apache-spark-data-processing

apache-spark-data-processing is a skill for Claude Code from manutej/luxor-claude-marketplace. It costs 32 tokens per session (11,857 once invoked), scanned A, original, no licence file.

A guide to Apache Spark, a system for processing large datasets across multiple computers. It covers RDDs, DataFrames, Spark SQL, streaming, machine-learning tools, and production deployment.

In plain words
What is it for?
Use it to clean and analyse large datasets, run SQL-style processing, handle live data streams, train models, and deploy Spark jobs.
Why use it?
It helps process data volumes or workloads that may be too large or slow for a single computer.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the LUXOR Data Engineering plugin — 5 skills shipped together

Good fit Use it to clean and analyse large datasets, run SQL-style processing, handle live data streams, train models, and deploy Spark jobs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/manutej/luxor-claude-marketplace/apache-spark-data-processing
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add manutej/luxor-claude-marketplace --skill apache-spark-data-processing
Clone the repo
git clone --depth 1 https://github.com/manutej/luxor-claude-marketplace

Made for: Claude Code.

Or install LUXOR Data Engineering, the plugin that ships this one along with the rest of its 5 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for apache-spark-data-processing

README.md
[![agentmods](https://agentmods.dev/badge/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing/github.svg)](https://agentmods.dev/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing)
Your own site
<a href="https://agentmods.dev/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing"><img src="https://agentmods.dev/badge/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for apache-spark-data-processing

Your own site · 80×15
<a href="https://agentmods.dev/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing"><img src="https://agentmods.dev/badge/skills/manutej/luxor-claude-marketplace/apache-spark-data-processing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 11,857 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 18 Mar 2026
  • Snyk pass 15 Feb 2026
How audits are shown
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.11857
Opus 5 $0.00016 $0.05928
Sonnet 5 $0.00006 $0.02371
Haiku 4.5 $0.00003 $0.01186

Measured 9d ago against content hash d27fed1f20cb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

apache-spark-data-processing scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/luxor-data-engineering/skills/apache-spark-data-processing/SKILL.md · 1,721 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 1,721 lines · 32 tokens per session scan A d27fed1f20cb

Subscribe to this mod's changes

apache-spark-data-processing is a skill published in the GitHub repository manutej/luxor-claude-marketplace (61 stars, last pushed 2mo ago), with no licence file. It adds 32 tokens to every session and 11,857 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.