aidp-cluster-ops

aidp-cluster-ops is a skill for Claude Code from oracle-samples/oracle-aidp-samples. It costs 124 tokens per session (2,728 once invoked), scanned A, original, UPL-1.0.

A cluster-management tool for AIDP Spark, a system that runs data-processing jobs across computers. It can inspect clusters, control their state, install libraries, create or resize them, and connect business-intelligence tools.

In plain words
What is it for?
Use it to check, start, stop, or restart clusters; manage installed JAR and Python libraries; create or scale clusters with options such as autoscaling or GPUs; and connect JDBC or ODBC tools.
Why use it?
It removes the need to manage Spark compute and its settings manually across separate commands. It also puts cluster access and external reporting connections in one workflow.

Skill for Claude Code

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

Part of the oracle-ai-data-platform-workbench-engineer-agent plugin — 37 skills, 1 hook shipped together

Good fit Use it to check, start, stop, or restart clusters; manage installed JAR and Python libraries; create or scale clusters with options such as autoscaling or GPUs; and connect JDBC or ODBC tools.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops
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 oracle-samples/oracle-aidp-samples --skill aidp-cluster-ops
Clone the repo
git clone --depth 1 https://github.com/oracle-samples/oracle-aidp-samples

Made for: Claude Code.

Or install oracle-ai-data-platform-workbench-engineer-agent, the plugin that ships this one along with the rest of its 37 skills, 1 hook.

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 aidp-cluster-ops

README.md
[![agentmods](https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops/github.svg)](https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops)
Your own site
<a href="https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops"><img src="https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops/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 aidp-cluster-ops

Your own site · 80×15
<a href="https://agentmods.dev/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops"><img src="https://agentmods.dev/badge/skills/oracle-samples/oracle-aidp-samples/aidp-cluster-ops.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 124 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,728 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.
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 $0.00124 $0.02728
Opus 5.5 $0.00050 $0.01091
Sonnet 5.5 $0.00025 $0.00546
Haiku 4.5 $0.00012 $0.00273

Measured 1mo ago against content hash 822c0f466e57, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aidp-cluster-ops 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 1mo 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.

ai/claude-code-plugins/oracle-ai-data-platform-workbench-engineer-agent/skills/aidp-cluster-ops/SKILL.md · 148 lines

The source is not reproduced here

Licensed UPL-1.0

The repository is licensed UPL-1.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

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. 1mo ago First seen · 148 lines · 124 tokens per session scan A 822c0f466e57

Subscribe to this mod's changes

aidp-cluster-ops is a skill published in the GitHub repository oracle-samples/oracle-aidp-samples (56 stars, last pushed 2d ago), licensed UPL-1.0. It adds 124 tokens to every session and 2,728 once invoked, about $0.0005 per session on Opus 5.5. 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.

Related

Other skills, from other repositories

airflow-state-store

Persists task and asset state across retries and DAG runs using Airflow 3.3's AIP-103 key/value stores (taskstatestore, assetstatestore) and the crash-safe ResumableJobMixin. Use when the user asks about task state store, checkpointing in tasks, persisting state across retries, job IDs surviving worker crashes…

astronomer/agents · 243 tokens

deploying-airflow

Deploys Airflow DAGs and projects. Use when deploying Airflow or answering anything about deployment - deploying DAGs/projects, pushing code, setting up CI/CD, deploying to production or deployment strategies for Airflow.

astronomer/agents · 48 tokens

configuring-airflow-language-sdks

Configures Airflow to run language SDK tasks (Java, Go, and future native SDKs) — register a coordinator, map a queue to it, ensure the runtime/artifact on workers, and tune coordinator options. Use when the user wants Airflow to route a queue to a native-language coordinator, asks about the [sdk]…

astronomer/agents · 155 tokens

troubleshooting-astro-deployments

Troubleshoot Astronomer production deployments with Astro CLI. Use when investigating deployment issues, viewing production logs, analyzing failures, or managing deployment environment variables.

astronomer/agents · 40 tokens

managing-astro-deployments

Manage Astronomer production deployments with Astro CLI. Use when the user wants to authenticate, switch workspaces, create/update/delete deployments, or deploy code to production.

astronomer/agents · 41 tokens

configure-sqrl

Use when configuring a DataSQRL project's -package.json files. Use for engine selection (Flink, Postgres, Kafka, Iceberg and its query engines DuckDB, Snowflake, Spark SQL, Redshift, Trino), API protocols, compiler options, runtime settings, or deployment/infrastructure settings.

DataSQRL/sqrl · 69 tokens