Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
MiroFish is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
MiroFish
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
MiroFish
Best first install candidate based on install readiness and adoption.
Freshest repo
MiroFish
Most recent maintenance signal among this shortlist.
| Signal | WEB KG 爬取百度百科中文页面，抽取三元组信息，构建中文知识图谱 | KAG KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model. | AI Knowledge Graph AI Powered Knowledge Graph Generator | MiroFish A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物 |
|---|---|---|---|---|
| Quality | 51/100 Needs review | 100/100 Excellent | 95/100 Excellent | 100/100 Excellent |
| Decision verdict | 53/100 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 | 956 stars 0 installs | 8.8K stars 0 installs | 2.3K stars 0 installs | 66K stars 0 installs |
| Freshness | Jul 20, 2020 | Jan 28, 2026 | Dec 28, 2025 | May 24, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code |
| Warnings | Repository looks stale | No OpenAgentSkill engagement data yet | 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 | 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 | 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 | 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 | 0 views 0 install copies |
| Install | $ npx skills add lixiang0/WEB_KG | $ npx skills add OpenSPG/KAG | $ npx skills add robert-mcdermott/ai-knowledge-graph | $ npx skills add 666ghj/MiroFish |