{"id":"7b2ca4b9-1f44-45f7-86cf-2ef0d86cbbc3","shortId":"ypqa6z","kind":"skill","title":"Apache Spark Job Manager","tagline":"The open catalog of AI agent skills — 2,000+ security-scanned skills for Claude Code, Cursor, Codex, and more.","description":"# Apache Spark Job Manager\n\n\n\n## Prerequisites\n\nJava, Scala, Python\n\n## Installation\n\nRequirements and caveats from upstream:\n- high-level APIs in Scala, Java, Python, and R (Deprecated), and an optimized engine that\n- ## Interactive Python Shell\n- Alternatively, if you prefer Python, you can use the Python shell:\n\nBasic usage or getting-started notes:\n- To build Spark and its example programs, run:\n- And run the following command, which should also return 1,000,000,000:\n- ## Example Programs\n\n- Source: https://github.com/apache/spark\n- Extracted from upstream docs: https://raw.githubusercontent.com/apache/spark/HEAD/README.md\n\n## Documentation\n\n- https://spark.apache.org/docs/latest/\n\n## Source\n\n- [Agent Skill Exchange](https://agentskillexchange.com/skills/apache-spark-job-manager/)","tags":["apache","spark","job","manager","skills","agentskillexchange","agent-skills","ai-agents","ai-tools","awesome-list","claude-code","codex"],"capabilities":["skill","source-agentskillexchange","skill-apache-spark-job-manager","topic-agent-skills","topic-ai-agents","topic-ai-tools","topic-awesome-list","topic-claude-code","topic-codex","topic-cursor","topic-llm","topic-mcp","topic-npx-skills","topic-openclaw","topic-skills-catalog"],"categories":["skills"],"synonyms":[],"warnings":[],"endpointUrl":"https://skills.sh/agentskillexchange/skills/apache-spark-job-manager","protocol":"skill","transport":"skills-sh","auth":{"type":"none","details":{"cli":"npx skills add agentskillexchange/skills","source_repo":"https://github.com/agentskillexchange/skills","install_from":"skills.sh"}},"qualityScore":"0.454","qualityRationale":"deterministic score 0.45 from registry signals: · indexed on github topic:agent-skills · 8 github stars · SKILL.md body (795 chars)","verified":false,"liveness":"unknown","lastLivenessCheck":null,"agentReviews":{"count":0,"score_avg":null,"cost_usd_avg":null,"success_rate":null,"latency_p50_ms":null,"narrative_summary":null,"summary_updated_at":null},"enrichmentModel":"deterministic:skill-github:v1","enrichmentVersion":1,"enrichedAt":"2026-05-18T19:09:22.880Z","embedding":null,"createdAt":"2026-05-18T13:15:05.511Z","updatedAt":"2026-05-18T19:09:22.880Z","lastSeenAt":"2026-05-18T19:09:22.880Z","tsv":"'/apache/spark':102 '/apache/spark/head/readme.md':109 '/docs/latest/':113 '/skills/apache-spark-job-manager/)':120 '000':13,94,95,96 '1':93 '2':12 'agent':10,115 'agentskillexchange.com':119 'agentskillexchange.com/skills/apache-spark-job-manager/)':118 'ai':9 'also':91 'altern':58 'apach':1,25 'api':42 'basic':69 'build':77 'catalog':7 'caveat':36 'claud':19 'code':20 'codex':22 'command':88 'cursor':21 'deprec':49 'doc':106 'document':110 'engin':53 'exampl':81,97 'exchang':117 'extract':103 'follow':87 'get':73 'getting-start':72 'github.com':101 'github.com/apache/spark':100 'high':40 'high-level':39 'instal':33 'interact':55 'java':30,45 'job':3,27 'level':41 'manag':4,28 'note':75 'open':6 'optim':52 'prefer':61 'prerequisit':29 'program':82,98 'python':32,46,56,62,67 'r':48 'raw.githubusercontent.com':108 'raw.githubusercontent.com/apache/spark/head/readme.md':107 'requir':34 'return':92 'run':83,85 'scala':31,44 'scan':16 'secur':15 'security-scan':14 'shell':57,68 'skill':11,17,116 'skill-apache-spark-job-manager' 'sourc':99,114 'source-agentskillexchange' 'spark':2,26,78 'spark.apache.org':112 'spark.apache.org/docs/latest/':111 'start':74 'topic-agent-skills' 'topic-ai-agents' 'topic-ai-tools' 'topic-awesome-list' 'topic-claude-code' 'topic-codex' 'topic-cursor' 'topic-llm' 'topic-mcp' 'topic-npx-skills' 'topic-openclaw' 'topic-skills-catalog' 'upstream':38,105 'usag':70 'use':65","prices":[{"id":"93c12e5a-a61b-4bb0-a8e0-ee17e12444b5","listingId":"7b2ca4b9-1f44-45f7-86cf-2ef0d86cbbc3","amountUsd":"0","unit":"free","nativeCurrency":null,"nativeAmount":null,"chain":null,"payTo":null,"paymentMethod":"skill-free","isPrimary":true,"details":{"org":"agentskillexchange","category":"skills","install_from":"skills.sh"},"createdAt":"2026-05-18T13:15:05.511Z"}],"sources":[{"listingId":"7b2ca4b9-1f44-45f7-86cf-2ef0d86cbbc3","source":"github","sourceId":"agentskillexchange/skills/apache-spark-job-manager","sourceUrl":"https://github.com/agentskillexchange/skills/tree/main/skills/apache-spark-job-manager","isPrimary":false,"firstSeenAt":"2026-05-18T13:15:05.511Z","lastSeenAt":"2026-05-18T19:09:22.880Z"}],"details":{"listingId":"7b2ca4b9-1f44-45f7-86cf-2ef0d86cbbc3","quickStartSnippet":null,"exampleRequest":null,"exampleResponse":null,"schema":null,"openapiUrl":null,"agentsTxtUrl":null,"citations":[],"useCases":[],"bestFor":[],"notFor":[],"kindDetails":{"org":"agentskillexchange","slug":"apache-spark-job-manager","github":{"repo":"agentskillexchange/skills","stars":8,"topics":["agent-skills","ai-agents","ai-tools","awesome-list","claude-code","codex","cursor","llm","mcp","npx-skills","openclaw","skills-catalog"],"license":"mit","html_url":"https://github.com/agentskillexchange/skills","pushed_at":"2026-05-18T19:02:17Z","description":"The open catalog of AI agent skills — 2,000+ security-scanned skills for Claude Code, Cursor, Codex, and more.","skill_md_sha":"7b218afe72f5925aa71d8016c380ed5c5cc141ef","skill_md_path":"skills/apache-spark-job-manager/SKILL.md","default_branch":"main","skill_tree_url":"https://github.com/agentskillexchange/skills/tree/main/skills/apache-spark-job-manager"},"layout":"multi","source":"github","category":"skills","frontmatter":{"name":"Apache Spark Job Manager","description":""},"skills_sh_url":"https://skills.sh/agentskillexchange/skills/apache-spark-job-manager"},"updatedAt":"2026-05-18T19:09:22.880Z"}}