Skill comparison
Compare agent skills before installing.
Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Langchain Chatchat is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
Langchain Chatchat
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Quivr
Best first install candidate based on install readiness and adoption.
Freshest repo
AdalFlow
Most recent maintenance signal among this shortlist.
| Signal | Langchain Chatchat Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain | Streamer Sales Streamer-Sales 销冠 —— 卖货主播 LLM 大模型🛒🎁，一个能够根据给定的商品特点从激发用户购买意愿角度出发进行商品解说的卖货主播大模型。🚀⭐内含详细的数据生成流程❗ 📦另外还集成了 LMDeploy 加速推理🚀、RAG检索增强生成 📚、TTS文字转语音🔊、数字人生成 🦸、 Agent 使用网络查询实时信息🌐、ASR 语音转文字🎙️、Vue 生态搭建前端🍍、FastAPI 搭建后端🗝️、Docker-compose 打包部署🐋 | Quivr Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want. | AdalFlow AdalFlow: The library to build & auto-optimize LLM applications. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 76/100 Strong | 95/100 Excellent | 100/100 Excellent |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 78/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 99/100 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 | 38K stars 0 installs | 3.7K stars 0 installs | 39K stars 0 installs | 4.2K stars 0 installs |
| Freshness | Nov 10, 2025 | Mar 8, 2025 | Jul 9, 2025 | May 29, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, RAG, Claude Code, OpenAI Agents, LangChain | Python, RAG, Claude Code, OpenAI Agents | Python, RAG, Claude Code, OpenAI Agents | Python, RAG, Claude Code |
| Warnings | No major risk signals from current metadata | Repository looks stale · No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata |
| 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 need a vendor-supported SLA · high-compliance environments without internal security review | 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 |
| OpenAgentSkill engagement | 1 views 0 install copies | 0 views 0 install copies | 2 views 0 install copies | 1 views 0 install copies |
| Install | $ npx skills add chatchat-space/Langchain-Chatchat | $ npx skills add PeterH0323/Streamer-Sales | $ npx skills add QuivrHQ/quivr | $ npx skills add SylphAI-Inc/AdalFlow |