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Projects in Awesome Lists tagged with rag

A curated list of projects in awesome lists tagged with rag .

https://github.com/onelevenvy/flock

Flock is a low-code platform for rapidly building chatbots, RAG applications, and coordinating multi-agent teams, primarily using LangChain, LangGraph, NextJS, and FastAPI.(Flock 是一个低代码平台,旨在快速构建聊天机器人、RAG 、Muti-Agent应用程序,主要使用 LangChain、LangGraph、NextJS 和 FastAPI。)

agent chakra-ui crewai fastapi langchain langgraph langgraph-gui llm muti-agent nextjs ollama openai openapi rag react react-flow workflow

Last synced: 15 Apr 2025

https://github.com/kbeaugrand/SemanticKernel.Connectors.Memory.SqlServer

SQL Server connector for Semantic Kernel plugin and Kernel Memory

ai artificial-intelligence indexing llm memory openai rag sdk semantic-search sql-server

Last synced: 03 Apr 2025

https://github.com/mindinventory/mindsql

MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GPT-4 and Llama 2, it enables natural language queries. Supports ChromaDB and Faiss for context-aware responses.

chatbot gemini langchain rag retrival-augmented text-to-sql

Last synced: 20 Nov 2024

https://github.com/Mindinventory/MindSQL

MindSQL: A Python Text-to-SQL RAG Library simplifying database interactions. Seamlessly integrates with PostgreSQL, MySQL, SQLite, Snowflake, and BigQuery. Powered by GPT-4 and Llama 2, it enables natural language queries. Supports ChromaDB and Faiss for context-aware responses.

chatbot gemini langchain rag retrival-augmented text-to-sql

Last synced: 09 Apr 2025

https://github.com/leoneversberg/llm-chatbot-rag

A local LLM chatbot with RAG for PDF input files

chatbot llm nlp rag

Last synced: 27 Nov 2024

https://github.com/rryam/lumokit

Swift package for on-device Retrieval-Augmented Generation (RAG)

rag retrieval-augmented-generation swift swift6

Last synced: 23 Mar 2025

https://github.com/nvidia-ai-blueprints/video-search-and-summarization

Blueprint for Ingesting massive volumes of live or archived videos and extract insights for summarization and interactive Q&A

llm rag vlm

Last synced: 14 May 2025

https://github.com/docqai/docq

Private ChatGPT alternative. Securely unlocks knowledge from confidential business information.

ai chatbot chatgpt genai privacy rag secure-by-default turnkey

Last synced: 07 Apr 2025

https://github.com/marklysze/langchain-rag-linux

Examples of RAG using LangChain with local LLMs - Mixtral 8x7B, Llama 2, Mistral 7B, Orca 2, Phi-2, Neural 7B

langchain linux llama-2 microsoft-phi-2 mistral-7b mixtral mixtral-8x7b neural-7b neural-chat-7b ollama orca-2 phi-2 rag retrieval-augmented-generation yi-34b

Last synced: 14 Apr 2025

https://github.com/constacts/ragtacts

RAG(Retrieval-Augmented Generation) for Evolving Data

ai clojure llm rag

Last synced: 09 Apr 2025

https://github.com/bangla-rag/porag

Fully Configurable RAG Pipeline for Bengali Language RAG Applications. Supports both Local and Huggingface Models, Built with Langchain.

ai bengali bengali-nlp chromadb langchain llama3 llm nlp rag transformers

Last synced: 10 Feb 2025

https://github.com/Graph-COM/SubgraphRAG

[ICLR 2025] Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

gpt-4o graphrag knowledge-graph large-language-models llama llm rag retrieval-augmented-generation subgraphrag

Last synced: 24 Jan 2025

https://github.com/gurpreetkaurjethra/advanced_rag

Advanced Retrieval-Augmented Generation (RAG) through practical notebooks, using the power of the Langchain, OpenAI GPTs ,META LLAMA3 , Agents.

