Agent skill

Multi Sheet Reading And Analysis

by MichaelYang-lyx in MichaelYang-lyx/AIDABench

用于读取多工作表Excel文件,动态评估数据量以启用Parquet大文件优化,并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。

No licenceAuto-check passedDocuments & Office

Install Multi Sheet Reading And Analysis

skills CLI
$ npx skills add MichaelYang-lyx/AIDABench --skill multi-sheet-reading-and-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install MichaelYang-lyx/AIDABench multi-sheet-reading-and-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sn-da-excel-workflow/capability/excel-reading/multi-sheet-reading .claude/skills/multi-sheet-reading-and-analysis && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
multi-sheet-reading-and-analysis
GitHub stars
111
Used in
1 other repo
Token cost
~1.1k tokens
SKILL.md length
8 words
Files
1
Skills in repo
39
Repo updated
First seen
Licence
None found

At a glance

用于读取多工作表Excel文件,动态评估数据量以启用Parquet大文件优化,并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。

  • Tasks that involve Excel spreadsheets
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve DataFrames

What it does

Multi Sheet Reading And Analysis is an agent skill from MichaelYang-lyx/AIDABench. 用于读取多工作表Excel文件,动态评估数据量以启用Parquet大文件优化,并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Documents & Office, covering Excel spreadsheets and DataFrames. It works with Microsoft Excel. The repository describes itself as: Code for paper AIDABench: AI Data Analytics Benchmark.

When your agent uses it

  • Tasks that involve Excel spreadsheets
  • Tasks that involve DataFrames

Example prompts

  • “/multi-sheet-reading-and-analysis”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 6dd4206. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Multi Sheet Reading And Analysis loads about 1.1k tokens when it runs. Until then it costs about 26 tokens; SKILL.md has 8 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~26
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 8 words (~1,100 tokens).

name
multi-sheet-reading-and-analysis

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/sn-da-excel-workflow/capability/excel-reading/multi-sheet-reading of MichaelYang-lyx/AIDABench.

Open the folder on GitHubat commit 6dd4206

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in MichaelYang-lyx/AIDABench, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Multi Sheet Reading And Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Multi Sheet Reading And Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Multi Sheet Reading And Analysis this skillMichaelYang-lyx/AIDABench1111 repos~1.1kAutomated safety check: PassNone
Convert Fileduckdb/duckdb-skills6041 repos~720Automated safety check: NotesMIT
Excel ParserHarryoung/efka104—~2.3kAutomated safety check: PassApache-2.0
Add Dataset FormatFabioYanezRomero/Knowledge-Graph-Builder103—~1.9kAutomated safety check: PassMIT
Generate CodebookAperivue/medsci-skills331—~1.1kAutomated safety check: PassMIT
Tabular Cleanupgaasher/Agent-Loop-Skills174—~4kAutomated safety check: PassMIT

Similar skills

  • Convert File

    duckdb/duckdb-skills

    Official

    Convert any data file to another format: CSV, Parquet, JSON, Excel, GeoJSON, and more.

    604 GitHub starsUsed in 1 repo~720 tokens
    Documents & OfficeAuto-check: notes
  • Excel Parser

    Harryoung/efka

    Smart Excel/CSV file parsing with intelligent routing based on file complexity analysis.

    104 GitHub stars~2.3k tokensUpdated 6 mo ago
    Documents & OfficeAuto-check passed
  • Add Dataset Format

    FabioYanezRomero/Knowledge-Graph-Builder

    Adds a new input format loader (e.g., Parquet, Excel) to the IO readers module.

    103 GitHub stars~1.9k tokensUpdated 1 mo ago
    Documents & OfficeAuto-check passed
  • Generate Codebook

    Aperivue/medsci-skills

    A skill your agent uses when a tabular dataset (CSV, Excel, Parquet, Stata, SAS) needs a data dictionary.

    331 GitHub stars~1.1k tokensUpdated 4 days ago
    Documents & OfficeAuto-check passed
  • Tabular Cleanup

    gaasher/Agent-Loop-Skills

    A skill your agent uses when the user has a messy tabular data dump (CSV/TSV/parquet/Excel/JSON) and wants it iteratively cleaned to an inferred data contract — a checklist of deterministic…

    174 GitHub stars~4k tokensUpdated 3 mo ago
    Documents & OfficeAuto-check passed
  • Matlab Import Export Data

    matlab/matlab-agentic-toolkit

    Read or write data files in MATLAB. An agent skill from matlab/matlab-agentic-toolkit.

