Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Pytorch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Pytorch
Best first install candidate based on install readiness and adoption.
Freshest repo
Pytorch
Most recent maintenance signal among this shortlist.
| Signal | Intrusion Detection Systems This is the repo of the research paper, "Evaluating Shallow and Deep Neural Networks for Network Intrusion Detection Systems in Cyber Security". | Pytorch Tensors and Dynamic neural networks in Python with strong GPU acceleration |
|---|---|---|
| Quality | 46/100 Needs review | 100/100 Excellent |
| Decision verdict | 36/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 297 stars Verified outcomes are shown on each skill page | 101K stars Verified outcomes are shown on each skill page |
| Freshness | Dec 22, 2023 | Jun 16, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Machine Learning, Claude Code | Python, Machine Learning, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository 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 |
| Install | $ npx skills add rahulvigneswaran/Intrusion-Detection-Systems | $ npx skills add pytorch/pytorch |