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/astronomer/agents/deploying-java-sdk-bundlesnpx skills add astronomer/agents --skill deploying-java-sdk-bundlesgit clone --depth 1 https://github.com/astronomer/agentsWhat 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 | $0.00146 | $0.02778 |
| Opus 5 | $0.00073 | $0.01389 |
| Sonnet 5 | $0.00029 | $0.00556 |
| Haiku 4.5 | $0.00015 | $0.00278 |
Grade C, and why
deploying-java-sdk-bundles scanned grade C with 1 finding 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 3d 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.
Recursive force deletehighDestructive command
rm -rf with a variable or a broad path is one typo away from removing the wrong tree.
&& apt-get clean && rm -rf /var/lib/apt/lists/* How it starts
The opening of the file, as written. The whole thing — 238 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Deploying Java SDK Bundles
A Java SDK deployment has one artifact: a bundle — your compiled task classes plus the SDK, packaged as a JAR (or a thin JAR alongside its dependency JARs). You build it with Gradle or Maven, then place it in a directory that the JavaCoordinator scans (jars_root) on every worker. This skill is platform-neutral; it shows the build once, then both an open-source and an Astro deployment path.
Experimental. The Java SDK is in preview. Artifact versions below are shown as
${version}; while the SDK is pre-release you may need to build the artifacts into your local Maven repository yourself (see the preview builds section).
Order of operations: build the bundle (this skill) → place it where
jars_rootpoints → configure the coordinator (configuring-airflow-language-sdks). The task code itself is authoring-java-sdk-tasks.
Build with Gradle (recommended)
Apply the SDK's Gradle plugin and declare dependencies in build.gradle:
plugins {
id("org.apache.airflow.sdk") version "${version}"
}
repositories {
mavenCentral()
}
dependencies {
annotationProcessor("org.apache.airflow:airflow-sdk-processor:${version}") // annotation API only
implementation("org.apache.airflow:airflow-sdk:${version}")
// Optional logging integration, e.g.:
// implementation("org.apache.airflow:airflow-sdk-jpl:${version}")
}
airflowBundle {
mainClass = "com.example.Main" // your BundleBuilder entry point
// fatJar = false // opt out of the single-JAR build (see below)
}
Build it:
./gradlew bundle
The build/bundle/ directory then holds all required JAR(s). Notes:
- The
annotationProcessorline is needed only if you use the annotation-based API. The interface-based API doesn't need it. - By default the plugin produces a fat JAR (via the Shadow plugin) — one self-contained file, which avoids cross-project dependency clashes. Set
fatJar = falseinairflowBundlefor thin JARs; you then deploy every dependency JAR too. - The Gradle plugin validates that
mainClassexists at build time (verifyBundleMainClass).
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.
- 3d ago First seen · 238 lines · 146 tokens per session scan C 8852d9db8131
deploying-java-sdk-bundles is a skill published in the GitHub repository astronomer/agents (432 stars, last pushed 16d ago), licensed Apache-2.0. It adds 146 tokens to every session and 2,778 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it C with 1 finding (recursive force delete). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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