rag-in-action
by huangjia2019 (personal account)
End-to-end RAG system design, evaluation, and optimization. 极客时间RAG训练营，RAG 10大组件全面拆解，4个实操项目吃透 RAG 全流程。RAG的落地，往往是面向业务做RAG，而不是反过来面向RAG做业务。这就是为什么我们需要针对不同场景、不同问题做针对性的调整、优化和定制化。魔鬼全在细节中，我们深入进去探究。 (description from the project’s GitHub page)
Repository facts
- Stars
- 849
- Forks
- 329
- Open issues and pull requests
- 3
- Primary language
- Jupyter Notebook
- License
- No license file detected
- Owner
- huangjia2019 · Personal account
- Created
- Mar 6, 2025
- Last push
- Aug 25, 2026
Topics
Add this badge to your README
Shows this repository’s rank in AI on GitHub and links back to this page. Ranks are by stars and change when the list is refreshed. The badge is not an endorsement or a rating. About the badges
Markdown (for a README)
[](https://unitedstatesofamericasuperintelligence.com/github/huangjia2019--rag-in-action/)
HTML
<a href="https://unitedstatesofamericasuperintelligence.com/github/huangjia2019--rag-in-action/"><img src="https://unitedstatesofamericasuperintelligence.com/badges/github/huangjia2019--rag-in-action.svg" alt="Ranked #6,804 in AI on GitHub" height="20"></a>
Related projects
Projects that share this one’s GitHub topics.
Rank 9,486: NisaarAgharia/Advanced_RAG
Advanced Retrieval-Augmented Generation (RAG) through practical notebooks, using the power of the Langchain, OpenAI GPTs ,META LLAMA3 ,Agents.
502 starsJupyter NotebookNo license file detectedLast push Apr 26, 2024
Rank 63: headroomlabs-ai/headroom
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP s…
75,783 starsPythonApache-2.0Last push Oct 17, 2026
Rank 123: jeecgboot/JeecgBoot
【低代码v2.0，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项…
48,245 starsJavaApache-2.0Last push Oct 14, 2026
Rank 179: khoj-ai/khoj
Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your per…
37,733 starsPythonAGPL-3.0Last push Aug 2, 2026
Rank 208: Tencent/WeKnora
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
34,598 starsGoOther licenseLast push Oct 18, 2026
Rank 471: MemoriLabs/Memori
Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for…
17,151 starsPythonOther licenseLast push Oct 3, 2026