Projects in Awesome Lists tagged with rag
A curated list of projects in awesome lists tagged with rag .
https://github.com/g-hano/Claude-Powered-Study-Assistant
A study assistant powered by Claude Opus. It provides various tools to assist with different tasks, such as researching,coding,note-taking and more.
Last synced: 06 Jan 2025
https://github.com/pcastiglione99/ragify-search
RAGify is designed to enhance search capabilities using Retrieval-Augmented Generation (RAG). By combining traditional web search with AI-driven contextual understanding, RAGify retrieves relevant information from the web and generates concise, human-readable summaries.
langchain llm ollama python rag streamlit
Last synced: 30 Jan 2025
https://github.com/dianaow/products-knowledge-graph
Implementing Retrieval-Augmented Generation (RAG) with constructed Knowledge Graph
knowledge-graph langchain langchain-python neo4j rag vector-search
Last synced: 16 Jan 2025
https://github.com/souvikmajumder26/multi-agent-medical-assistant
⚕️GenAI-powered multi-agentic medical diagnostics and healthcare research assistance chatbot. 🏥 Designed for healthcare professionals, researchers and patients.
agent agentic-ai agents chatbot computer-vision disease-detection genai genai-chatbot generative-ai guardrails langchain langgraph large-language-models llm medical-image-processing medical-imaging python rag retrieval-augmented-generation vector-database
Last synced: 22 Mar 2025
https://github.com/tushar2704/powerful-rag-applications
Powerful RAG Applications
application chainlit chatbot claude django fastapi llm llms openai rag streamlit tushar2704 vectors
Last synced: 18 Feb 2025
https://github.com/andreiglesias/ai-medical-voice-assistant
AI chat/voice assistant designed to calculate medical scores
ai chatbot langchain llm ollama openai openai-whisper rag voice-assistant whisper
Last synced: 07 May 2025
https://github.com/nimavahdat/llama_rag_system
Llama_RAG_System is a local Retrieval-Augmented Generation (RAG) system that leverages the LLaMA model to provide intelligent answers to user queries by processing uploaded PDFs and fetching relevant web information while ensuring privacy.
aiassistant chatbot chromadb flask gradio llama3 llm prompt-engineering rag webscraping
Last synced: 06 May 2025
https://github.com/simranjeet97/learn_rag_from_scratch_llm
Learn Retrieval-Augmented Generation (RAG) from Scratch using LLMs from Hugging Face and Langchain or Python
artificial-intelligence datascience-machinelearning genai-domain genai-usecase generative-ai llm-apps llm-evaluation llm-framework llm-training rag rag-application rag-chatbot rag-embeddings rag-evaluation rag-implementation rag-llm rag-model rag-pipeline retrieval-augmented-generation
Last synced: 15 Apr 2025
https://github.com/fernanda-kipper/ai-assistant-java
AI Assistant using RAG technique to give contextualized responses
ai-assistant java langchain4j rag
Last synced: 04 May 2025
https://github.com/nathadriele/biophenotype-rag
This project implements a RAG (Retrieval-Augmented Generation) application to answer questions about phenotypes using biological and genomic data. The pipeline integrates information retrieval with response generation via language models (LLM), facilitating accurate analysis of phenotypic data.
anaconda genomic-data-analysis grafana groq jupyter-notebook langchain llm monitoring phenotypes pinecone pipeline-ingestion postgresql prefect pytest rag sql streamlit
Last synced: 07 Apr 2025
https://github.com/g-hano/claude-powered-study-assistant
A study assistant powered by Claude Opus. It provides various tools to assist with different tasks, such as researching,coding,note-taking and more.
