---
title: "rag-demystified"
type: "tool"
slug: "pchunduri6-rag-demystified"
canonical_url: "https://www.graphcanon.com/tools/pchunduri6-rag-demystified"
github_url: "https://github.com/pchunduri6/rag-demystified"
homepage_url: null
stars: 858
forks: 57
primary_language: "Python"
license: "Apache-2.0"
archived: false
categories: ["llm-frameworks", "vector-databases", "data-retrieval"]
tags: ["vector-database", "llm", "ai", "question-answering", "rag", "retrieval-augmented-generation", "chatgpt", "gpt"]
updated_at: "2026-07-11T11:27:08.235538+00:00"
---

# rag-demystified

> An LLM-powered advanced RAG pipeline built from scratch

An LLM-powered advanced RAG pipeline built from scratch

## Facts

- Repository: https://github.com/pchunduri6/rag-demystified
- Stars: 858 · Forks: 57 · Open issues: 2 · Watchers: 4
- Primary language: Python
- License: Apache-2.0
- Last pushed: 2024-01-26T04:49:00+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Dormant (computed 2026-07-11T11:27:06.546Z)
- Security scan: No lockfile (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:27:07.257Z
- Full report: [trust report](/tools/pchunduri6-rag-demystified/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/pchunduri6-rag-demystified/trust)

## Categories

- [LLM Frameworks](/categories/llm-frameworks.md)
- [Vector Databases](/categories/vector-databases.md)
- [Data & Retrieval](/categories/data-retrieval.md)

## Tags

vector-database, llm, ai, question-answering, rag, retrieval-augmented-generation, chatgpt, gpt

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_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/pchunduri6-rag-demystified`](/api/graphcanon/tools/pchunduri6-rag-demystified)
- 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/_