# 164 Java Profiling Verify

> Use when you need to verify Java performance optimizations by comparing profiling results before and after refactoring — including baseline validation, post-refactoring report generation, quantitative before/after metrics comparison, side-by-side flamegraph analysis, regression detection, or creating profiling-comparison-analysis and profiling-final-results documentation. This should trigger for…

- **Type:** Skill
- **Install:** `agentstack add skill-jabrena-cursor-rules-java-164-java-profiling-verify`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [jabrena](https://agentstack.voostack.com/s/jabrena)
- **Installs:** 0
- **Category:** [Developer Tools](https://agentstack.voostack.com/c/developer-tools)
- **Latest version:** 0.1.0
- **License:** Apache-2.0
- **Upstream author:** [jabrena](https://github.com/jabrena)
- **Source:** https://github.com/jabrena/cursor-rules-java/tree/main/skills/164-java-profiling-verify
- **Website:** https://jabrena.github.io/cursor-rules-java/

## Install

```sh
agentstack add skill-jabrena-cursor-rules-java-164-java-profiling-verify
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Java Profiling Workflow / Step 4 / Verify results

Verify performance optimizations through rigorous before/after comparison: ensure baseline and post-refactoring profiling data use identical test conditions, generate post-refactoring reports, compare metrics (memory, CPU, GC, threading), perform side-by-side flamegraph analysis, document findings in profiling-comparison-analysis-YYYYMMDD.md and profiling-final-results-YYYYMMDD.md, and validate success criteria.

**What is covered in this Skill?**

- Pre-refactoring baseline: run profiler with same load before changes
- Post-refactoring: generate new reports with identical test conditions
- Comparison: memory (leaks, allocations, GC), CPU (hotspots, contention), visual flamegraph comparison
- Documentation: profiler/docs/profiling-comparison-analysis-YYYYMMDD.md, profiler/docs/profiling-final-results-YYYYMMDD.md
- File naming: baseline/after suffixes, timestamp-based organization
- Validation: verify reports exist, compare metrics, identify regressions

**Scope:** Identical test conditions are critical. Document test scenarios. Validate application runs with refactored code before generating new reports.

## Constraints

Use identical test conditions between baseline and post-refactoring. Verify both report sets are complete. Document test scenarios.

- **CONSISTENCY**: Use identical test conditions and load patterns for baseline and post-refactoring
- **VALIDATE**: Ensure both baseline and post-refactoring reports exist and are non-empty before comparison
- **DOCUMENT**: Record test scenarios and load patterns for reproduction
- **BEFORE APPLYING**: Read the reference for comparison templates and validation steps
- **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

- Verify performance fix
- Verify the performance
- Verify the memory
- Verify the threading
- Verify the GC
- Verify the profiling
- Verify the profiling
- Performance benchmark

## Workflow

1. **Read verification reference and confirm baseline data**

Read `references/164-java-profiling-verify.md` and verify baseline artifacts exist and are non-empty.

2. **Generate post-refactoring profiling data**

Run profiling with identical load/test conditions to produce comparable post-refactoring artifacts.

3. **Compare before/after metrics and visuals**

Perform quantitative comparisons for memory/CPU/GC/threading and side-by-side flamegraph analysis.

4. **Document final verification outcome**

Create comparison and final results reports with regressions, gains, and reproducible scenario details.

## Reference

For detailed guidance, examples, and constraints, see [references/164-java-profiling-verify.md](references/164-java-profiling-verify.md).

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [jabrena](https://github.com/jabrena)
- **Source:** [jabrena/cursor-rules-java](https://github.com/jabrena/cursor-rules-java)
- **License:** Apache-2.0
- **Homepage:** https://jabrena.github.io/cursor-rules-java/

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-jabrena-cursor-rules-java-164-java-profiling-verify
- Seller: https://agentstack.voostack.com/s/jabrena
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.