Last synced: 09 Apr 2025
https://github.com/astrabert/supabase-ai-chat
A journalist that knows lots of news about AI!📰💻
ai assistant gradio-python-llm huggingface-spaces python rag retrieval-augmented-generation supabase text-generation
Last synced: 12 Apr 2025
https://github.com/mirascope/chamois
The standardized interface for information retrieval
artificial-intelligence developer-tools embeddings llm rag
Last synced: 06 May 2025
https://github.com/samashi47/fstt-llm-chat-bot
A chat bot for the Faculty of Sciences and Technologies of Tangier. Using both RAG and finetuning as separate models.
fine-tuning llama3 llm nlp rag
Last synced: 23 Apr 2025
https://github.com/benitomartin/agentic-rag-langchain-pinecone
Agentic RAG with LangChain and Pinecone
jupyter-notebook langchain langchain-agent llm pinecone python rag
Last synced: 31 Dec 2024
https://github.com/extrawest/movies-ai-search-demo
LangChain4j Neo4j Graph RAG - Movies Search Demo. An AI-powered movie database application built with Java 21, Spring Boot 3.3.3, and Neo4j. The app uses LangChain4j to enable natural language queries, providing personalized recommendations, interactive graph visualizations, and dynamic data exploration.
ai graph java21 langchain4j maven neo4j rag spring spring-boot togetherai vaadin-framework
Last synced: 30 Apr 2025
https://github.com/mazzasaverio/fastapi-langchain-rag
(Let's start with a) Scalable question-answering system utilizing FastAPI, LangChain (LCEL), and PGVector, featuring an ingestion pipeline. Deployed on GCP Cloud Run via Terraform.
chatbot cloud-run fastapi langchain pgvector question-answering rag
Last synced: 11 Apr 2025
https://github.com/robinmillford/cortex-ai-multi-model-insights-hub
Cortex AI: Multi-Model Insights Hub is an advanced platform that leverages cutting-edge AI to empower your research, analysis, and data exploration. By integrating multiple Large Language Models (LLMs) with a sophisticated Retrieve-and-Generate (RAG) system
article-extractor chatbot data-analysis data-visualization deepseek-chat deepseek-r1 llama3 llm pdf-document-processor rag streamlit-webapp summarizer vector-database
Last synced: 20 Mar 2025
https://github.com/tph-kds/trimodalrag_system
*Built upon the integration of text, image, and audio modalities, this Multi-modal RAG task follows a structured, step-by-step pipeline to effectively combine and process diverse data sources.*
generative-ai langchain-chains llmops multimodal rag
Last synced: 15 Apr 2025
https://github.com/andraz/ragtitles
Optimize Subtitles for RAG Ingestion
rag srt subtitles vtt vtt-subtitles youtube-dl
Last synced: 22 Dec 2024
https://github.com/javaidiqbal11/advanced-rag-llm-approaches
This repo is build to facilitate the state-of-the-art RAGs approaches with it's use cases and detailed descriptions.
gpt-4 langchain llama-index llm rag
Last synced: 30 Jan 2025
https://github.com/ignacioct/boardrag
A RAG application feeding on board games running locally. Create a database with your favorite board game rulesets and query the RAG model to get answers to your questions!
Last synced: 10 Apr 2025
https://github.com/elmiraghorbani/dynamic_prompting
Dynamic Few-Shot Prompting is a Python package that dynamically selects N samples that are contextually close to the user's task or query from a knowledge base (similar to RAG) to include in the prompt.
few-shot-classifcation few-shot-prompting generative-ai gpt information-retrieval knowledge-base llama llama3 llama3-prompts llm nlp prompt prompt-engineering prompt-tuning python rag retreival retrieval-augmented-generation
Last synced: 10 Feb 2025
https://github.com/gurpreetkaurjethra/rag-evaluator
A library for evaluating Retrieval-Augmented Generation (RAG) systems
bert bleu-score diversity evaluation-metrics generative-ai library llm metrics perplexity python-3 racial-bias rag rouge-metric streamlit
Last synced: 15 Apr 2025
https://github.com/braamohamed/coffee-chat-voice-assistant
Coffee Chat Voice Assistant is a voice-driven ordering system powered by Azure OpenAI GPT-4o Realtime API and Azure AI Speech, simulating the experience of ordering coffee with a café barista. It supports natural conversations, live order updates, and real-time transcription, showcasing the power of AI for seamless customer interactions.
