Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Mem0
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Mem0
Best first install candidate based on install readiness and adoption.
Freshest repo
Mem0
Most recent maintenance signal among this shortlist.
| Signal | SecGPT An Execution Isolation Architecture for LLM-Based Agentic Systems | Mem0 Universal memory layer for AI Agents | Langgraph Build resilient agents. | Autogen A programming framework for agentic AI |
|---|---|---|---|---|
| Quality | 42/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 32/100 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 | 116 stars Verified outcomes are shown on each skill page | 61K stars Verified outcomes are shown on each skill page | 35K stars Verified outcomes are shown on each skill page |
| 59K stars Verified outcomes are shown on each skill page |
| Freshness | Jan 31, 2025 | Jul 18, 2026 | Jun 21, 2026 | Apr 15, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, LLM, Claude Code, OpenAI Agents, LangChain | Python, AI Agents, Claude Code, OpenAI Agents | Python, AI Agents, Claude Code, OpenAI Agents, LangChain | Python, LLM, Claude Code, OpenAI Agents |
| 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 | Security and compliance workflows · Claude Code teams · builders willing to evaluate younger projects | agent-frameworks workflows · Claude Code teams · teams that value GitHub adoption signals | agent-frameworks workflows · Claude Code teams · teams that value GitHub adoption signals | agent-frameworks 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 llm-platform-security/SecGPT | $ npx skills add mem0ai/mem0 | $ npx skills add langchain-ai/langgraph | $ npx skills add microsoft/autogen |