Analyze process variation with control charts and capability indices.
npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill spc
Please help me install this Agent Skill. Skill: Spc Source: https://github.com/robdtaylor/personal-ai-infrastructure/tree/main/skills/Spc Command: npx skills add https://github.com/robdtaylor/personal-ai-infrastructure --skill spc
SPC provides a structured approach to monitoring, understanding, and improving processes by distinguishing common from special causes of variation and by quantifying capability.
Use the SPC skill to assess a newly collected data batch by selecting X-bar/R charts, calculating R̄, X̄, and control limits, and interpreting Cpk and Ppk values with the provided templates.
High-intent search queries and answers about installing and using this skill.
Process capability indices like Cpk and Ppk are calculated by comparing process variation to tolerance limits. This skill computes Cp, Cpk, Pp, and Ppk values using standard templates and interprets results against automotive and general standards.
X-bar/R control charts for multi-stream data are set up by calculating R̄ and X̄ to establish control limits. This skill provides chart selection guidance to choose appropriate X-bar/R or I-MR charts based on your specific data structure.
Western Electric and Nelson rules detect out-of-control signals by identifying non-random patterns in control chart data. This skill applies these specific statistical rules to trigger reaction plans and drive improvement actions when signals appear.
I-MR charts are needed for individual measurements rather than subgroups, typically for long-cycle measurements or batches. This skill provides reference guides to help select between I-MR and X-bar/R charts based on your data structure.
SPC analysis applies to both service processes and manufacturing, including setups, batches, and long-cycle measurements. This skill distinguishes common from special causes of variation and quantifies capability across diverse process types.
To assess if a newly collected data batch meets tolerances, select appropriate control charts and calculate capability indices. This skill evaluates process variation against specifications to determine if the process is capable.
lazygophersCreate, edit, and convert PowerPoint .pptx files to PDF or Markdown.
theofernandezzCapture runtime signals and generate structured improvement entries for AI library maintenance.
auldsyababuaCreate Plotly-based interactive visualizations and statistical analyses from CSV data.
olavocarvalhoCalculate descriptive statistics and perform basic hypothesis tests on datasets.
