Skills performance-analysis
๐Ÿ“ฆ

performance-analysis

Content revision r2 Medium Risk โšก Contains scriptsโš™๏ธ External commands๐Ÿ“ Filesystem access

Analyze Claude Flow Swarm Performance

Claude Flow swarms can hide delays across agents, memory, processing, and network operations. This skill identifies bottlenecks and produces prioritized optimization guidance.

Supports: Claude Codex Code(CC)
๐Ÿ“Š 69 Adequate

Install with my Agent

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

Agent request
Review the Skillstore skill "performance-analysis" from https://skillstore.io/skills/ruvnet-performance-analysis.md and its manifest at https://skillstore.io/api/skills/ruvnet-performance-analysis/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.

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.

Test it

Using "performance-analysis". Analyze the current swarm for the last hour.

Expected outcome:

The report identifies communication delay as the largest bottleneck, followed by memory loading and task queue wait time.

Using "performance-analysis". Compare the current swarm with the previous release.

Expected outcome:

  • Average task time improved by 12 percent.
  • Agent utilization increased by 5 percent.
  • Communication latency remains above the target.

Using "performance-analysis". Recommend safe fixes for high cache misses.

Expected outcome:

Enable caching in a test environment, measure hit rate and latency, then expand the change only after confirming improvement.

Security Audit

Medium Risk
v8 โ€ข 7/23/2026 Open versioned report

All 64 static findings are false positives caused by Markdown formatting, fixed examples, documentation links, or context-free pattern matching. No prompt injection or data exfiltration intent was found. One medium supply-chain risk remains because the npx commands do not pin a package version.

1
Files scanned
561
Lines analyzed
0
Review items
0
False positives ignored

Confirmed security concerns (1)

Medium
Unpinned NPM Package Execution
Examples repeatedly run npx claude-flow without a package version. A compromised or unexpectedly changed registry release could execute during analysis.
The quick-start examples directly show unversioned npx execution. This creates a recognized dependency supply-chain risk despite the legitimate package purpose.
Audited by: codex View Audit History โ†’
Share & cite this report

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Open versioned report
Security Assessment

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https://skillstore.io/skills/ruvnet-performance-analysis/audits/8?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_report

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Academic citations (APA ยท BibTeX ยท CFF)

APA citation

ruvnet. (2026). performance-analysis security audit report (audit version 8) [Author version unspecified]. Skillstore. https://skillstore.io/skills/ruvnet-performance-analysis/audits/8

BibTeX citation

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

CITATION.cff

cff-version: 1.2.0 message: "If you use this Skill, cite its author and this versioned security audit report." title: "performance-analysis security audit report (audit version 8)" version: "unspecified" type: report authors: - name: "ruvnet" date-released: "2026-07-23" url: "https://skillstore.io/skills/ruvnet-performance-analysis/audits/8" identifiers: - type: other value: "skillstore:ruvnet-performance-analysis:audit:8" description: "Skillstore immutable audit report identifier"

Compare variants

2 installable variants

Each author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.

Why this variant is first

Highest Skillstore Score
Claude Flow Team Recommended

dnyoussef-performance-analysis

Skillstore Score 79
Evidence Confidence High
Skillstore usage 9
Updated

2026-08-21

ruvnet Current

ruvnet-performance-analysis

Skillstore Score 69
Evidence Confidence High
Skillstore usage 7
Updated

2026-08-21

Skillstore Score

Why this score Evidence Confidence: High
55
Architecture
85
Maintainability
87
Content
71
Community
78
Spec Compliance

What You Can Build

Diagnose Slow Swarms

Find delayed communication, overloaded agents, or inefficient task execution before changing the swarm configuration.

Track Performance Regressions

Compare reports after application or workflow changes to identify regressions and validate improvements.

Enforce Performance Checks

Generate recurring reports in CI and fail workflows when critical bottlenecks exceed agreed thresholds.

Try These Prompts

Basic Bottleneck Check
Analyze my current Claude Flow swarm for bottlenecks during the last hour and summarize the three highest-impact issues.
Focused Resource Analysis
Review swarm {swarm_id} for {time_range}, focusing on memory, agent utilization, and task queue delays above {threshold} percent.
Comparative Performance Report
Compare the current swarm with {baseline_swarm_id} and produce a Markdown report covering regressions, improvements, metrics, and prioritized recommendations.
Performance Improvement Plan
Analyze {swarm_id}, rank bottlenecks by impact, estimate confidence, propose reversible fixes, and define validation metrics for each change.

Best Practices

  • Establish a measured baseline before applying any optimization.
  • Review automatic fixes and test each change in a development environment.
  • Track the same metrics after every change to confirm impact and detect regressions.

Avoid

  • Do not apply every recommendation at once without isolating its effect.
  • Do not treat estimated improvement percentages as guaranteed results.
  • Do not run unpinned packages or automatic fixes in production workflows.

Frequently Asked Questions

What does this skill analyze?
It analyzes communication, processing, memory, network, task, and agent performance metrics available through Claude Flow.
Does it work without Claude Flow?
No. Its commands, metrics, and examples depend on a configured Claude Flow environment.
Can it change my swarm configuration?
Only workflows using the fix option may apply optimizations. Review and test those changes before production use.
Which report formats are supported?
The documented command supports Markdown, HTML, and JSON reports with optional metrics and selected sections.
Can it compare performance over time?
Yes. It supports time ranges and comparison with a previous swarm identifier when relevant metrics are available.
Are the predicted improvements guaranteed?
No. Improvement estimates are examples. Validate every recommendation against measured results in your own environment.

Developer Details

Author

ruvnet

License

MIT

Skillstore revision

r2

Version notice

The author did not declare a version.

Ref

ebdfe608f5de2b66ff37ab4af12af8ac4f5e8006

Maintenance freshness

7/26/2026

Usage

6 downloads ยท 273 views

File structure

๐Ÿ“„ SKILL.md

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