Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
hylo-index-knowledge
Prototype with this skill first; keep a fallback candidate ready.
Fastest prototype
Deep RAG
Best first install candidate based on install readiness and adoption.
Freshest repo
hylo-index-knowledge
Most recent maintenance signal among this shortlist.
| Signal | Deep RAG 🔍 Deep RAG: Advanced Retrieval-Augmented Generation system that goes beyond vector search. Enables AI to perform multi-hop reasoning, negation queries, numerical comparisons & global aggregation on your knowledge base. Supports OpenAI, Anthropic, Google Gemini. Python FastAPI + React UI | hylo-index-knowledge Builds and refreshes domain-based index files for the Hylo knowledge base. Use this skill whenever the user wants to build, rebuild, refresh, or update the knowledge index, create domain indexes, organize knowledge by domain, or index the knowledge base. Triggers on phrases like 'build knowledge index', 'rebuild index', 'refresh knowledge index', 'update domain indexes', 'index my knowledge base', 'regenerate index', or any request to create or maintain the knowledge index files. | hylo-recap Reviews content against the Hylo knowledge base (_knowledge/) and surfaces what's related and what's in tension. Covers two scenarios: (1) associative recap — cross-check a single short note, daily note, draft, or pasted text against the knowledge base right now, while the thought is fresh; (2) periodic review — recap everything created or updated over a recent window (e.g. the past week). Trigger on phrases like 'recap this', 'what do I already know that relates to this', 'does this conflict with anything I've written', 'weekly review', 'review this week's notes', '联想', '回顾一下', '和我的知识库对照一下', '有没有矛盾的观点', '实时联想', '本周回顾', '周回顾', or any request to recall related or conflicting knowledge, either for a piece of writing or for a recent time window. |
|---|---|---|---|
| Quality | 62/100 Promising | 61/100 Promising | 61/100 Promising |
| Decision verdict | 52/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 60/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 60/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. |
| Adoption | 193 stars Verified outcomes are shown on each skill page | 91 stars Verified outcomes are shown on each skill page | 91 stars Verified outcomes are shown on each skill page |
| Freshness | Nov 17, 2025 | Oct 4, 2026 | Oct 4, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Python, Knowledge Base, Claude Code, OpenAI Agents | Claude Code | Claude Code |
| Warnings | 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 · builders willing to evaluate younger projects | Content automation workflows · Claude Code teams · builders willing to evaluate younger projects |
| 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 |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add boluo2077/deep-rag | $ npx skills add skoowoo/hylo --skill hylo-index-knowledge | $ npx skills add skoowoo/hylo --skill hylo-recap |