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…
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…
Install Sn Da Image Caption
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-caption --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sn-da-image-caption .claude/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.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/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .claude/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-captionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-caption --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/sn-da-image-caption .agents/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .agents/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-caption --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/sn-da-image-caption .cursor/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .cursor/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/MichaelYang-lyx/AIDABench.git --path skills/sn-da-image-caption--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-caption --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/sn-da-image-caption .gemini/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .gemini/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-captionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/sn-da-image-caption .github/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .github/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install MichaelYang-lyx/AIDABench sn-da-image-caption --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/MichaelYang-lyx/AIDABench.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/sn-da-image-caption .opencode/skills/sn-da-image-caption && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "sn-da-image-caption" agent skill from https://github.com/MichaelYang-lyx/AIDABench/tree/main/skills/sn-da-image-caption into .opencode/skills/sn-da-image-caption/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sn-da-image-caption", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
sn-da-image-caption- GitHub stars
- 111
- Used in
- 1 other repo
- Token cost
- ~2k tokens
- SKILL.md length
- 310 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 39
- Repo updated
- First seen
- Licence
- None found
At a glance
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…
- Works in 3 steps: Run scripts/caption.py to get a text… → Parse the description into structured… → Analyze, visualize, or export
- Tasks that involve Excel spreadsheets
- SKILL.md covers Overview, scripts/caption.py — Image…, Calling from Python and Prompt Strategy, plus 5 more sections
- Runs Python scripts from its folder; calls python3; needs SN_API_KEY and SN_VISION_API_KEY
What it does
Sn Da Image Caption is an agent skill from 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 对图表/表格/截图/流程图进行 caption，(2) 将 caption 文本解析为结构化 DataFrame，(3) 基于提取数据重新生成可视化图表，(4) 导出为 Excel/CSV。遇到以下任一情况就主动使用本 skill，不要自行猜测图片内容：①用户出现触发词：图片分析 / 图表提取 / 表格识别 / OCR / 图片描述 / 截图分析 / 图表数据 / 提取图片中的数据 / 图片转表格 / 识别图片 / image caption / extract data from image / chart analysis / table OCR；②用户上传或指定了图片文件（.png / .jpg / .jpeg / .gif / .webp /…
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/caption.py`).
It sits in Documents & Office, covering Excel spreadsheets, DataFrames and CSV and tabular files. 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
- Tasks that involve CSV and tabular files
Example prompts
- “/sn-da-image-caption”
Requirements
- Python 3
- A credential in SN_API_KEY
- A credential in SN_VISION_API_KEY
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Run scripts/caption.py to get a text description of the image
- Parse the description into structured data (DataFrame, etc.)
- Analyze, visualize, or export
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
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3
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 these keys or tokens, usually read from environment variables:
SN_API_KEYSN_VISION_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Sn Da Image Caption loads about 2k tokens when it runs. Until then it costs about 168 tokens; SKILL.md has 310 words of instructions outside code blocks.
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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 310 words (~1,957 tokens).
“Analyze, extract data from, or understand image files (.png, .jpg, .jpeg, .gif, .webp, .bmp). The core workflow:”
- name
- sn-da-image-caption
Files
SKILL.md and 1 other file (scripts) in skills/sn-da-image-caption of MichaelYang-lyx/AIDABench.
- SKILL.md
- scripts/caption.py
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
Sn Da Image Caption 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Sn Da Image Caption this skillMichaelYang-lyx/AIDABench | 111 | 1 repos | ~2k | Automated safety check: Pass | None | |
| Tabular Cleanupgaasher/Agent-Loop-Skills | 174 | — | ~4k | Automated safety check: Pass | MIT | |
| Codebookbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~527 | Automated safety check: Notes | Custom licence | |
| Convert Fileduckdb/duckdb-skills | 600 | 1 repos | ~720 | Automated safety check: Notes | MIT | |
| Excel ParserHarryoung/efka | 104 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| CSV and Excel MergerOneWave-AI/claude-skills | 323 | — | ~1.6k | Automated safety check: Pass | MIT |
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- Official
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duckdb/duckdb-skills
Convert any data file to another format: CSV, Parquet, JSON, Excel, GeoJSON, and more.
Excel Parser
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Smart Excel/CSV file parsing with intelligent routing based on file complexity analysis.
CSV and Excel Merger
OneWave-AI/claude-skills
Combines CSV, TSV and Excel files into one verified table with pandas, by stacking or joining, mapping columns, normalizing keys and removing duplicates.
Generate Codebook
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A skill your agent uses when a tabular dataset (CSV, Excel, Parquet, Stata, SAS) needs a data dictionary.
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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…
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读取并解析单个Excel工作表数据，支持合并单元格处理、数据清洗、交叉分析及多维度可视化，适用于需要从单表中提取关键指标并进行趋势模拟与图表生成的场景。
Related
Works with
Categories
Questions about Sn Da Image Caption
What does Sn Da Image Caption do?
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…. Sn Da Image Caption is an agent skill from MichaelYang-lyx/AIDABench.
When should I use Sn Da Image Caption?
Sn Da Image Caption fits situations like: tasks that involve Excel spreadsheets; tasks that involve DataFrames; tasks that involve CSV and tabular files.
How do I install Sn Da Image Caption in Claude Code?
Run `npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a claude-code`. Or copy the skill folder (skills/sn-da-image-caption in MichaelYang-lyx/AIDABench) into .claude/skills/sn-da-image-caption in your project. Claude Code loads it when a task matches its description.
How do I install Sn Da Image Caption in Codex?
Run `npx skills add MichaelYang-lyx/AIDABench --skill sn-da-image-caption -a codex`. Or copy the skill folder (skills/sn-da-image-caption in MichaelYang-lyx/AIDABench) into .agents/skills/sn-da-image-caption in your project. Codex loads it when a task matches its description.
Can I use Sn Da Image Caption 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 sn-da-image-caption -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sn-da-image-caption, .gemini/skills/sn-da-image-caption, .github/skills/sn-da-image-caption and .opencode/skills/sn-da-image-caption in your project.
What does Sn Da Image Caption need to run?
Going by SKILL.md and its folder, Sn Da Image Caption needs Python for the scripts in its folder, the command-line tools its instructions call (python3) and credentials named SN_API_KEY and SN_VISION_API_KEY. Our summary lists: Python 3; A credential in SN_API_KEY; A credential in SN_VISION_API_KEY.
Does Sn Da Image Caption 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 Sn Da Image Caption 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Sn Da Image Caption use?
No licence was found for Sn Da Image Caption or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Sn Da Image Caption use?
About 2k tokens (SKILL.md is roughly 7.8k 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 Sn Da Image Caption?
Skills that share tags, products or a category with Sn Da Image Caption: Tabular Cleanup (gaasher/Agent-Loop-Skills, 174 stars), Codebook (brycewang-stanford/Auto-Empirical-Research-Skills, 4.5k stars), Convert File (duckdb/duckdb-skills, 600 stars) and Excel Parser (Harryoung/efka, 104 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Sn Da Image Caption?
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.