smithery.ai

csv-summarizer

CSV 数据自动分析与洞察生成工?

First seen Apr 21, 2026

Installation

$ npx skills add https://smithery.ai

View on skills.sh ↗ Website ↗

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Also in this package

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npx skills add https://smithery.ai

smithery-ai-cli 7.8K frontend-design 6.2K skill-creator 2.5K ck:ui-ux-pro-max 1.3K pdf 1.2K xlsx 966 pptx 894 docx 884 webapp-testing 1 web-design-reviewer 657

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Declared

Cursor Not declared

Codex Not declared

GitHub Copilot Not declared

Windsurf Not declared

Gemini CLI Not declared

Cline Not declared

OpenCode Not declared

Skill metadata

Parsed from SKILL.md frontmatter.

Version1.0.0

LicenseApache-2.0

Declared agents claude-code

Package contents

Files included with this skill beyond the listing page.

skill md SKILL.md 3,029 B
docs SUMMARY.md 65 B

History

Apr 21, 2026 First seen on skills.sh
Sep 9, 2026 First recorded snapshot · 1 installs

SKILL.md

CSV Data Summarizer

来源: ComposioHQ/awesome-claude-skills
适配: LiYe OS 三层架构

自动分析 CSV 文件并生成综合洞察报告，无需用户手动提示即可识别数据模式并创建可视化。

When to Use This Skill

当 Claude 需要分析 CSV 数据时：

自动生成数据摘要和统计
识别数据中的模式和趋势
检测异常值
创建数据可视化
生成分析报告

Core Capabilities

1. 自动数据摘要

数据类型识别
缺失值检测
数据质量评估
基础统计量计算

2. 统计分析

均值、中位数、标准差
分位数分布
相关性分析
分组统计

3. 异常值检测

基于统计方法的异常识别
离群点标记
数据质量警告

4. 趋势识别

时间序列分析
增长/下降趋势
周期性模式识别
预测建议

5. 自动可视化

分布直方图
趋势折线图
相关性热力图
分类对比图

Usage Examples

示例 1: 销售数据分析

用户: 分析这个销售数据 CSV
Claude: [使用 csv-summarizer 自动生成销售趋势、Top 产品、异常订单等洞察]

示例 2: 关键词性能分析

用户: 帮我分析这份关键词报表的性能
Claude: [使用 csv-summarizer 计算各关键词的 CTR、转化率，标记异常值]

示例 3: 用户行为分析

用户: 从这个用户数据中找出有价值的洞察
Claude: [使用 csv-summarizer 生成用户分群、行为模式、留存分析]

Dependencies

Python: pandas, matplotlib, seaborn, scipy
或 Node.js: csv-parse, chart.js

LiYe OS Integration

业务域引用

此技能被以下业务域引用：

07DataScience: 通用数据分析（主域）
02OperationIntelligence: Amazon 运营报表分析

三层架构位置

物理层 (本文件): Skills/00CoreUtilities/data-analysis/csv-summarizer/
逻辑层索引: Skills/{domain}/index.yaml
L3 指令层: .claude/skills/{domain}/csv-summarizer/

Created: 2025-12-28 | Adapted for LiYe OS

npx skills add https://smithery.ai