# pguso/rag-from-scratch

<https://repo.masters-masters.com/en/repos/pguso/rag-from-scratch>

[Home](https://repo.masters-masters.com/en) › [pguso](https://repo.masters-masters.com/en/owners/pguso) › [rag-from-scratch](https://repo.masters-masters.com/en/repos/pguso/rag-from-scratch)

pguso/rag-from-scratch has 1,651 stars on GitHub. Its RepoMasters card: Beta tier. Demystify RAG by building it from scratch. Local LLMs, no black boxes -…

| Field | Value |
| --- | --- |
| Owner | [pguso](https://repo.masters-masters.com/en/owners/pguso) |
| Stars | 1,651 |
| Forks | 197 |
| Language | [JavaScript](https://repo.masters-masters.com/en/languages/javascript) |
| License | MIT |
| Created | 2025 |
| Topics | agents, ai-agents, educational, llm, node-llama-cpp, nodejs, rag, rag-chatbot, rag-pipeline, tutorial |
| Tier | [Beta (700 to 1,999 ★)](https://repo.masters-masters.com/en/ranks/box_office) |
| View on GitHub | [pguso/rag-from-scratch](https://github.com/pguso/rag-from-scratch) |

## Repository

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

The tier for repos with 700 to 1,999 ★. Published odds per card pulled: 6%. Rarity: Rare.

## More repos by pguso

- [pguso/ai-agents-from-scratch · ★ 4,893 · JavaScript · RC](https://repo.masters-masters.com/en/repos/pguso/ai-agents-from-scratch)
- [pguso/agents-from-scratch · ★ 1,071 · Python · Beta](https://repo.masters-masters.com/en/repos/pguso/agents-from-scratch)
- [pguso/js-plugin-circliful · ★ 869 · TypeScript · Beta](https://repo.masters-masters.com/en/repos/pguso/js-plugin-circliful)

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Data: GitHub · Illustration drawn by RepoMasters from the repo’s ID and its language color.