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
LightRAG is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
LightRAG
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
LightRAG
Best first install candidate based on install readiness and adoption.
Freshest repo
Dgraph
Most recent maintenance signal among this shortlist.
| Signal | ToG This is the official github repo of Think-on-Graph (ICLR 2024). If you are interested in our work or willing to join our research team in Shenzhen, please feel free to contact us by email (xuchengjin@idea.edu.cn) | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | FlagEmbedding Retrieval and Retrieval-augmented LLMs | Dgraph high-performance graph database for real-time use cases |
|---|---|---|---|---|
| Quality | 49/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 51/100 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 | 650 stars 0 installs | 37K stars 0 installs | 12K stars 0 installs | 22K stars 0 installs |
| Freshness | Mar 24, 2024 | Jun 18, 2026 | Apr 22, 2026 | Jun 19, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, Embeddings, Claude Code | Go, Knowledge Graph, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | 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 | 5 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add DataArcTech/ToG | $ npx skills add HKUDS/LightRAG | $ npx skills add FlagOpen/FlagEmbedding | $ npx skills add dgraph-io/dgraph |