---
title: "all-in-rag vs caveman"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/datawhalechina-all-in-rag-vs-juliusbrussee-caveman"
tools: ["datawhalechina-all-in-rag", "juliusbrussee-caveman"]
---

# all-in-rag vs caveman

Neutral, constraint-first comparison with live GitHub stats.

| | [all-in-rag](/tools/datawhalechina-all-in-rag.md) | [caveman](/tools/juliusbrussee-caveman.md) |
| --- | --- | --- |
| Tagline | 大模型应用开发实战一：RAG技术全栈指南 | Cuts 65% of tokens in AI coding agent responses. |
| Stars | 9,294 | 86,189 |
| Forks | 4,625 | 4,805 |
| Open issues | 17 | 370 |
| Language | Python | JavaScript |
| License | - | MIT |
| Categories | Data & Retrieval, LLM Frameworks | LLM Frameworks, Developer Tools |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=datawhalechina-all-in-rag`](/api/graphcanon/graph?tool=datawhalechina-all-in-rag)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_