AI Dev Impact Lab JA
← Rankings · AI-RELATED REPO

bobo541574/lumina-rag

A RAG system built with Laravel 13, PostgreSQL 16 + pgvector, and OpenAI / Ollama. Upload PDFs/DOCX — text is chunked and embedded, then you can ask questions with source-cited answers. Hybrid search, MMR reranking, term aliases, runtime-tunable settings, Vue 3 SPA.

PHP MIT GitHub ↗
★ 0
stars
90
AI relevance
50
solo dev
1
tool sigs

AI Coding Tools Used

This repository contains config files from these AI coding tools, indicating AI-assisted development.

OpenAI Codex (AGENTS.md) AGENTS.md

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (2)
OpenAI Ollama
🗄️ Vector DBs (1)
pgvector
🤖 LLM models (1)
Llama
💾 Databases (1)
PostgreSQL
🌐 Web frameworks (2)
Laravel Vue

GitHub Topics

#hybrid-search #laravel #php #pinia #rag-pipeline #tailwindcss #typescript #vector-search #vite #vue

Language breakdown (by bytes)

CSS
0.7%
PHP
77.9%
Vue
14.5%
Blade
0.1%
JavaScript
0.1%
TypeScript
6.7%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: openai
GitHub topics +25 matched: rag
README head +20 (derived from the score — README text is not stored)
Exclusion penalty -10

Total AI relevance score: 90 / 100

Position among AI repos in the same language

We track 116 PHP repos, of which 82 score 40 or above on AI relevance. 18 have more stars than this one (top 16.4%), and 2 score higher (top 2.6%).

Owner

Account
bobo541574
Type
User
Followers
2

Dates

Created on GitHub 2026-05-10
Last push 2026-06-29
First seen here 2026-05-10
Last fetched 2026-08-18 16:14

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