Skills when-analyzing-performance-use-performance-analysis
📦

when-analyzing-performance-use-performance-analysis

v1.0.0 Content revision r1 High Risk ⚙️ External commands

Analyze Claude Flow Swarm Performance

Performance work is hard when swarm metrics, profiles, and benchmarks are scattered. This skill gives Claude, Codex, and Claude Code a structured analysis workflow.

Supports: Claude Codex Code(CC)
⚠️ 38 Poor

Install with my Agent

Copy this request to your Agent. It includes the canonical Skill page and manifest.

Agent request
Review the Skillstore skill "when-analyzing-performance-use-performance-analysis" from https://skillstore.io/skills/dnyoussef-when-analyzing-performance-use-performance-analysis.md and its manifest at https://skillstore.io/api/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/manifest. Verify the artifact. Stop and obtain explicit user consent before installing or changing files.

Your Agent should still show its plan and request any confirmation required by the security policy.

Agent-readable resources

Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.

Markdown detail GET /skills/dnyoussef-when-analyzing-performance-use-performance-analysis.md Signed manifest GET /api/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/manifest Signed lockfile GET /api/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/lockfile

Test it

Using "when-analyzing-performance-use-performance-analysis". A swarm completes tasks slowly after adding more agents.

Expected outcome:

The result identifies coordination overhead, slow agent response times, and a benchmark plan. It recommends topology changes and post-change validation.

Using "when-analyzing-performance-use-performance-analysis". A team needs to prove an optimization improved performance.

Expected outcome:

The result compares baseline and current metrics, reports throughput and latency deltas, and lists whether improvement targets were met.

Using "when-analyzing-performance-use-performance-analysis". Memory usage grows during long swarm workflows.

Expected outcome:

The result summarizes memory hotspots, likely leaks, affected agents, and safe profiling steps before any cleanup command.

Security Audit

High Risk
v8 • 7/5/2026 Open versioned report

The static backtick and command-substitution findings are mostly Markdown examples or safe shell expressions. A real risk remains because the skill directs runtime npx execution from the alpha channel and includes state-changing optimization commands.

4
Files scanned
607
Lines analyzed
0
Review items
0
False positives ignored

Confirmed security concerns (2)

High
SKILL.md:68-100PROCESS.md:8-31
Runtime External Package Execution
The skill repeatedly directs users or agents to run npx claude-flow@alpha. This downloads and executes mutable package code at runtime.
The commands are explicit and repeated across the main workflow. The alpha tag is mutable, so the executed package can change after review.
High
SKILL.md:300-334PROCESS.md:22-26
Automatic State-Changing Optimization
The workflow includes auto-apply optimization, topology changes, agent rebalancing, memory cleanup, and neural training commands. These can change swarm state without clear approval gates.
The cited commands are explicit state-changing operations. The skill presents them as workflow steps rather than requiring a dry run or separate approval.

Risk Factors

⚙️ External commands (47)
PROCESS.md:6 SKILL.md:68-101 SKILL.md:101-127 SKILL.md:127-142 SKILL.md:142-151 SKILL.md:151-188 SKILL.md:188-192 SKILL.md:192-205 SKILL.md:205-214 SKILL.md:214-246 SKILL.md:246-275 SKILL.md:275-291 SKILL.md:291-300 SKILL.md:300-335 SKILL.md:335-340 SKILL.md:340-344 SKILL.md:344-347 SKILL.md:347-353 SKILL.md:353-356 SKILL.md:356-361 SKILL.md:361-364 SKILL.md:364-369 SKILL.md:369-378 SKILL.md:378-420 SKILL.md:420-431 SKILL.md:431-444 SKILL.md:131 SKILL.md:140 SKILL.md:159 SKILL.md:194 SKILL.md:197 SKILL.md:200 SKILL.md:202 SKILL.md:203 SKILL.md:204 SKILL.md:284 SKILL.md:397 SKILL.md:398 SKILL.md:419 SKILL.md:433 SKILL.md:439 SKILL.md:127-142 SKILL.md:151-188 SKILL.md:192-205 SKILL.md:275-291 SKILL.md:378-420 SKILL.md:431-444
Audited by: codex View Audit History →
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Open versioned report
Security Assessment

