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 | Msda Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomaly detector | Semantic Router Superfast AI decision making and intelligent processing of multi-modal data. | VLMEvalKit Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks | Aily Blockly AI IDE for hardware development, support Arduino, MicroPython, ESP32, STM32, RP2040, Nrf5x... |
|---|---|---|---|---|
| Quality | 42/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 32/100 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 129 stars Verified outcomes are shown on each skill page | 3.9K stars Verified outcomes are shown on each skill page | 4.2K stars |
| 3.8K stars Verified outcomes are shown on each skill page |
| Freshness | Oct 7, 2021 | Sep 12, 2026 | Jun 17, 2026 | Aug 11, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Jupyter Notebook, Sensor Data, Claude Code | Python, Computer Vision, Claude Code | Python, Computer Vision, Claude Code, OpenAI Agents | TypeScript, IoT, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Data analysis workflows · Claude Code teams · builders willing to evaluate younger projects | RAG and knowledge 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 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 | 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 ajayarunachalam/msda | $ npx skills add aurelio-labs/semantic-router | $ npx skills add open-compass/VLMEvalKit | $ npx skills add ailyProject/aily-blockly |