jupyter-notebook python rag react realtime-audio voice voice-assistant voice-chat voice-commands voice-recognition voice-synthesis websocket
Last synced: 05 May 2025
https://github.com/redte-ch/retrieve
Find what you already know with RAG, Zotero, ChromaDB.
chromadb cython genai langchain llm mistral-7b ollama python rag second-brain zotero
Last synced: 17 Mar 2025
https://github.com/yas-sim/openvino-chatbot-rag-pdf
LLM Chatbot-RAG by OpenVINO. The chatbot can read a PDF file and answer to the related questions.
chatbot huggingface large-language-models llama llama2 llm neural-chat openvino pdf python rag retrieval-augmented-generation
Last synced: 22 Apr 2025
https://github.com/mta-tech/kai
KAI allows users to perform complex analytics and document searches using natural language queries
agent ai analytics database llm rag sql text-to-sql
Last synced: 27 Feb 2025
https://github.com/aiven-labs/preparing-data-for-opensearch-and-rag
ai opensearch python rag workshop
Last synced: 21 Mar 2025
https://github.com/xlisp/rag-code-sorting-search
RAG code sorting search, RAG knowledge organization
Last synced: 28 Apr 2025
https://github.com/johnnybui/okos
Okos is a Telegram AI Assistant built with TypeScript, LangGraph, and multiple AI model providers. It maintains conversation context and provides summaries of interactions.
ai chat-bot chatbot gemini groq langchain langchain-js langgraph langgraph-js langsmith okos ollama openai rag rag-chatbot redis search-api telegram-bot typescript
Last synced: 12 Feb 2025
https://github.com/denismurphy/alpaca
Implementation of "Tree of Thoughts Reasoning"
bfs dfs fastapi llm python3 rag tree-of-thoughts
Last synced: 08 Apr 2025
https://github.com/lh0x00/lightweight-embeddings
LightweightEmbeddings is a fast, free, and unlimited API service for multilingual embeddings and reranking, with support for both text and images and guaranteed uptime.
autogen embeddings huggingface image-embeddings langchain llama-index multilingual rag reranking sentence-transformers text-embeddings vector
Last synced: 28 Apr 2025
https://github.com/justinzm/rag_course
此存储库展示了用于检索增强生成（RAG）系统的各种先进技术。RAG 系统将信息检索与生成模型相结合，以提供准确且上下文丰富的响应。
embeddings langchain llm machine-learning nlp qdrant qdrant-client rag retrieval-augmented-generation
Last synced: 07 May 2025
https://github.com/asaniczka/serp-rag-chatlorin
Starter project for creating an API endpoint that performs web searches, scrapes results, and generates answers using LLM.
chromadb gemini-pro llm rag serp
Last synced: 14 Apr 2025
https://github.com/dimzachar/parthenon-rag-game
2D pixel-art RPG with AI-powered NPCs. Learn about Movementlabs through gameplay!
ai blockchain docker elasticsearch fastapi grafana llm nextjs phaser-js postgresql python rag react typescript
Last synced: 15 Mar 2025
https://github.com/asaniczka/SERP-RAG-Chatlorin
Starter project for creating an API endpoint that performs web searches, scrapes results, and generates answers using LLM.
chromadb gemini-pro llm rag serp
Last synced: 05 Apr 2025
https://github.com/maxpaynestory/langchain-rag-pinecone-llm-conversational-ai
A conversational bot which impersonates Aljazeera English news Channel. Scaped a few pages from Aljazeera news website and fed it to LlaMA 2 using RAG
conversational-ai langchain-python llm pinecone rag
Last synced: 13 Apr 2025
https://github.com/keploy/rag-bot
Rag bot for Keploy Docs and Website
azure fastapi python rag rag-chatbot vector-search
Last synced: 12 Apr 2025
https://github.com/yorek/azure-sql-db-ai-samples-search
A practical sample of RAG pattern applied to a real-world use case: make finding samples using Azure SQL easier and more efficient!
