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
FlagEmbedding is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
FlagEmbedding
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Chinese Word Vectors
Best first install candidate based on install readiness and adoption.
Freshest repo
FlagEmbedding
Most recent maintenance signal among this shortlist.
| Signal | Node2vec Implementation of the node2vec algorithm. | FlagEmbedding Retrieval and Retrieval-augmented LLMs | Prompttools Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB). | Chinese Word Vectors 100+ Chinese Word Vectors 上百种预训练中文词向量 |
|---|---|---|---|---|
| Quality | 84/100 Strong | 100/100 Excellent | 96/100 Excellent | 83/100 Strong |
| Decision verdict | 86/100 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. | 85/100 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 | 12K stars 0 installs | 3.0K stars 0 installs | 12K stars 0 installs |
| Freshness | Oct 6, 2025 | Apr 22, 2026 | Feb 11, 2026 | Oct 30, 2023 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Embeddings, Claude Code | Python, Embeddings, Claude Code | Python, Embeddings, Claude Code, OpenAI Agents | Python, Embeddings, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | Repository looks stale · 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 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add eliorc/node2vec | $ npx skills add FlagOpen/FlagEmbedding | $ npx skills add hegelai/prompttools | $ npx skills add Embedding/Chinese-Word-Vectors |