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 | NLP Projects word2vec, sentence2vec, machine reading comprehension, dialog system, text classification, pretrained language model (i.e., XLNet, BERT, ELMo, GPT), sequence labeling, information retrieval, information extraction (i.e., entity, relation and event extraction), knowledge graph, text generation, network embedding | Knowledge Graphs A collection of research on knowledge graphs | 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 |
|---|---|---|---|---|
| Quality | 49/100 Needs review | 68/100 Promising | 90/100 Excellent | 100/100 Excellent |
| Decision verdict | 51/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 70/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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. |
| Adoption | 571 stars 0 installs | 1.8K stars 0 installs | 4.4K stars 0 installs | 66K stars 0 installs |
| Freshness | Jan 11, 2021 | Oct 7, 2022 | Jul 19, 2025 | May 24, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | OpenEdge ABL, Knowledge Graph, Claude Code, OpenAI Agents | JavaScript, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | 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 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 |
| 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 gaoisbest/NLP-Projects | $ npx skills add shaoxiongji/knowledge-graphs | $ npx skills add zjunlp/DeepKE | $ npx skills add 666ghj/MiroFish |