mcpbeat Sign in

164 Java Profiling Verify Agent Skill

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 requests such as Verify performance fix; Verify the performance; Verify the memory; Verify the threading; Compare before and after profiling results; Check for performance regressions after refactoring. Part of Plinth Toolkit

4k tokens
context cost
the whole folder, loaded on every use
2
files
instructions only
0
copies elsewhere
how many repositories repackaged it
423
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/jabrena/plinth --skill 164-java-profiling-verify

The instruction itself

5 sections, as written by the author

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
  • Compare before and after profiling results
  • Performance benchmark
  • Check for performance regressions after refactoring

Workflow

  • Read verification reference and confirm baseline data

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

  • Generate post-refactoring profiling data

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

  • Compare before/after metrics and visuals

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

  • 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.

Other skills for the same job

different authors, same section of the catalogue
Seaborn
by ComeOnOliver
×3

Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for exploratory analysis and publication figures.

57k tokens
Ab Test Setup
by lingxling
×1

Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness.

2k tokens
Dbt Transformation Patterns
by ComeOnOliver
×1

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

6k tokens
Dbt Transformation Patterns
by ComeOnOliver
×1

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

7k tokens
Keeper Stress Analysis
by ClickHouse
vendor

Analyze ClickHouse Keeper stress-test results from play.clickhouse.com / keeper_stress_tests data warehouse. Use whenever the user asks about Keeper performance, validates Keeper PRs against stress dashboards, investigates regressions or improvements in Keeper nightlies, asks about specific date windows / SHAs / PR-sets in Keeper stress tests, wants per-PR or window-vs-window comparisons, asks "did this PR break Keeper", asks "what changed in Keeper between dates", or wants a summary report of Keeper stress runs. Triggers on terms like "keeper stress", "keeper PR", "keeper p99", "keeper memory", "keeper rps", "keeper nightly", "keeper-stress-tests", "keeper validation", "keeper regression", or any question referencing the keeper-stress Grafana dashboard. ALWAYS prefer this skill over re-deriving the workflow from scratch — it captures hard-learned lessons about cgroup-vs-Keeper memory, bench-harness confounds, noise floors, and per-PR attribution limits.

40k tokens scripts
Dbt Transformation Patterns
by wshobson

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.

3k tokens
Dashboard Testing
by microsoft
vendor

Guide for writing tests for the Aspire Dashboard. Use this when asked to create, modify, or debug dashboard unit tests or Blazor component tests.

4k tokens
Canvas2d Data Visualization
by openai
vendor

Render data visualizations with Canvas2D. Use when the visualization needs high mark counts, fast redraws, immediate-mode rendering, custom hit testing, or a hybrid Canvas plus SVG or HTML architecture.

10k tokens

How to use it

Copy the folder

Take jabrena/164-java-profiling-verify from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.