Spark Operations CLI

Q: What is a Claude Code skill and how does the Spark Operations CLI skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Spark Operations CLI is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: operations · Last updated: 2026-06-13

type:cli type:debug

Diagnose failed Spark jobs, unhealthy Livy sessions, and performance bottlenecks in Microsoft Fabric via read-only CLI triage. Use when the user wants to: (1) diagnose why a Spark job, notebook run, or Lakehouse job failed, (2) triage stuck or dead Livy sessions, (3) identify OOM, shuffle spill, or data skew, (4) retrieve driver and executor logs or Spark Advisor findings, (5) copy event logs and start a local Spark History Server, (6) diagnose all Spark activities within a failed pipeline run. Triggers: "diagnose my failed notebook", "why did my spark job fail", "triage spark failure", "diagnose pipeline run failure", "why did my pipeline fail", "livy session stuck in starting", "spark executor OOM", "check spark advisor findings", "shuffle spill diagnosis", "why did my lakehouse job fail", "diagnose lakehouse table load", "data skew diagnosis", "open spark history server locally", "analyze spark failure logs", "spark job triage".

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

This skill provides diagnostics for Microsoft Fabric Spark job failures, Livy session health, and performance bottlenecks using Fabric REST APIs and CLI tools (az rest). All diagnostic operations are read-only; session cleanup (e.g., stopping zombie sessions) requires explicit user confirmation. For Spark development and notebook authoring, use spark-authoring-cli. For interactive PySpark analysis, use spark-consumption-cli.

What this skill does

Spark Operations CLI is a community-contributed Claude Code skill in the operations sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/spark-operations-cli/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user wants to: (1) diagnose why a Spark job, notebook run, or Lakehouse job failed, (2) triage stuck or dead Livy sessions, (3) identify OOM, shuffle spill, or data skew, (4) retrieve driver and executor logs or Spark Advisor findings, (5) copy event logs and start a local Spark History Server, (6) diagnose all Spark activities within a failed pipeline run. Triggers: "diagnose my failed notebook", "why did my spark job fail", "triage spark failure", "diagnose pipeline run failure", "why did my pipeline fail", "livy session stuck in starting", "spark executor OOM", "check spark advisor findings", "shuffle spill diagnosis", "why did my lakehouse job fail", "diagnose lakehouse table load", "data skew diagnosis", "open spark history server locally", "analyze spark failure logs", "spark job triage".

Who uses this skill

The Spark Operations CLI Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 157,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/spark-operations-cli
curl -L https://claudskills.com/skills/spark-operations-cli/SKILL.md \
  -o ~/.claude/skills/spark-operations-cli/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/spark-operations-cli/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/spark-operations-cli/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\spark-operations-cli\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Spark Operations CLI Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/spark-operations-cli/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Spark Operations CLI skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Spark Operations CLI skill?

Use Spark Operations CLI when your Claude Code task falls under the General category — specifically in the operations area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Spark Operations CLI" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Spark Operations CLI skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Spark Operations CLI is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/weiflycc-cmd/skills-for-fabric/blob/6f128cfff9e15fa50675c6f7fa655c89af30b723/plugins/fabric-operations/skills/spark-operations-cli/SKILL.md
License: MIT
Author: weiflycc-cmd

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

weiflycc-cmd. (2026). Spark Operations CLI [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/spark-operations-cli/

BibTeX

@misc{spark-operations-cli-2026,
  author    = {weiflycc-cmd},
  title     = {Spark Operations CLI [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/spark-operations-cli/}
}

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Security scan

Grade A · scanned 2026-07-22 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
⚠ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/spark-operations-cli/#security)

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