Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/giuseppe-trisciuoglio/developer-kitnpx agentmods add skills/giuseppe-trisciuoglio/developer-kit/graalvm-native-imageWrote 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/giuseppe-trisciuoglio/developer-kit/graalvm-native-image)<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/graalvm-native-image"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/graalvm-native-image/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.
<a href="https://agentmods.dev/skills/giuseppe-trisciuoglio/developer-kit/graalvm-native-image"><img src="https://agentmods.dev/badge/skills/giuseppe-trisciuoglio/developer-kit/graalvm-native-image.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket pass
- Snyk pass
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 | $0.03621 |
| Opus 5 | $0.00062 | $0.01810 |
| Sonnet 5 | $0.00025 | $0.00724 |
| Haiku 4.5 | $0.00012 | $0.00362 |
Grade B, and why
graalvm-native-image scanned grade B with 2 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 yesterday.
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.
Sends data to an external URLmediumData exfiltration
A POST to an outside endpoint may be telemetry or may be exfiltration; either way the mod talks to somewhere, and you should know where.
curl -X POST http://localhost:8080/api/orders -H 'Content-Type: application/json' -d '{"item":"test"}' Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl http://localhost:8080/actuator/health How it starts
The opening of the file, as written. The whole thing — 430 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GraalVM Native Image for Java Applications
Expert skill for building high-performance native executables from Java applications using GraalVM Native Image, dramatically reducing startup time and memory consumption.
Overview
GraalVM Native Image compiles Java applications ahead-of-time (AOT) into standalone native executables. These executables start in milliseconds, require significantly less memory than JVM-based deployments, and are ideal for serverless functions, CLI tools, and microservices where fast startup and low resource usage are critical.
This skill provides a structured workflow to migrate JVM applications to native binaries, covering build tool configuration, framework-specific patterns, reflection metadata management, and an iterative approach to resolving native build failures.
When to Use
Use this skill when:
- Converting a JVM-based Java application to a GraalVM native executable
- Optimizing cold start times for serverless or containerized deployments
- Reducing memory footprint (RSS) of Java microservices
- Configuring Maven or Gradle with GraalVM Native Build Tools
- Resolving
ClassNotFoundException,NoSuchMethodException, or missing resource errors in native builds - Generating or editing
reflect-config.json,resource-config.json, or other GraalVM metadata files - Using the GraalVM tracing agent to collect reachability metadata
- Implementing
RuntimeHintsfor Spring Boot native support - Building native images with Quarkus or Micronaut
Instructions
1. Contextual Project Analysis
Before any configuration, analyze the project to determine the build tool, framework, and dependencies:
Detect the build tool:
# Check for Maven
if [ -f "pom.xml" ]; then
echo "Build tool: Maven"
# Check for Maven wrapper
[ -f "mvnw" ] && echo "Maven wrapper available"
fi
# Check for Gradle
if [ -f "build.gradle" ] || [ -f "build.gradle.kts" ]; then
echo "Build tool: Gradle"
[ -f "build.gradle.kts" ] && echo "Kotlin DSL"
[ -f "gradlew" ] && echo "Gradle wrapper available"
fi
What ships with it
6 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.
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.
- yesterday First seen · 430 lines · 124 tokens per session scan B cb5d73c730d8
graalvm-native-image is a skill published in the GitHub repository giuseppe-trisciuoglio/developer-kit (344 stars, last pushed yesterday), licensed MIT. It adds 124 tokens to every session and 3,621 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it B with 2 findings (sends data to an external url, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-10.
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