# leonyangdev/UltimateRAG

<https://repo.masters-masters.com/en/repos/leonyangdev/UltimateRAG>

[Home](https://repo.masters-masters.com/en) › [leonyangdev](https://repo.masters-masters.com/en/owners/leonyangdev) › [UltimateRAG](https://repo.masters-masters.com/en/repos/leonyangdev/UltimateRAG)

leonyangdev/UltimateRAG has 231 stars on GitHub. Its RepoMasters card: Prototype tier. 一个按路线图逐步实现的 RAG 学习项目：从 Naive RAG → Advanced RAG → Agentic RAG →…

| Field | Value |
| --- | --- |
| Owner | [leonyangdev](https://repo.masters-masters.com/en/owners/leonyangdev) |
| Stars | 231 |
| Forks | 13 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | None |
| Created | 2025 |
| Tier | [Prototype (100 to 249 ★)](https://repo.masters-masters.com/en/ranks/rush) |
| View on GitHub | [leonyangdev/UltimateRAG](https://github.com/leonyangdev/UltimateRAG) |

## Repository

一个按路线图逐步实现的 RAG 学习项目：从 Naive RAG → Advanced RAG → Agentic RAG → GraphRAG & Fine-tuning → RAGOps，在本地用 LangChain + 向量库把“文档问答”跑通，并逐步加入语义分块、混合检索、重排序、路由、自反思与工具调用等能力。 从最简单的 Demo 进化到企业级、甚至科研级的 RAG 系统。

The tier for repos with 100 to 249 ★. Published odds per card pulled: 70%. Rarity: Common.

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