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 jabrena/plinth --skill 161-java-profiling-detectgit clone --depth 1 https://github.com/jabrena/plinthWrote 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/jabrena/plinth/161-java-profiling-detect)<a href="https://agentmods.dev/skills/jabrena/plinth/161-java-profiling-detect"><img src="https://agentmods.dev/badge/skills/jabrena/plinth/161-java-profiling-detect/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/jabrena/plinth/161-java-profiling-detect"><img src="https://agentmods.dev/badge/skills/jabrena/plinth/161-java-profiling-detect.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector 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 | $0.00131 | $0.00770 |
| Opus 5 | $0.00066 | $0.00385 |
| Sonnet 5 | $0.00026 | $0.00154 |
| Haiku 4.5 | $0.00013 | $0.00077 |
Grade A, and why
161-java-profiling-detect 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 7d 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 — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Java Profiling Workflow / Step 1 / Collect data to measure potential issues
Set up the Java profiling detection phase using a trusted preinstalled async-profiler v4.x, problem-driven interactive profiling scripts, and comprehensive data collection for CPU hotspots, memory leaks, lock contention, GC issues, and I/O bottlenecks. Uses JEP 518 (Cooperative Sampling) and JEP 520 (Method Timing) for reduced overhead.
What is covered in this Skill?
- Run application with profiling JVM flags (run-java-process-for-profiling.sh)
- Interactive profiling script (profiler/scripts/profile-java-process.sh) — copy exact template
- Directory structure: profiler/scripts/, profiler/results/, profiler/current/
- Automated OS/architecture detection and trusted preinstalled async-profiler validation
- CPU, memory, lock, GC, I/O profiling modes
- Flamegraph and JFR output with timestamped results
Scope: Use the exact bash script templates without modification or interpretation.
Constraints
Copy bash scripts exactly from templates. Ensure JVM flags are applied for profiling compatibility. Verify Java processes are running before attaching profiler.
- CRITICAL: Copy the bash script templates exactly — do not modify, interpret, or enhance
- SETUP: Create profiler directory structure: profiler/scripts, profiler/results
- SUPPLY CHAIN: Do not download profiler binaries at runtime; require
ASYNC_PROFILER_HOMEorprofiler/currentto point to a trusted, preinstalled async-profiler distribution - EXECUTABLE: Make scripts executable with chmod +x
- BEFORE APPLYING: Read the reference for exact script templates and setup instructions
- EDGE CASE: If request scope is ambiguous, stop and ask a clarifying question before applying changes
- EDGE CASE: If required inputs, files, or tooling are missing, report what is missing and ask whether to proceed with setup guidance
When to use this skill
- Improve the code with profiling
- Apply Profiling
- Refactor the code with profiling
- Add profiling support
- Collect JFR or async-profiler data for Java performance
What ships with it
3 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.
- 7d ago First seen · 65 lines · 131 tokens per session scan A 0943dd1be019
161-java-profiling-detect is a skill published in the GitHub repository jabrena/plinth (438 stars, last pushed yesterday), licensed Apache-2.0. It adds 131 tokens to every session and 770 once invoked, about $0.0007 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 2026-09-03.
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