Analysis Graphing
clshortfuse/renodx
RenoDX workflow for creating readable analysis graphs and plots from shader math, CSVs, EXRs, LUTs, hue sweeps, tone curves, gamut comparisons, energy/scalar maps, and test-pattern statistics.
A skill your agent uses when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability…
Install Matlab Analyze Reliability
$ npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-reliability -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-reliability --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/ai-and-statistics/matlab-analyze-reliability .claude/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .claude/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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/ai-and-statistics/matlab-analyze-reliabilityType 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-reliability -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-reliability --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/ai-and-statistics/matlab-analyze-reliability .agents/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .agents/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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-reliability -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-reliability --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/ai-and-statistics/matlab-analyze-reliability .cursor/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .cursor/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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/ai-and-statistics/matlab-analyze-reliability--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-reliability -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install matlab/matlab-agentic-toolkit matlab-analyze-reliability --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/ai-and-statistics/matlab-analyze-reliability .gemini/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .gemini/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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-reliabilityInstalls 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-reliability -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/ai-and-statistics/matlab-analyze-reliability .github/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .github/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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-reliability -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-reliability --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/ai-and-statistics/matlab-analyze-reliability .opencode/skills/matlab-analyze-reliability && 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-reliability" agent skill from https://github.com/matlab/matlab-agentic-toolkit/tree/main/skills-catalog/ai-and-statistics/matlab-analyze-reliability into .opencode/skills/matlab-analyze-reliability/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "matlab-analyze-reliability", 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-reliability- GitHub stars
- 1.1k
- Token cost
- ~3.2k tokens
- SKILL.md length
- 1,108 words
- Files
- 3 (incl. references)
- Skills in repo
- 151
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
A skill your agent uses when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability…
- Fitting accelerated life models
- SKILL.md covers When to Use, When NOT to Use, Key Functions and Conventions
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Computing mean time to failure (MTTF)
What it does
Matlab Analyze Reliability is an agent skill from matlab/matlab-agentic-toolkit. Use this skill when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability analysis, comparing distribution fits, computing confidence intervals on reliability quantities with bootstrapping, performing lifetime prediction, computing failure rates, plotting Kaplan-Meier curves, computing survival functions, or doing reliability analysis.
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `manifest.yaml` and `references/distribution-methods.md`).
It sits in Data & Analytics, covering Statistics and Data visualization. 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
- Fitting accelerated life models
- Computing mean time to failure (MTTF)
- B10 life and similar quantities
- Fitting life distributions like Weibull for reliability analysis
Example prompts
- “/matlab-analyze-reliability”
What it can do on your machine
Read from SKILL.md and the folder at commit 69e71df. 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 matlab).
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 Reliability loads about 3.2k tokens when it runs, and up to ~3.6k if it reads all its reference files. Until then it costs about 118 tokens; SKILL.md has 1,108 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 1,108 words (~3,216 tokens).
“Fit and evaluate probability distributions for use in reliability workflows in MATLAB using the recommended APIs and probability distribution framework (fitdist, makedist, pdf, icdf, cdf, probplot, bootci, fitacclife, meanfailtime).”
- name
- matlab-analyze-reliability
- license
- https://www.mathworks.com/content/dam/mathworks/license/pmrl/license.md
- metadata.author
- MathWorks
- metadata.version
- 1.0
Files
SKILL.md and 2 other files (references) in skills-catalog/ai-and-statistics/matlab-analyze-reliability of matlab/matlab-agentic-toolkit.
- SKILL.md
- manifest.yaml
- references/distribution-methods.md
Open the folder on GitHubat commit 69e71df
Compare with similar skills
Matlab Analyze Reliability 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 Reliability this skillmatlab/matlab-agentic-toolkit | 1.1k | — | ~3.2k | Automated safety check: Pass | Custom licence | |
| Analysis Graphingclshortfuse/renodx | 4.5k | — | ~1.1k | Automated safety check: Pass | MIT | |
| CSV Data Analysis5zjk5/prompt-engineering | 127 | — | ~2.6k | Automated safety check: Pass | None | |
| Experiment Results Analysis for PapersLigphiDonk/Oh-my--paper | 738 | — | ~3k | Automated safety check: Pass | MIT | |
| Data Analysisfastclaw-ai/fastclaw | 1.4k | — | ~410 | Automated safety check: Pass | Custom licence | |
| Results AnalysisGalaxy-Dawn/claude-scholar | 5.7k | 1 repos | ~2.4k | Automated safety check: Pass | MIT |
Similar skills
CSV Data Analysis
5zjk5/prompt-engineering
This skill should be used when users need to analyze CSV or Excel files, understand data patterns, generate statistical summaries, or create data visualizations.
