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
Semantic Router
Most recent maintenance signal among this shortlist.
| Signal | ManipVQA [IROS24 Oral]ManipVQA: Injecting Robotic Affordance and Physically Grounded Information into Multi-Modal Large Language Models | VLMEvalKit Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks | Semantic Router Superfast AI decision making and intelligent processing of multi-modal data. |
|---|---|---|---|
| Quality | 41/100 Needs review | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 31/100 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 102 stars Verified outcomes are shown on each skill page | 4.2K stars Verified outcomes are shown on each skill page | 3.9K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 22, 2024 | Jun 17, 2026 | Sep 12, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Robotics, Claude Code | Python, Computer Vision, Claude Code, OpenAI Agents | Python, Computer Vision, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | 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 | RAG and knowledge 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 | 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 |
| Install | $ npx skills add SiyuanHuang95/ManipVQA | $ npx skills add open-compass/VLMEvalKit | $ npx skills add aurelio-labs/semantic-router |