performance-analysis
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.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
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 RiskAll 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.
Confirmed security concerns (1)
Risk Factors
โก Contains scripts (1)
โ๏ธ External commands (50)
๐ Filesystem access (7)
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https://skillstore.io/skills/ruvnet-performance-analysis/audits/8?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<a href="https://skillstore.io/skills/ruvnet-performance-analysis?utm_source=security_passport_badge"><img src="https://skillstore.io/badges/skills/ruvnet-performance-analysis/security.svg" alt="Skillstore security assessment" loading="lazy"></a>Embed card
<iframe src="https://skillstore.io/embed/skills/ruvnet-performance-analysis.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>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/8BibTeX 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 variantsEach author remains a separate installable skill. The recommended variant is ranked by Skillstore evidence.
Why this variant is first
dnyoussef-performance-analysis
2026-08-21
ruvnet-performance-analysis
2026-08-21
Skillstore Score
Why this score Evidence Confidence: HighWhat 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
Analyze my current Claude Flow swarm for bottlenecks during the last hour and summarize the three highest-impact issues.
Review swarm {swarm_id} for {time_range}, focusing on memory, agent utilization, and task queue delays above {threshold} percent.Compare the current swarm with {baseline_swarm_id} and produce a Markdown report covering regressions, improvements, metrics, and prioritized recommendations.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.