Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
SurfSense is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
SurfSense
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
SurfSense
Best first install candidate based on install readiness and adoption.
Freshest repo
SurfSense
Most recent maintenance signal among this shortlist.
| Signal | Ragbook Notebooks Repository for the "Building LLMs for Production" book by Towards AI. | SurfSense An open source, privacy focused alternative to NotebookLM for teams with no data limits. Join our Discord: https://discord.gg/ejRNvftDp9 | Handy Ollama 动手学Ollama，CPU玩转大模型部署，在线阅读地址：https://datawhalechina.github.io/handy-ollama/ | RAG Cookbooks This repository contains various advanced techniques for Retrieval-Augmented Generation (RAG) systems. |
|---|---|---|---|---|
| Quality | 70/100 Strong | 100/100 Excellent | 90/100 Excellent | 74/100 Strong |
| Decision verdict | 81/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 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. | 76/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. |
| Adoption | 553 stars 0 installs | 14K stars 0 installs | 2.4K stars 0 installs | 2.5K stars 0 installs |
| Freshness | Jan 25, 2026 | Jun 12, 2026 | Jan 15, 2026 | Feb 17, 2025 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, RAG, Claude Code, LangChain, LlamaIndex | Python, RAG, Claude Code, LangChain | Jupyter Notebook, RAG, Claude Code, LangChain, LlamaIndex | Jupyter Notebook, RAG, Claude Code, OpenAI Agents, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata | Repository looks stale · No OpenAgentSkill engagement data yet |
| Best for | 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 | 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 |
| 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 require actively maintained dependencies · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies | 2 views 0 install copies | 2 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add towardsai/ragbook-notebooks | $ npx skills add MODSetter/SurfSense | $ npx skills add datawhalechina/handy-ollama | $ npx skills add athina-ai/rag-cookbooks |