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pguso / rag-from-scratch

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

Why this job: says: from scratch; topics: tutorial

Picture from the pguso/rag-from-scratch README

What it does

No black boxes. No cloud APIs. Just clear explanations, simple examples, and local code you fully understand.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Inactive
Last commit 8 months ago
Stars
1,652
+2 this week
Licence
MIT
Allows business use
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
JavaScript
100% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
None
No issues filed
Pull requests
0 merged
1 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • JavaScript 100%

Topics

  • agents
  • ai-agents
  • educational
  • llm
  • node-llama-cpp
  • nodejs
  • rag
  • rag-chatbot
  • rag-pipeline
  • tutorial

Project record

  • JobLists and guides
  • StatusListed
  • Commits23
  • Forks197
  • Watching12
  • Stars in 28 days+14
  • CreatedOct 27, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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