Pandas Pro
Jeffallan/claude-skills
Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.
Analyze data using MATLAB. An agent skill from matlab/matlab-agentic-toolkit.
Install Matlab Analyze Data
$ npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-data --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/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .claude/skills/matlab-analyze-data && 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 "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .claude/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-dataType 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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-data --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .agents/skills/matlab-analyze-data && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .agents/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-data --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .cursor/skills/matlab-analyze-data && 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 "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .cursor/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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/matlab/matlab-agentic-toolkit.git --path skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data--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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-data --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .gemini/skills/matlab-analyze-data && 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 "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .gemini/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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 matlab/matlab-agentic-toolkit matlab-analyze-dataInstalls 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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .github/skills/matlab-analyze-data && 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 "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .github/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-data --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/matlab/matlab-agentic-toolkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data .opencode/skills/matlab-analyze-data && 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 "matlab-analyze-data" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data into .opencode/skills/matlab-analyze-data/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-data", 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
matlab-analyze-data- GitHub stars
- 1.1k
- Token cost
- ~3.2k tokens
- SKILL.md length
- 1,371 words
- Files
- 12 (incl. references)
- Skills in repo
- 144
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Analyze data using MATLAB. An agent skill from matlab/matlab-agentic-toolkit.
- The task involves tables
- SKILL.md covers When to Use, When NOT to Use, How to Use This Skill and Getting Oriented with Data, plus 9 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Time-series data
What it does
Matlab Analyze Data is an agent skill from matlab/matlab-agentic-toolkit. Analyze data using MATLAB. Use when the task involves tables, timetables, time-series data, numeric arrays, sensor matrices, or gridded data — including but not limited to exploring, filtering, sorting, cleaning, transforming, aggregating, smoothing, padding, trimming, and answering questions about data. MATLAB provides extensive, easy-to-use built-in functions for these workflows with no additional products required.
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including reference files (for example `manifest.yaml`, `references/answering-data-questions.md` and `references/array-and-grid-data.md`).
It sits in Data & Analytics, covering Data analysis, Forecasting and time series and Data cleaning. The repository describes itself as: The MATLAB Agentic Toolkit brings proven MATLAB capabilities to AI agents, making engineering and scientific workflows agent-ready.
When your agent uses it
- The task involves tables
- Time-series data
- Sensor matrices
- Gridded data — including but not limited to exploring
Example prompts
- “/matlab-analyze-data”
What it can do on your machine
Read from SKILL.md and the folder at commit 3303f05. 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.
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
Matlab Analyze Data loads about 3.2k tokens when it runs, and up to ~32k if it reads all its reference files. Until then it costs about 110 tokens; SKILL.md has 1,371 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,371 words (~3,195 tokens).
“Generate idiomatic MATLAB code for tabular data analysis tasks using tables and timetables.”
- name
- matlab-analyze-data
- license
- https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
- metadata.author
- MathWorks
- metadata.version
- 1.4
Files
SKILL.md and 11 other files (references) in skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data of matlab/matlab-agentic-toolkit.
- SKILL.md
- manifest.yaml
- references/answering-data-questions.md
- references/array-and-grid-data.md
- references/data-cleaning.md
- references/data-transformation.md
- references/data-types.md
- references/eventtables.md
- references/exploration.md
- references/grouping-and-aggregation.md
- references/smoothing-and-trends.md
- references/tables-and-timetables.md
Open the folder on GitHubat commit 3303f05
Compare with similar skills
Matlab Analyze Data 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 |
|---|---|---|---|---|---|---|
| Matlab Analyze Data this skillmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.2k | Automated safety check: Pass | Custom licence | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Kqlmicrosoft/fabric-rti-mcp | 131 | — | ~6.2k | Automated safety check: Pass | MIT | |
| Verified Data Analysis with pandaspipeshub-ai/pipeshub-ai | 3.8k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | |
| Code EngineeropenJiuwen-ai/sciencediscovery | 148 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Data Analysisxiaoyuge886/aigc | 198 | 1 repos | ~794 | Automated safety check: Pass | MIT |
Similar skills
- Official
Kql
microsoft/fabric-rti-mcp
KQL language expertise for writing correct, efficient Kusto queries using the Fabric RTI MCP tools.
