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 | SimGRAG Official code of the ACL 2025 paper "SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation" | LightRAG [EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation" | Memvid Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory. | 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 | 43/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 33/100 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 | 139 stars Verified outcomes are shown on each skill page | 37K stars Verified outcomes are shown on each skill page | 16K stars Verified outcomes are shown on each skill page | 70K stars Verified outcomes are shown on each skill page |
| Freshness | Jul 25, 2025 | Jun 18, 2026 | May 27, 2026 | Aug 3, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, RAG, Claude Code | Python, Knowledge Graph, Claude Code, OpenAI Agents | Rust, Semantic Search, 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 | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects | 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 YZ-Cai/SimGRAG | $ npx skills add HKUDS/LightRAG | $ npx skills add memvid/memvid | $ npx skills add 666ghj/MiroFish |