ai azure-sql azure-sql-database azure-sql-db data-api-builder genai rag react vectors vectorstore
Last synced: 27 Jan 2025
https://github.com/tushar2704/colabmixtral
Welcome to the Mixtral 8x7B offloading demo repository! This project aims to demonstrate the seamless execution of Mixtral-8x7B models on Colab or consumer desktops.
data-science demo llm mistral mixtral-8x7b-instruct nlp python rag tushar2704
Last synced: 07 May 2025
https://github.com/adaptaware/ragit
A RAG back and front end application
ai chatbot chroma embeddings langchain llama llm machine-learning milvus openai pdf-to-text postrgresql python rag sqlite3 vagrant
Last synced: 18 Apr 2025
https://github.com/devroopsaha744/navilaw-ai
AI powered legal research engine. The system is based on multi AI agentic RAG systems leveraging the power of Llama3 LLM
agentic agentic-framework agentic-workflow agents ai langchain langgraph legal-analytics-and-data-science llama3 llm rag retrieval-augmented-generation vector-database
Last synced: 14 Apr 2025
https://github.com/kimtth/azure-openai-llm-cookbook
🐳 Azure OpenAI LLM Cookbook (Unofficial) 🪂 100+ Sample Code Collection 🧪 Organized by topic for quick reference.
agent anthropic azure azure-openai chatgpt cookbook demo gemini langchain langgraph llama-index llm openai rag
Last synced: 07 Apr 2025
https://github.com/suraj-k-gupta/nextjs-langchain-gemini-rag-pdf-chatbot
Next.js LangChain Gemini RAG Chatbot: An advanced Retrieval-Augmented Generation (RAG) chatbot that enables users to upload multiple PDFs and receive precise answers to their questions based on the content. Powered by LangChain and Gemini, this chatbot is built with Next.js and offers efficient PDF-based query handling for enhanced user engagement.
ai chatbot gemini langchain nextjs14 pdf question-answering rag reactjs responsive retrieval-augmented-generation tailwindcss
Last synced: 17 Dec 2024
https://github.com/kyopark2014/managed-rag
The project shows a managed RAG service based on Knowledge Base.
aws knowledge-base opensearch rag serverless-architectures
Last synced: 12 Apr 2025
https://github.com/rupeshtr78/codebase-rag
AI chat assistant for a specific codebase by retreiving relevant details using rag and chroma db
ai chat chroma embeddings openai rag
Last synced: 12 Jan 2025
https://github.com/anas436/ai-agent-code-generator
An advanced AI agent utilizes multiple LLMs for code generation
ai-agents ai-agents-framework llms mistral-7b ollama rag vector-database
Last synced: 04 May 2025
https://github.com/bentoml/bentorag
Tutorial: Build RAG Apps with Custom Models Served with BentoML
bentoml llamaindex llamaindex-tutorials rag
Last synced: 04 May 2025
https://github.com/louisbrulenaudet/lemone-embed
All-in-one repo for the Lemone-embed project, a series of fine-tuned embedding models for Tax retrieval augmented generation (RAG).
e5 embedding-models embeddings fine-tuning huggingface lemone lemone-embed open-source rag roberta roberta-model sentence-transformers similarity-search tax taxation
Last synced: 22 Apr 2025
https://github.com/linhaowei1/molretrieval
This repo implements many methods to retrieve molecules that are similar to a target molecule from a large molecule corpus.
ai4science biology computational-biology language-models molecule rag retreival retrieval-augmented-generation
Last synced: 08 Feb 2025
https://github.com/fivetran/dbt_unified_rag
Fivetran dbt package designed to generate an end model and Cortex Search Service (for Snowflake destinations only) which contains unstructured document data to be used for Retrieval Augmented Generation (RAG) applications leveraging Large Language Models (LLMs)
Last synced: 16 Apr 2025
https://github.com/varunon9/rag-langchain-nodejs
Getting started with RAG system using Langchain in Node.js. This project uses OpenAI for embedding and Pinecone for Vector DB.
ai langchain nodejs openai pineconedb rag retrieval-augmented-generation
Last synced: 10 Feb 2025
https://github.com/justinhsu1019/general-rag-template
Template for building a High-Accuracy Retrieval-Augmented Generation (RAG) pipelines with hybrid search (semantic + keyword), reranking, and LLM-based generation.
bm25 gpt high-accuracy langchain llm rag
Last synced: 11 Apr 2025
https://github.com/g-hano/gemini-to-image
A versatile tool that leverages Google's LLM Gemini, along with HuggingFace models, to generate text and images based on user prompts. It utilizes Langchain for text generation and Hugging Face models for image generation. The project consists of a Streamlit GUI interface where users can interact with the generated content.
