Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Pyod
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pyod
Best first install candidate based on install readiness and adoption.
Freshest repo
Sktime
Most recent maintenance signal among this shortlist.
| Signal | Anomaly Detection Resources Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works! | Pyod A Python library for anomaly detection across tabular, time series, graph, text, and image data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents. | Sktime A unified framework for machine learning with time series | Darts A python library for user-friendly forecasting and anomaly detection on time series. |
|---|---|---|---|---|
| Quality | 97/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 99/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 9.3K stars Verified outcomes are shown on each skill page | 9.9K stars Verified outcomes are shown on each skill page | 9.8K stars Verified outcomes are shown on each skill page |
| 9.4K stars Verified outcomes are shown on each skill page |
| Freshness | Mar 2, 2026 | Jun 5, 2026 | Jun 11, 2026 | Jun 6, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Workflow automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add yzhao062/anomaly-detection-resources | $ npx skills add yzhao062/pyod | $ npx skills add sktime/sktime | $ npx skills add unit8co/darts |