Experiment Results Analysis for Papers
LigphiDonk/Oh-my--paper
Turns experimental data such as CSV, JSON or TensorBoard logs into statistical significance tests, visualizations and a drafted Results section.
Data Analysis
fastclaw-ai/fastclaw
Analyze data, process CSV/JSON files, compute statistics, and create data visualizations.
Results Analysis
Galaxy-Dawn/claude-scholar
This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance"…
Data Analyst
holaboss-ai/holaOS
Analyzes a dataset, spreadsheet or metrics table, reports what changed and what is driving it, and recommends which chart to use for each key finding.
More from matlab/matlab-agentic-toolkit
All 151 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 Engineer Tabular Features
matlab/matlab-agentic-toolkit
A skill your agent uses when engineering or selecting the best features for single-response classification or regression in MATLAB, whatever the data's modality — for non-tabular data it routes…
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…
Related
Categories
Questions about Matlab Analyze Reliability
What does Matlab Analyze Reliability do?
A skill your agent uses when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability…. Matlab Analyze Reliability is an agent skill from matlab/matlab-agentic-toolkit. Use this skill when fitting accelerated life models, computing mean time to failure (MTTF), B10 life and similar quantities, fitting life distributions like Weibull for reliability analysis, comparing distribution fits, computing confidence intervals on reliability quantities with bootstrapping, performing lifetime prediction, computing failure rates, plotting Kaplan-Meier curves, computing survival functions, or doing reliability analysis.
When should I use Matlab Analyze Reliability?
Matlab Analyze Reliability fits situations like: fitting accelerated life models; computing mean time to failure (MTTF); B10 life and similar quantities; fitting life distributions like Weibull for reliability analysis.
How do I install Matlab Analyze Reliability in Claude Code?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-reliability -a claude-code`. Or copy the skill folder (skills-catalog/ai-and-statistics/matlab-analyze-reliability in matlab/matlab-agentic-toolkit) into .claude/skills/matlab-analyze-reliability in your project. Claude Code loads it when a task matches its description.
How do I install Matlab Analyze Reliability in Codex?
Run `npx skills add matlab/matlab-agentic-toolkit --skill matlab-analyze-reliability -a codex`. Or copy the skill folder (skills-catalog/ai-and-statistics/matlab-analyze-reliability in matlab/matlab-agentic-toolkit) into .agents/skills/matlab-analyze-reliability in your project. Codex loads it when a task matches its description.
Can I use Matlab Analyze Reliability 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-reliability -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-reliability, .gemini/skills/matlab-analyze-reliability, .github/skills/matlab-analyze-reliability and .opencode/skills/matlab-analyze-reliability in your project.
What does Matlab Analyze Reliability need to run?
SKILL.md names no scripts, command-line tools or credentials: Matlab Analyze Reliability is instructions for the agent only.
Does Matlab Analyze Reliability 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 Reliability 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 Reliability use?
Matlab Analyze Reliability 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 Reliability 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 368 tokens, read only when the agent opens those files.
What are the alternatives to Matlab Analyze Reliability?
Skills that share tags, products or a category with Matlab Analyze Reliability: Analysis Graphing (clshortfuse/renodx, 4.5k stars), CSV Data Analysis (5zjk5/prompt-engineering, 127 stars), Experiment Results Analysis for Papers (LigphiDonk/Oh-my--paper, 738 stars) and Data Analysis (fastclaw-ai/fastclaw, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Matlab Analyze Reliability?
matlab (a GitHub organization) maintains it in matlab/matlab-agentic-toolkit, which has 1,144 GitHub stars. The repository holds 151 skills in this directory. The repository was last updated on October 8, 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.