Use whenever editing the Scala cluster-tuning module under src/main/scala/com/db/serna/orchestration/clustertuning/ — single/ (the per-date tuner), auto/ (multi-date AutoTuner), diff/, and the loader-side of loganalytics/. Triggers when the user mentions the tuner, ClusterMachineAndRecipeTuner, AutoTuner, machine selection, executor sizing, autoscaling policy, cost calculation (b20/b21/b22/b23), PriceCatalog, ClusterSummary, ClusterPlan, RecipeMetrics, GenerationSummary, TuningStrategy / BiasMode / ExecutorTopologyPreset, MachineCatalog, the Csv parser, parseInstant, or any of the clusters-.csv outputs. Apply even when the user doesn't name the module — if they're modifying a bNN.csv loader, debugging an estimatedcosteur value, or adjusting how clusters are scored, this skill applies.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryEngineeringStars0
About this skill
Use whenever editing the Scala cluster-tuning module under src/main/scala/com/db/serna/orchestration/clustertuning/ — single/ (the per-date tuner), auto/ (multi-date AutoTuner), diff/, and the loader-side of loganalytics/. Triggers when the user mentions the tuner, ClusterMachineAndRecipeTuner, AutoTuner, machine selection, executor sizing, autoscaling policy, cost calculation (b20/b21/b22/b23), PriceCatalog, ClusterSummary, ClusterPlan, RecipeMetrics, GenerationSummary, TuningStrategy / BiasMode / ExecutorTopologyPreset, MachineCatalog, the Csv parser, parseInstant, or any of the clusters-.csv outputs. Apply even when the user doesn't name the module — if they're modifying a bNN.csv loader, debugging an estimatedcosteur value, or adjusting how clusters are scored, this skill applies.
Quick start
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Use whenever editing the Scala cluster-tuning module under `src/main/scala/com/db/serna/orchestration/cluster_tuning/` — `single/` (the per-date tuner), `auto/` (multi-date AutoTuner), `diff/`, and the loader-side of `log_analytics/`. Triggers when the user mentions the tuner, ClusterMachineAndRecipeTuner, AutoTuner, machine selection, executor sizing, autoscaling policy, cost calculation (b20/b21/b22/b23), PriceCatalog, ClusterSummary, ClusterPlan, RecipeMetrics, GenerationSummary, TuningStrategy / BiasMode / ExecutorTopologyPreset, MachineCatalog, the Csv parser, parseInstant, or any of the `_clusters-*.csv` outputs. Apply even when the user doesn't name the module — if they're modifying a `bNN.csv` loader, debugging an `estimated_cost_eur` value, or adjusting how clusters are scored, this skill applies.
About this listing
Category
Engineering
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI