๐ŸŽฏ

spark-optimization

๐ŸŽฏSkill

from wshobson/agents

VibeIndex|
What it does
|

A production-ready plugin system with 112 AI agents, 146 skills, 16 workflow orchestrators, and 79 development tools organized into 73 focused plugins for Claude Code.

Overview

A specialized skill from the wshobson/agents plugin marketplace that provides Apache Spark optimization expertise as part of a comprehensive production-ready system for Claude Code. It is one of 146 agent skills within a collection of 73 focused plugins combining 112 specialized AI agents with deep knowledge across data/AI, infrastructure, and performance domains.

Key Features

  • Progressive Disclosure - Spark optimization knowledge loads only when activated, keeping token usage minimal
  • Isolated Plugin Architecture - Installs only the specific data engineering agents and skills needed without loading unrelated resources
  • Composable Workflows - Can be combined with other data/AI plugins for comprehensive ML pipeline and data processing operations
  • Multi-Agent Orchestration - Part of a system including 16 workflow orchestrators for complex ML pipeline operations
  • Single-Purpose Design - Follows the focused plugin pattern with clear boundaries and minimal context overhead

Who is this for?

This skill is designed for data engineers, data scientists, and backend developers who work with Apache Spark and need AI-assisted guidance for performance tuning and optimization. It is especially useful for teams running large-scale data processing or ML pipelines who want to optimize Spark job configurations through Claude Code.

๐Ÿช

Part of

wshobson-agents

spark-optimization

Installation

Vibe Index InstallInstalls to .claude/skills/ - auto-recognized by Claude Code
npx vibeindex add wshobson/agents --skill spark-optimization
skills.sh Installโš  Installs to .agents/skills/ - may not be auto-recognized by Claude Code
npx skills add wshobson/agents --skill spark-optimization
Manual InstallCopy SKILL.md content and save to the path below
~/.claude/skills/spark-optimization/SKILL.md

SKILL.md

5,422Installs
27,673
-
Last UpdatedJan 19, 2026

More from this repository10

๐ŸŽฏ
tailwind-design-system๐ŸŽฏSkill

Comprehensive Claude Code plugin collection with 112 AI agents, 146 skills, and 73 focused plugins covering full-stack development, security, infrastructure, and multi-agent orchestration.

๐ŸŽฏ
typescript-advanced-types๐ŸŽฏSkill

A specialized agent skill for advanced TypeScript type system patterns, part of the wshobson/agents plugin marketplace with 146 skills across 73 plugins for Claude Code.

๐Ÿช
wshobson-agents๐ŸชMarketplace

Production-ready workflow orchestration with 72 focused plugins, 108 specialized agents, and 129 skills - optimized for granular installation and minimal token usage

๐Ÿ”Œ
claude-code-essentials๐Ÿ”ŒPlugin

A Claude Code plugin bundling core development agents and tools from the wshobson/agents marketplace, providing a foundational set of AI-assisted capabilities with minimal token usage.

๐Ÿ”Œ
error-debugging๐Ÿ”ŒPlugin

The error-debugging plugin is part of the wshobson/agents marketplace for Claude Code, providing specialized AI agents for diagnosing and resolving software errors.

๐Ÿ”Œ
error-diagnostics๐Ÿ”ŒPlugin

A Claude Code plugin from the wshobson/agents marketplace providing specialized error diagnosis and troubleshooting agents for root cause analysis, stack trace investigation, and fix recommendations across technology stacks.

๐Ÿ”Œ
git-pr-workflows๐Ÿ”ŒPlugin

git-pr-workflows is a Claude Code plugin from the wshobson/agents marketplace that provides specialized Git and pull request workflow automation.

๐Ÿ”Œ
legacy-modernization๐Ÿ”ŒPlugin

A specialized AI agent plugin for modernizing legacy codebases using Claude Code. Part of a comprehensive system of 112 specialized agents, it automates the assessment and transformation of outdated code into modern architectures and patterns.

๐Ÿ”Œ
deployment-validation๐Ÿ”ŒPlugin

A Claude Code plugin from the wshobson/agents marketplace for deployment validation, providing specialized AI agents and tools to ensure reliable production deployments within a 73-plugin ecosystem.

๐Ÿ”Œ
ui-design๐Ÿ”ŒPlugin

The ui-design plugin is part of the wshobson/agents marketplace for Claude Code, providing specialized AI agents for UI/UX design assistance within development workflows.