Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
SurfSense
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
SurfSense
Best first install candidate based on install readiness and adoption.
Freshest repo
ReMe
Most recent maintenance signal among this shortlist.
| Signal | Memanto Memory that AI Agents Love! | ReMe ReMe: Memory Management Kit for Agents - Remember Me, Refine Me. | SurfSense An open source, privacy focused alternative to NotebookLM for teams with no data limits. Join our Discord: https://discord.gg/ejRNvftDp9 | LEANN [MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device. |
|---|---|---|---|---|
| Quality | 76/100 Strong | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 87/100 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.1K stars Verified outcomes are shown on each skill page | 3.3K stars Verified outcomes are shown on each skill page | 15K stars Verified outcomes are shown on each skill page |
| 13K stars Verified outcomes are shown on each skill page |
| Freshness | Jun 19, 2026 | Aug 7, 2026 | Jun 27, 2026 | Jul 3, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, RAG, Claude Code, LangChain | Python, RAG, Claude Code | Python, RAG, Claude Code, LangChain | Python, RAG, Claude Code, OpenAI Agents, LangChain |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents 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 | Local desktop 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 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 moorcheh-ai/memanto | $ npx skills add agentscope-ai/ReMe | $ npx skills add MODSetter/SurfSense | $ npx skills add yichuan-w/LEANN |