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
Logseq
Most recent maintenance signal among this shortlist.
| Signal | Chatbot CN 基于金融-司法领域(兼有闲聊性质)的聊天机器人，其中的主要模块有信息抽取、NLU、NLG、知识图谱等，并且利用Django整合了前端展示,目前已经封装了nlp和kg的restful接口 | DeepKE [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction | 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 | Logseq A privacy-first, open-source platform for knowledge management and collaboration. Download link: http://github.com/logseq/logseq/releases. roadmap: https://logseq.io/p/NX4mc_ggEV |
|---|---|---|---|---|
| Quality | 71/100 Strong | 90/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 73/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 92/100 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 | 1.3K stars 0 installs | 4.4K stars 0 installs | 66K stars 0 installs | 43K stars 0 installs |
| Freshness | Jun 13, 2021 | Jul 19, 2025 | May 24, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code | Clojure, Knowledge Graph, 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 | 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add charlesXu86/Chatbot_CN | $ npx skills add zjunlp/DeepKE | $ npx skills add 666ghj/MiroFish | $ npx skills add logseq/logseq |