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Academic citations (APA · BibTeX · CFF)

APA citation

DNYoussef. (2026). when-analyzing-performance-use-performance-analysis security audit report (audit version 8) [Author version 1.0.0]. Skillstore. https://skillstore.io/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/audits/8

BibTeX citation

@techreport{dnyoussef-dnyoussef-when-analyzing-performance-use-performance-analysis-2026, author = {DNYoussef}, title = {when-analyzing-performance-use-performance-analysis security audit report (audit version 8)}, institution = {Skillstore}, year = {2026}, number = {8}, url = {https://skillstore.io/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/audits/8}, note = {Author version 1.0.0} }

CITATION.cff

cff-version: 1.2.0 message: "If you use this Skill, cite its author and this versioned security audit report." title: "when-analyzing-performance-use-performance-analysis security audit report (audit version 8)" version: "1.0.0" type: report authors: - name: "DNYoussef" date-released: "2026-07-05" url: "https://skillstore.io/skills/dnyoussef-when-analyzing-performance-use-performance-analysis/audits/8" identifiers: - type: other value: "skillstore:dnyoussef-when-analyzing-performance-use-performance-analysis:audit:8" description: "Skillstore immutable audit report identifier"

Skillstore Score

Why this score Evidence Confidence: Medium
55
Architecture
100
Maintainability
87
Content
71
Community
83
Spec Compliance

What You Can Build

Diagnose Slow Swarm Workflows

Find likely bottlenecks when a Claude Flow swarm has poor throughput or high latency.

Validate Optimization Results

Compare baseline and optimized runs to show whether performance targets were reached.

Prepare Repeatable Benchmarks

Create a consistent performance workflow for profiling, reporting, and regression checks.

Try These Prompts

Create a Baseline 
Use this skill to establish a baseline for my Claude Flow swarm. Summarize throughput, latency, resource use, and next steps.
Profile a Slow Workflow 
Use this skill to profile a Claude Flow workflow with slow task completion. Identify likely CPU, memory, network, and coordination bottlenecks.
Compare Optimization Results 
Use this skill to compare baseline and optimized benchmark results. Rank bottlenecks and recommend changes with validation metrics.
Run a Full Improvement Cycle 
Use this skill for a full performance improvement cycle on a production-like swarm. Require approval before any state-changing optimization command.

Best Practices

  • Establish a baseline before changing topology, memory settings, or agent allocation.
  • Review every generated shell command before running it in a shared environment.
  • Validate changes with repeated benchmarks and compare results against explicit targets.

Avoid

  • Do not auto-apply optimizations before reviewing recommendations and rollback steps.
  • Do not compare results from different workload sizes or measurement windows.
  • Do not treat profiler output as complete without checking logs and error rates.

Frequently Asked Questions

What does this skill analyze?
It analyzes Claude Flow swarm performance, including baselines, profiles, bottlenecks, optimizations, and validation results.
Does it run commands automatically?
It provides command workflows for an AI agent or user to review. Users should approve commands before execution.
Which tools does it require?
It expects Claude Flow and standard shell tools, including jq and bc for some examples.
Can I use it with Codex or Claude Code?
Yes. The workflow can guide Claude, Codex, and Claude Code when shell access is available.
Does it change my swarm configuration?
Some examples can change topology, memory, and agent allocation. Run those only after review.
How should I use results?
Use results to prioritize bottlenecks, choose changes, and confirm improvements with repeated benchmarks.

Developer Details

Author

DNYoussef

License

MIT

Author version

v1.0.0

Skillstore revision

r1

Repository

https://github.com/DNYoussef/ai-chrome-extension/tree/main/.claude/skills/performance/when-analyzing-performance-use-performance-analysis

Ref

c579efd02184f1128d6741d16e6c8d951d7d4208

Maintenance freshness

7/18/2026

Usage

4 downloads · 241 views

File structure

📄 process-diagram.gv

📄 PROCESS.md

📄 README.md

📄 SKILL.md