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
MemMachine is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
MemMachine
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
DeepKE
Best first install candidate based on install readiness and adoption.
Freshest repo
MemMachine
Most recent maintenance signal among this shortlist.
| Signal | ChatIE The online version is temporarily unavailable because we cannot afford the key. You can clone and run it locally. Note: we set defaul openai key. If keys exceed plan and are invalid, please tell us. The response speed depends on openai. ( sometimes, the official is too crowded and slow) | Pipeshub AI PipesHub is a fully extensible and explainable workplace AI platform for enterprise search and workflow automation | MemMachine Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems. | DeepKE [EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction |
|---|---|---|---|---|
| Quality | 50/100 Needs review | 100/100 Excellent | 100/100 Excellent | 90/100 Excellent |
| Decision verdict | 52/100 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. | 92/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 825 stars 0 installs | 3.0K stars 0 installs | 3.1K stars 0 installs | 4.4K stars 0 installs |
| Freshness | May 28, 2024 | Jun 14, 2026 | Jun 14, 2026 | Jul 19, 2025 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Knowledge Graph, Claude Code, OpenAI Agents | Python, Knowledge Graph, Claude Code, LangChain | Python, Knowledge Graph, Claude Code | Python, Knowledge Graph, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No major risk signals from current metadata | 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 | 2 views 0 install copies | 1 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add cocacola-lab/ChatIE | $ npx skills add pipeshub-ai/pipeshub-ai | $ npx skills add MemMachine/MemMachine | $ npx skills add zjunlp/DeepKE |