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.
npx agentmods add skills/ahmedawan-oracle/claude-code-plugins/aidp-cluster-opsnpx skills add ahmedawan-oracle/claude-code-plugins --skill aidp-cluster-opsgit clone --depth 1 https://github.com/ahmedawan-oracle/claude-code-pluginsWrote 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.
[](https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-cluster-ops)<a href="https://agentmods.dev/skills/ahmedawan-oracle/claude-code-plugins/aidp-cluster-ops"><img src="https://agentmods.dev/badge/skills/ahmedawan-oracle/claude-code-plugins/aidp-cluster-ops.svg" alt="Measured on agentmods" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00124 | $0.02729 |
| Opus 5 | $0.00062 | $0.01365 |
| Sonnet 5 | $0.00025 | $0.00546 |
| Haiku 4.5 | $0.00012 | $0.00273 |
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 5d 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.
How it starts
The opening of the file, as written. The whole thing — 148 lines — stays where its author put it; the contents beside it link to each section on GitHub.
aidp-cluster-ops — cluster lifecycle & libraries
Inspect and control AIDP Spark clusters. Most data skills depend on a RUNNING cluster, so this is the
common pre-step. This is a control-plane skill. No MCP and no ai-data-engineer-agent repo are required.
When to use
- "What clusters are there / is X running?", "start/stop/restart the cluster", "what libraries are installed", "check if compute is up before running data work".
Engine — official aidp CLI (control-plane)
Preferred engine is the official Oracle aidp CLI; oci raw-request is the fallback when the CLI isn't
installed. Both hit the same data-plane REST API with the same auth — see
references/aidp-cli-map.md for the full command map,
references/oci-raw-request.md for base URL + auth ladder + async/error
conventions, and references/no-mcp-rest-map.md for REST endpoint shapes.
| Op | CLI (preferred) | REST fallback |
|---|---|---|
| List clusters | aidp cluster list |
GET /clusters — or GET /workspaces/<ws>/clusters |
| Status / config | aidp cluster get --cluster-key <key> |
GET /workspaces/<ws>/clusters/<key> |
| Default cluster | aidp cluster get-default |
(in list output) |
| Libraries | aidp cluster list-libraries --cluster-key <key> (patch-library to add/remove) |
inside cluster GET |
| Start / Stop / Restart | aidp cluster start|stop|restart --cluster-key <key> |
POST /workspaces/<ws>/clusters/<key>/actions/start|stop|restart |
| Logs / metrics | aidp cluster search-logs|download-logs|summarize-metrics-data --cluster-key <key> |
…/clusters/<key>/… |
All CLI calls take --instance-id <DATALAKE_OCID> --auth api_key --profile DEFAULT --region <r>.
# CLI (preferred): list clusters
aidp cluster list --instance-id <DATALAKE_OCID> --auth api_key --profile DEFAULT --region us-ashburn-1
# CLI (preferred): cluster detail — state, config, connections
aidp cluster get --cluster-key <KEY> --instance-id <DATALAKE_OCID> --auth api_key --profile DEFAULT --region us-ashburn-1
# CLI (preferred): start (the CLI handles the required body for you)
aidp cluster start --cluster-key <KEY> --instance-id <DATALAKE_OCID> --auth api_key --profile DEFAULT --region us-ashburn-1
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.
- 5d ago First seen · 148 lines · 124 tokens per session scan A d6f6f0fc7527
aidp-cluster-ops is a skill published in the GitHub repository ahmedawan-oracle/claude-code-plugins (2 stars, last pushed 1mo ago), licensed MIT. It adds 124 tokens to every session and 2,729 once invoked, about $0.0006 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 2026-08-31.
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