RAG System · Python

simple-rag

Maksym Radko@tttmaximttt · Atlas 53.6 · #21= builder

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What it is

This repository provides a self-hosted RAG (retrieval-augmented generation) server for chatting with PDF documents. It includes a web UI for setup and document management, supports multiple vector stores and embedding/LLM providers, and features authentication and security mechanisms.

Scored from the code at its last scan, 29 Oct 2026. How merit is scored

Where it counts

NLP & LLMs90%
Machine Learning60%
Data Science30%
MLOps20%
AI Agents10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

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RankProjectBuilderFieldMerit

37ollama-webui-personalML Application · SvelteThis repository provides a personal fork of the Open WebUI, a web-based interface for interacting with LLMs via Ollama or OpenAI-compatible APIs. It includes features such as retrieval-augmented generation (RAG), audio transcription, image generation, and web browsing…56.4/100ImplementationPetr SovadinaNLP & LLMs
38, shared rankHuggingFace-Project-LearningEducational Implementation · Jupyter NotebookThe repository is a collection of 38 Jupyter notebooks that follow the Hugging Face NLP and Reasoning courses, with added reimplementations of tokenizers, GRPO, and a causal LM training loop from scratch, and an end-to-end Romanian QA project (though the key evaluation notebook…56.2/100ImplementationPop AlexandruNLP & LLMs
38, shared ranksimple-ragRAG System · Python56.2/100ImplementationMaksym RadkoNLP & LLMs
40GWIQ-atlasAI Developer Tool · PythonGWIQ-atlas is a toolkit for building per-layer activation atlases of language models to enable informed quantization and surgical analysis. It provides tools for activation census, layer analysis, compliance behavior mapping, and atlas construction, but lacks the surgery tools…56.0/100ImplementationRickNLP & LLMs
41, shared rankapexLibrary / Framework · RustThe repository provides the reference Rust implementation of the APEX (Agent Planning & Execution Specification) DSL, including a parser, validator, interpreter, and tool registry for controlling LLM reasoning and agent workflows.54.8/100ImplementationLuiz Cesar SpiesNLP & LLMs

What it is

Where it counts

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