Last synced: 13 Jan 2025
https://github.com/framsouza/github-assistant
Chat with your GitHub repository using RAG and Elasticsearch as a Vector Database
ai elasticsearch huggingface rag vector-database
Last synced: 07 May 2025
https://github.com/patw/breadrank
A small reranker service using mixedbread.ai reranker model
Last synced: 27 Jan 2025
https://github.com/praveenkumar-rajendran/udacity-generative-ai-engineer-nanodegree
Projects Implemented for the Udacity Generative AI Engineer Nanodegree Program
ai-photo-editing custom-chatbot fine-tuning-llm foundation-models generative-ai huggingface image-inpainting lancedb large-language-models llms personalized-ai pytorch rag retrieval-augmented-generation sam segment-anything-model semantic-search stable-diffusion udacity-nanodegree vector-databases
Last synced: 13 Apr 2025
https://github.com/sahasourav17/intellianswer
A RAG-based question-answering system that processes user queries using local documents. It extracts relevant information to answer questions, falling back to a large language model when local sources are insufficient, ensuring accurate and contextual responses.
chromadb generative-qa gqa llm local-rag ollama openai rag
Last synced: 10 Feb 2025
https://github.com/rickcau/api-ai-rag-intent
AOAI Chat API that leverages RAG Semantic + Vector with Intent
ai-search intent plugin rag semantic-kernel sk
Last synced: 23 Apr 2025
https://github.com/benitomartin/rag-llama-deeplake
RAG project for QA retrieval using Llama Index
deeplake jupyter-notebook llama-index llm python rag
Last synced: 31 Dec 2024
https://github.com/aialok/iiitr.insights
Welcome to IIITR Insights, your all-in-one destination for everything related to IIIT Ranchi! Whether you are a new student, a current student, or someone interested in learning more about IIIT Ranchi, this AI-powered chatbot is here to help you with information ranging from placements and academics to technical and cultural clubs, administration
embeddings express mongodb-atlas nextjs nodejs openai rag vector-database
Last synced: 19 Apr 2025
https://github.com/raghavtwenty/genai
Collection of GenAI resources & tutorials ...
agents ai aritificalintelligence genai gpt langchain llama-index llama3 llm material metaai open-source openai opensourceai python python3 rag raghavtwenty resources youtube
Last synced: 10 Feb 2025
https://github.com/matsjfunke/rag-from-scratch
implemented vector similarity algorithms to understand their inner workings, used local embeddding models
embeddings large-language-models local-llm ollama python rag vector-similarity
Last synced: 28 Mar 2025
https://github.com/duongkstn/trustii-secure-rag-system
Solution for the Trustii's "Secure RAG System" Data Challenge 2024
faiss langchain llm rag retrieval-augmented-generation
Last synced: 10 Apr 2025
https://github.com/ihkcreations/ewu_rag_chatbot
A RAG application for East West University (Only Science Faculty)
ewu groq-api groqapi llama3 llms nomic-embed-text ollama python python-project rag retrieval-augmented-generation streamlit
Last synced: 11 Apr 2025
https://github.com/shamspias/marmelad
Marmelad: An intelligent LangGraph-powered agent to assist with research, coding, and problem-solving across various domains.
