Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
VLMEvalKit
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
VLMEvalKit
Best first install candidate based on install readiness and adoption.
Freshest repo
Bifromq
Most recent maintenance signal among this shortlist.
| Signal | Bifromq Apache BifroMQ (Incubating) is a high-performance, distributed MQTT broker that natively supports multi-tenancy. It is designed to enable the building of large-scale IoT device connectivity and messaging systems. | VLMEvalKit Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks |
|---|---|---|
| Quality | 86/100 Excellent | 100/100 Excellent |
| Decision verdict | 97/100 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 | 785 stars Verified outcomes are shown on each skill page | 4.2K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 26, 2026 | Jun 17, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Java, IoT, Claude Code | Python, Computer Vision, Claude Code, OpenAI Agents |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add apache/bifromq | $ npx skills add open-compass/VLMEvalKit |