Verified Data Analysis with pandas
pipeshub-ai/pipeshub-ai
Loads, cleans, aggregates and joins tabular data with pandas under a verification rule: every number reported must be one that the code actually printed.
Code Engineer
openJiuwen-ai/sciencediscovery
A skill your agent uses when you need to write and execute Python/R code to process, transform, and analyze data, delivering reproducible computational results with complete code-level methodology…
Data Analysis
xiaoyuge886/aigc
Perform data analysis tasks including data cleaning, statistical analysis, visualization, and insight generation.
Math Modeling Data Cleaning and Charts
yushui2022/MathModel-Skill
Cleans raw or scraped competition data and produces exploratory charts and a figure plan as one stage of a mathematical modeling paper workflow.
More from matlab/matlab-agentic-toolkit
All 144 skills in this repoMatlab Analyze Time Frequency Content
matlab/matlab-agentic-toolkit
Perform time-frequency analysis in MATLAB using CWT, STFT, synchrosqueezing, reassignment, wavelet coherence, cross spectrogram, EMD/VMD, multiresolution analysis, and time-frequency filtering.
Matlab Design Radar
matlab/matlab-agentic-toolkit
Launch and control the MATLAB Radar Designer app programmatically via MCP.
Matlab Enhance Camera Image
matlab/matlab-agentic-toolkit
Read BEFORE troubleshooting or enhancing camera image quality.
Matlab Import External AI Model
matlab/matlab-agentic-toolkit
Import PyTorch, ONNX, or Keras 3 / TensorFlow 2.16+ deep learning models into MATLAB as dlnetwork objects.
Matlab Modernize Daq
matlab/matlab-agentic-toolkit
Port MATLAB Data Acquisition Toolbox code from the discouraged (legacy) session-based interface (daq.createSession, addAnalogInputChannel, startBackground, DataAvailable listeners, queueOutputData…
Matlab Optimize GPU Codegen
matlab/matlab-agentic-toolkit
Optimize MATLAB design files for GPU Coder to generate faster CUDA code.
Related
Categories
Questions about Matlab Analyze Data
What does Matlab Analyze Data do?
Analyze data using MATLAB. An agent skill from matlab/matlab-agentic-toolkit. Matlab Analyze Data is an agent skill from matlab/matlab-agentic-toolkit. Analyze data using MATLAB.
When should I use Matlab Analyze Data?
Matlab Analyze Data fits situations like: the task involves tables; time-series data; sensor matrices; gridded data — including but not limited to exploring.
How do I install Matlab Analyze Data in Claude Code?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a claude-code`. Or copy the skill folder (skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data in matlab/matlab-agentic-toolkit) into .claude/skills/matlab-analyze-data in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Analyze Data in Codex?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a codex`. Or copy the skill folder (skills-catalog/matlab-data-import-and-analysis/matlab-analyze-data in matlab/matlab-agentic-toolkit) into .agents/skills/matlab-analyze-data in your project. Codex loads it when a task matches its description.
Can I use Matlab Analyze Data 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 matlab/matlab-agentic-toolkit --skill matlab-analyze-data -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/matlab-analyze-data, .gemini/skills/matlab-analyze-data, .github/skills/matlab-analyze-data and .opencode/skills/matlab-analyze-data in your project.
What does Matlab Analyze Data need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Analyze Data is instructions for the agent only.
Does Matlab Analyze Data 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 Matlab Analyze Data 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 Matlab Analyze Data use?
Matlab Analyze Data has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Matlab Analyze Data use?
About 3.2k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 29k tokens, read only when the agent opens those files.
What are the alternatives to Matlab Analyze Data?
Skills that share tags, products or a category with Matlab Analyze Data: Pandas Pro (Jeffallan/claude-skills, 12k stars), Kql (microsoft/fabric-rti-mcp, 131 stars), Verified Data Analysis with pandas (pipeshub-ai/pipeshub-ai, 3.8k stars) and Code Engineer (openJiuwen-ai/sciencediscovery, 148 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Analyze Data?
matlab (a GitHub organization) maintains it in matlab/matlab-agentic-toolkit, which has 1,134 GitHub stars. The repository holds 144 skills in this directory. The repository was last updated on September 30, 2026.
Source: matlab/matlab-agentic-toolkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.