optimizing-pigment-performance
SkillAlways use this skill when troubleshooting slow calculations or timeouts, analyzing profiler output to identify bottlenecks, understanding scope propagation, managing sparsity, optimizing formula performance, improving iterative calculations, optimizing access rights performance, conducting systemat
Install
git clone https://github.com/gopigment/ai-plugins.git ~/.claude/skills/optimizing-pigment-performanceWhat is optimizing-pigment-performance?
Always use this skill when troubleshooting slow calculations or timeouts, analyzing profiler output to identify bottlenecks, understanding scope propagation, managing sparsity, optimizing formula performance, improving iterative calculations, optimizing access rights performance, conducting systematic performance audits, auditing a Pigment application (modeling, formula hygiene, folders, boards, governance), cleaning unused dimensions, metrics, tables, properties, or boards, identifying dead or stale boards, or removing unused metrics. Modeler-agent skill for Performance Insights tools (performance_profile_change, get_top_blocks_by_performance), then classify and fix. Provides the optimization loop, audit vs cleaning modes, and routing to deep dives. Always profile before formula changes; never optimize from assumptions.
What this can do
Capabilities declared in this component's own frontmatter — not inferred.
Inherit all session tools
Declares no tool restrictions — inherits every session tool
~208 tokens of context used while enabled, before you invoke anything
Documentation
README · ~5 min readOptimizing Pigment Performance
Profiler-driven performance optimization, sparsity-aware patterns, and application audit/cleaning for the modeler agent. Read this overview first, then the matching deep dive.
When to Use This Skill
- Slow calculations, timeouts, or profiler analysis
- Scope loss, densification, iterative horizons, AR overhead, calendar iteration
- Systematic performance audit on an application
- App audit (modeling, formulas, folders, boards, governance) with severity-tagged findings
- Cleaning unused dimensions, metrics, tables, properties, or boards (deletion only)
- Identifying dead or stale boards, removing unused metrics
- Board loads slowly but profiler shows fast metric compute (rendering vs compute)
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