Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Hello Agents
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Hello Agents
Best first install candidate based on install readiness and adoption.
Freshest repo
Fastembed
Most recent maintenance signal among this shortlist.
| Signal | Fastembed Fast, Accurate, Lightweight Python library to make State of the Art Embedding | Hello Agents 📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程 | Llm App Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more. |
|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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 | 3.1K stars 0 installs | 59K stars 0 installs | 59K stars 0 installs |
| Freshness | Jun 23, 2026 | Jun 11, 2026 | Jun 10, 2026 |
| Use-case fit |
| Stack fit |
| Platform hints | Python, RAG, Claude Code, OpenAI Agents | Python, RAG, Claude Code | Jupyter Notebook, RAG, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents 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 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 | 1 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add qdrant/fastembed | $ npx skills add datawhalechina/hello-agents | $ npx skills add pathwaycom/llm-app |