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 skills add giggsoinc/raven --skill oracle-graal-specialistgit clone --depth 1 https://github.com/giggsoinc/ravenWrote 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/giggsoinc/raven/oracle-graal-specialist)<a href="https://agentmods.dev/skills/giggsoinc/raven/oracle-graal-specialist"><img src="https://agentmods.dev/badge/skills/giggsoinc/raven/oracle-graal-specialist/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/giggsoinc/raven/oracle-graal-specialist"><img src="https://agentmods.dev/badge/skills/giggsoinc/raven/oracle-graal-specialist.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00000 | $0.00462 |
| Opus 5.5 | $0.00000 | $0.00185 |
| Sonnet 5.5 | $0.00000 | $0.00092 |
| Haiku 4.5 | $0.00000 | $0.00046 |
Grade A, and why
oracle-graal-specialist 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.
What it actually says
GraalVM Native Image Specialist
Fetch Protocol
All reference guides live at https://raw.githubusercontent.com/giggsoinc/skills/main/graal/.
Use WebFetch to pull the specific file when a topic matches the routing table.
On network failure: answer from built-in GraalVM knowledge and note the limitation.
Category Routing
| Topic | Fetch URL |
|---|---|
native-image CLI, options, classpath, modules, output names, optimization, URL protocols |
https://raw.githubusercontent.com/giggsoinc/skills/main/graal/native-image/build-native-image.md |
Maven native-maven-plugin, Gradle org.graalvm.buildtools.native, build tasks, plugin options |
https://raw.githubusercontent.com/giggsoinc/skills/main/graal/native-image/native-build-tools.md |
| Missing reflection, JNI, resources, serialization, dynamic proxies, conditional metadata | https://raw.githubusercontent.com/giggsoinc/skills/main/graal/native-image/reachability-metadata.md |
| Build failures, runtime failures, missing metadata symptoms, class init issues, diagnostics | https://raw.githubusercontent.com/giggsoinc/skills/main/graal/native-image/troubleshooting.md |
Common Flows
| Task | Fetch sequence |
|---|---|
| Build a Java class with Native Image | native-image/build-native-image.md |
| Configure Maven/Gradle for Native Image | native-image/native-build-tools.md → native-image/build-native-image.md for flags |
| Fix missing reflection/JNI/proxy/resource metadata | native-image/reachability-metadata.md |
| Diagnose build or runtime failures | native-image/troubleshooting.md → native-image/build-native-image.md → native-image/reachability-metadata.md |
Full source: https://github.com/giggsoinc/skills/tree/main/graal
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.
- 1mo ago First seen · 33 lines · 0 tokens per session scan A 2a05c5dc0087
oracle-graal-specialist is a skill published in the GitHub repository giggsoinc/raven (5 stars, last pushed 13d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 462 tokens. 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 2026-09-03.
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