    1.1k GitHub stars~3.6k tokensUpdated yesterday
    Documents & OfficeAuto-check passed

More from MichaelYang-lyx/AIDABench

All 39 skills in this repo
  • Sn Da Image Caption

    MichaelYang-lyx/AIDABench

    图片理解与数据提取 skill。当图片文件(.png/.jpg/.jpeg/.gif/.webp/.bmp)是主要输入且用户需要理解、提取数据或分析图片内容时使用。提供预配置的 caption 脚本(scripts/caption.py),通过 vision 模型将图片转为文本描述,无需额外配置 API Key。覆盖:(1) 通过 scripts/caption.py…

    111 GitHub starsUsed in 1 repo~2k tokens
    Auto-check passed
  • 对Excel数据进行自定义分类统计、交叉分析与可视化,并基于多维度指标(如文本长度、术语密度、正则匹配等)进行综合评分与分级,适用于多类别数据分布统计及文本内容难度/质量评估场景。

    111 GitHub starsUsed in 1 repo~1.6k tokens
    Auto-check passed
  • Excel Bar Chart Visualization

    MichaelYang-lyx/AIDABench

    读取多工作表Excel文件,自动处理合并单元格与数据清洗,进行交叉分组统计并生成带总计行的结果表,最后绘制支持中英文字体的美化柱状图,适用于多维度数据汇总与可视化分析。

    111 GitHub starsUsed in 1 repo~991 tokens
    Auto-check passed
  • 执行全面的异常值检测与数据质量评估,利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征,适用于非正态分布数据的预处理阶段。

    111 GitHub starsUsed in 1 repo~1k tokens
    Auto-check passed
  • Sn Da Excel Workflow

    MichaelYang-lyx/AIDABench

    Excel 数据分析多步编排器。覆盖:(1) 读取多 Sheet Excel 文件并统计行数,(2) 大文件检测(≥10k 行自动 Parquet 优化),(3) 数据清洗(缺失值、文本标准化、无效字符),(4) 条件筛选与分类提取,(5) 跨 Sheet 统计聚合,(6) 导出 Excel/CSV 并提供下载链接。覆盖从数据读取到报告生成全流程,按步骤编排 capability 子…

    111 GitHub starsUsed in 1 repo~2.5k tokens
    Auto-check passed
  • Sn Da Large File Analysis

    MichaelYang-lyx/AIDABench

    万行以上 Excel 数据集的高性能分析引擎。提供 openpyxl readonly 流式读取(iterrows 支持 10 万行以上)、Parquet 转换加速、内存优化、分块处理和大文件写入模式。遇到以下任一情况就主动使用本 skill:①数据行数 ≥ 10k(由 sn-da-excel-workflow 的行数评估步骤触发);②用户出现触发词:大文件 / 大数据量 / 性能优化 /…

    111 GitHub starsUsed in 1 repo~3.1k tokens
    Auto-check passed

Works with

Questions about Multi Sheet Reading And Analysis

What does Multi Sheet Reading And Analysis do?

用于读取多工作表Excel文件,动态评估数据量以启用Parquet大文件优化,并执行正则清洗、分类汇总、线性拟合及生成带格式的图表与结果文件。. Multi Sheet Reading And Analysis is an agent skill from MichaelYang-lyx/AIDABench.

When should I use Multi Sheet Reading And Analysis?

Multi Sheet Reading And Analysis fits situations like: tasks that involve Excel spreadsheets; tasks that involve DataFrames.

How do I install Multi Sheet Reading And Analysis in Claude Code?

Run `npx skills add MichaelYang-lyx/AIDABench --skill multi-sheet-reading-and-analysis -a claude-code`. Or copy the skill folder (skills/sn-da-excel-workflow/capability/excel-reading/multi-sheet-reading in MichaelYang-lyx/AIDABench) into .claude/skills/multi-sheet-reading-and-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Multi Sheet Reading And Analysis in Codex?

Run `npx skills add MichaelYang-lyx/AIDABench --skill multi-sheet-reading-and-analysis -a codex`. Or copy the skill folder (skills/sn-da-excel-workflow/capability/excel-reading/multi-sheet-reading in MichaelYang-lyx/AIDABench) into .agents/skills/multi-sheet-reading-and-analysis in your project. Codex loads it when a task matches its description.

Can I use Multi Sheet Reading And Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add MichaelYang-lyx/AIDABench --skill multi-sheet-reading-and-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/multi-sheet-reading-and-analysis, .gemini/skills/multi-sheet-reading-and-analysis, .github/skills/multi-sheet-reading-and-analysis and .opencode/skills/multi-sheet-reading-and-analysis in your project.

What does Multi Sheet Reading And Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Multi Sheet Reading And Analysis is instructions for the agent only. Our summary lists: Python 3.

Does Multi Sheet Reading And Analysis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Multi Sheet Reading And Analysis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Multi Sheet Reading And Analysis use?

No licence was found for Multi Sheet Reading And Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Multi Sheet Reading And Analysis use?

About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Multi Sheet Reading And Analysis?

Skills that share tags, products or a category with Multi Sheet Reading And Analysis: Convert File (duckdb/duckdb-skills, 604 stars), Excel Parser (Harryoung/efka, 104 stars), Add Dataset Format (FabioYanezRomero/Knowledge-Graph-Builder, 103 stars) and Generate Codebook (Aperivue/medsci-skills, 331 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Multi Sheet Reading And Analysis?

MichaelYang-lyx (a GitHub user) maintains it in MichaelYang-lyx/AIDABench, which has 111 GitHub stars. The repository holds 39 skills in this directory. The repository was last updated on September 28, 2026.

Source: MichaelYang-lyx/AIDABench on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.