Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
GenAI Agents
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
GenAI Agents
Best first install candidate based on install readiness and adoption.
Freshest repo
Spring AI Alibaba
Most recent maintenance signal among this shortlist.
| Signal | Agentok AG2 Visualized - Build Multi-Agentic Apps with Drag-and-Drop. | Spring AI Alibaba Agentic AI Framework for Java Developers | Agent Orchestrator Agentic orchestrator for parallel coding agents — plans tasks, spawns agents, and autonomously handles CI fixes, merge conflicts, and code reviews. | GenAI Agents 50+ tutorials and implementations for Generative AI Agent techniques, from basic conversational bots to complex multi-agent systems. |
|---|---|---|---|---|
| Quality | 72/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 71/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 415 stars Verified outcomes are shown on each skill page | 11K stars Verified outcomes are shown on each skill page | 9.1K stars |
| 23K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 8, 2026 | Aug 15, 2026 | Aug 10, 2026 | Jun 17, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | TypeScript, Multi-Agent, Claude Code, OpenAI Agents | Java, Multi-Agent, Claude Code | TypeScript, Multi-Agent, Claude Code, OpenAI Agents | Jupyter Notebook, AI Agents, Claude Code, OpenAI Agents, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation workflows · Claude Code teams · builders willing to evaluate younger projects | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 dustland/agentok | $ npx skills add alibaba/spring-ai-alibaba | $ npx skills add AgentWrapper/agent-orchestrator | $ npx skills add NirDiamant/GenAI_Agents |