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
Controllable RAG Agent is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Controllable RAG Agent
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Controllable RAG Agent
Best first install candidate based on install readiness and adoption.
Freshest repo
Controllable RAG Agent
Most recent maintenance signal among this shortlist.
| Signal | Chatd Chat with your documents using local AI | RAG From Scratch Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation. | AnglE Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard | Controllable RAG Agent This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks. |
|---|---|---|---|---|
| Quality | 71/100 Strong | 93/100 Excellent | 79/100 Strong | 100/100 Excellent |
| Decision verdict | 73/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 90/100 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 0 installs | 1.5K stars 0 installs | 571 stars 0 installs | 1.6K stars 0 installs |
| Freshness | Jul 6, 2024 | Mar 11, 2026 | Mar 22, 2026 | Jun 4, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | JavaScript, RAG, Claude Code | JavaScript, RAG, Claude Code | Python, RAG, Claude Code | Jupyter Notebook, RAG, Claude Code, LangChain |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | 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 | 1 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add BruceMacD/chatd | $ npx skills add pguso/rag-from-scratch | $ npx skills add SeanLee97/AnglE | $ npx skills add NirDiamant/Controllable-RAG-Agent |