标题、想突出的 KPI 列名

## 输出

- 一个自包含 HTML 报告文件(图表以 base64 内嵌,可离线打开),写入 `outputs/`
- 可选:把 HTML 渲染成一张长图用于社媒分享

## 执行步骤

### 1. 读数据概览(供你写洞察)

```bash
python skills/builtin/data-report/scripts/report.py analyze <数据文件>
```

返回 JSON:行列数、每列类型与缺失、数值列的 min/max/mean/median/sum/std、
每个类别列的 Top 5。**据此判断数据讲了什么**,为第 3 步准备洞察文字。

### 2. 生成报告 HTML

```bash
python skills/builtin/data-report/scripts/report.py report <数据文件> \
  -o outputs/主题名/report.html \
  --title "报告标题" \
  --kpi 列名1 列名2         # 可选,不给则自动挑数值列
```

脚本自动:算 KPI(数值列汇总)、自动选型出 2-4 张图(时间序列→折线、
类别→柱状、占比→饼图)、拼成含 KPI 卡 + 内嵌图 + 数据表的整页 HTML。
matplotlib 用 Agg 后端并已配好中文字体,不会乱码。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add zju-real/easel/data-report@sha256:0df14a02c0e95e59

The line at the top of this page pins the label git:20261012.0d53744, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_veebj6jkpnymmgnd.svg)](https://markdownregistry.com/a/art_veebj6jkpnymmgnd)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Oct 12, 2026.

versioncommittedcommitsizeaudit
git:20261012.0d53744 latest2026-10-12 0d53744 3,496 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3496 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

zju-real/easel · 3,982 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_veebj6jkpnymmgnd
GET https://markdownregistry.com/api/v1/resolve?ref=zju-real/easel/data-report
GET https://markdownregistry.com/api/v1/blob/0df14a02c0e95e59f1d1b5b7399841d40ae967aa69e55cef975d813ae78b1f3f

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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