Clawrag

• 8GB+ RAM (16GB recommended)

RAG插件

• OpenClaw怎麼可能沒痛點？用RDS插件來釋放OpenClaw全部潛力
  14. https://www.53ai.com/news/Openclaw/2026030924610.html
• 有無其他db的插件？有無ironclaw的插件？openclaw的插件是否能用在ironclaw？
• 插件有advanced rag 技術嗎？

Clawskills.sh

• Mysql / postgresql
  14. https://clawskills.sh/skills/reed1898-db-readonly
  14. https://clawskills.sh/skills/jgarrison929-database-operations
• qdrant
  14. https://clawskills.sh/skills/yoder-bawt-qdrant-advanced
• Openviking
  14. https://clawskills.sh/skills/zaynjarvis-openviking
• Local file
  14. https://clawskills.sh/skills/wjreliable-local-file-rag-basic
• Dify (有rerank)
  14. https://clawskills.sh/skills/xiaowenzhou-dify-kb-search
• Ragora (有rerank)
  14. https://clawskills.sh/skills/mregmi-ragora
• Ragflow
  14. https://clawskills.sh/skills/angusthefuzz-ragflow
• 以上有rerank嗎？

https://github.com/andyrewlee/awesome-agent-orchestrators

• Personal assistants
  14. 目前找到 version> 1的
      21. https://github.com/agentscope-ai/CoPaw - ui
      21. https://github.com/leon-ai/leon?tab=readme-ov-file – 更新週期(年), no mcp
      21. https://github.com/AndyMik90/Aperant - ui
      21. https://github.com/AutoMaker-Org/automaker - ui
      21. https://github.com/chernistry/bernstein - 貢獻者4人
      21. https://github.com/smtg-ai/claude-squad - 管理agent，自己不是agent
      21. https://github.com/standardagents/dmux - 管理agent，自己不是agent
      21. https://github.com/Charlie85270/Dorothy - ui
      21. https://github.com/johannesjo/parallel-code - 管理agent，自己不是agent
      21. https://github.com/superset-sh/superset - macos
      21. https://github.com/ruvnet/ruflo
      21. https://github.com/getclawe/clawe - ui
      21. https://github.com/byronxlg/skillfold - not agent
      21. https://github.com/mikeyobrien/ralph-orchestrator
      21. https://github.com/saltbo/agent-kanban - ui
      21. https://github.com/vivy-company/aizen - macos

https://github.com/nearai/ironclaw/issues/87

• ironclaw的postgresql/pgvector是針對memory還是knowledge，還是都有？

Lightrag, lightrag mcp server

Rag mcp server openclaw

• Ironclaw + lightrag mcp server / nanobot + lightrag mcp server
• RAG-Anything vs lightrag

• RAG-Anything建構在lightRAG上，有多模態處理功能

• lightRAG支援postgresql(default)/neo4j/mongodb/opensearch/milvus/memgraph

• Ironclaw + RAG-Anything mcp server

1. 14. Ironclaw
       21. Star: 11.1k, v0.23.0 - 2026-03-27
       21. 要多跑一個postgresql在local
       21. Rust
       21. ui
   14. Nanobot
       21. Star: 37k, v0.1.4.post6
       21. 星星數多
       21. Python
       21. Cli
       21. windows
   14. RAG-Anything
       21. Star: 14.8k, v1.2.10
       21. 預設postgresql
   14. Rag-anything-mcp
       21. Star: 16