ai artificial-intelligence langchain langchain-python langgraph langgraph-python large-language-models llm python rag
Last synced: 09 Apr 2025
https://github.com/devflowinc/ecommerce-reviews-rag
Open Source Amazon Rufus inspired RAG chat over customer reviews
amazon ecommerce javascript rag reviews userscript
Last synced: 01 Dec 2024
https://github.com/build5nines/sharpvector
Lightweight In-memory Vector Database to embed in any .NET Applications
database in-memory-database rag search vector
Last synced: 11 Apr 2025
https://github.com/taishikato/inreach
Generate authentic, personalized partnership emails for micro-influencers based on their actual content. InReach analyzes YouTube videos to create genuine compliments and professional outreach messages, helping you stand out in influencers' inboxes.
langchain-typescript nextjs rag reactjs shadcnui supabase tailwindcss typescript
Last synced: 01 Apr 2025
https://github.com/lynixtaxic/docsifer
Docsifer is a powerful tool for converting various data formats into Markdown for applications such as indexing, text analysis, and more. It supports PDF, PowerPoint, Word, Excel, Images, Audio, HTML, and other text-based formats, and leverages LLMs to enhance performance.
analysis autogen chunking docsier documents emeddings indexing langchain llama-index markdown markitdown rag text-embeddings text-processing vector-database
Last synced: 23 Apr 2025
https://github.com/cikavelja/sqlight-ollama-csharp-rag-structrag-
RAG/StructRAG using SQLite, C# and Ollama
aitraining csharp machine-learning ollama rag retrieval-augmented-generation sqlite3 structrag
Last synced: 22 Mar 2025
https://github.com/komangandika/improved-rag-architecture
Improved RAG Architecture using semantic chunker, query input rewriter, and prompt engineering
faiss generative-ai langchain llama llm rag vector-database vectordb
Last synced: 10 Apr 2025
https://github.com/pehrs/spring-ai-vespa-embedding-sample
Simple local RAG sample using Spring-AI, Ollama LLMs and Vespa-AI
llm ollama rag spring-ai spring-boot spring-boot-3 vespa-engine
Last synced: 15 Apr 2025
https://github.com/andreia-oca/rag-workshop
Speaker Reccomendation App - C3 Festival
generative-ai genezio langchain langchain-js llm openai rag
Last synced: 15 Apr 2025
https://github.com/antononcube/raku-llm-retrievalaugmentedgeneration
Raku package for doing LLM Retrieval Augmented Generation (RAG).
distance-function llm llms rag raku rakulang retrieval-augmented-generation
Last synced: 10 Apr 2025
https://github.com/kingabzpro/real-time-rag
Building Real-time AI App with Groq API and LangChain
chromadb gradio groq-api huggingface langchain qanda rag real-time
Last synced: 17 Jan 2025
https://github.com/javaidiqbal11/advanced-rag-approaches
This repo is build to facilitate the state-of-the-art RAGs approaches with it's use cases and detailed descriptions.
gpt-4 langchain llama-index llm rag
Last synced: 03 Jan 2025
https://github.com/tmeftah/aora
Aora is an application designed to leverage AI for advanced document handling and natural language processing. This repository contains both backend and frontend components to get the application up and running.
documentation fastapi langchain llm ollama platform rag
Last synced: 07 May 2025
https://github.com/rixrix/rust-rag-lancedb-indexer
An implementation of Retrieval-Augmented Generation (RAG) indexing using Rust and LanceDB. It leverages the power of Rust for efficient and safe performance, combined with LanceDB for advanced indexing capabilities.
Last synced: 23 Jan 2025
https://github.com/aveygo/rustpotion
Blazingly fast word embeddings with Tokenlearn
embeddings model2vec nlp rag tokenizer
Last synced: 18 Mar 2025
https://github.com/kartiksood10/medical-llama2-chatbot
A Medical RAG based chatbot built using llama2 model🦙.
chainlit python rag sentence-transformers vectordb
Last synced: 11 Mar 2025
https://github.com/qianxu05172019/biorag-oocyte-agent
Explore cutting-edge Q&A capabilities with OocyteRAG, a dynamic platform powered by LangChain and HuggingFace technologies.
Last synced: 08 May 2025
https://github.com/daniel-furman/chat-all-in
RAG chatbot built on top of trending M&A news.
chatbot in-context-learning openai rag retrieval-augmented-generation
Last synced: 24 Mar 2025