agent chatgpt genai generative-ai langchain large-language-models llama3 llm llms nlp openai rag retrieval-augmented

Last synced: 22 Nov 2024

https://github.com/vortezwohl/bhakti

An easy-to-use vector database.

rag sematic-search vector vector-database

Last synced: 09 Apr 2025

https://github.com/ablasko32/project-shard

Make AI Free Again - Shard is a GUI for Ollama LLM's. Powered by Next.js.

ai drizzle-orm gui llms nextjs ollama ollama-gui postgresql rag tailwindcss typescipt typescript vercelaisdk

Last synced: 19 Mar 2025

https://github.com/DocAILab/XRAG

XRAG: eXamining the Core - Benchmarking Foundational Component Modules in Advanced Retrieval-Augmented Generation

evaluation llamaindex llm rag

Last synced: 26 Jan 2025

https://github.com/eryajf/langchaingo-ollama-rag

学习基于langchaingo结合ollama实现的rag应用流程

cobra eryajf langchain langchaingo ollama rag

Last synced: 14 Apr 2025

https://github.com/jwest951227/ragchatbot

This project is a dynamic AI chatbot that can be trained from various sources, such as PDFs, documents, websites, and YouTube videos.

celery django faiss langchain pinecone postgresql python rag

Last synced: 18 Apr 2025

https://github.com/john0isaac/rag-semantic-kernel-mongodb-vcore

A sample for implementing retrieval augmented generation using Azure Open AI to generate embeddings, Azure Cosmos DB for MongoDB vCore to perform vector search, and semantic kernel.

azd-templates azure cosmosdb mongodb openai python quart rag semantic-kernel vcore vector-search

Last synced: 07 Apr 2025

https://github.com/your-papa/papa-ts

This library exposes PAPA, your Personal Assistant powered by Private AI, which can be used in any browser environment and completely offline

ai-assistant chatgpt langchain ollama rag

Last synced: 17 Mar 2025

https://github.com/markmbain/aius

The best long-term memory for Superagents 🥷and LLMs 🤖. Built with GraphRAG, Knowledge graphs and autonomous ai agents

ai-agents ai-agents-framework context embeddings graphrag knowledge-base knowledge-graph llm memory ml rag

Last synced: 11 Apr 2025

https://github.com/addy999/onequery

AI web agent to find answers to any question

ai llm rag scraping-api selenium web webdev

Last synced: 12 May 2025

https://github.com/rryam/vecturakit

Swift-based vector database for on-device RAG using MLTensor

mlx-swift rag swift

Last synced: 28 Jan 2025

https://github.com/ranfysvalle02/interactive-rag

Using MongoDB Atlas + ActionWeaver, we can build a user proxy agent that efficiently retrieves and ingests relevant information. This agent presents the data to the user in an interactive and customizable manner, enhancing the overall user experience.

azure-openai embeddings genai genai-chatbot gpt4all langchain-python mongodb mongodb-atlas-search openai playwright-python python python-3 python3 rag retrieval-augmented-generation selenium-python vector

Last synced: 07 Apr 2025

https://github.com/janus-llm/janus-llm

Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).

chroma chromadb cli langchain llm modernization python rag tree-sitter

Last synced: 02 May 2025

https://github.com/unnikked/notionrag

Ask question over your Notion Database! A naive Retrieval-Augmented Generation (RAG) pipeline backed by Langchain and Streamlit

chromadb embeddings generativeai langchain llm openai question-answering rag retrieval-augmented-generation streamlit vectorstore

Last synced: 29 Apr 2025

https://github.com/lfoppiano/document-qa

Scientific Document Insight Q/A

llm rag scientific-documents text text-mining

Last synced: 27 Mar 2025

https://github.com/sirmews/mcp-pinecone

Model Context Protocol server to allow for reading and writing from Pinecone. Rudimentary RAG

claude model-context-protocol pinecone rag

Last synced: 22 Mar 2025

https://github.com/hoangsonww/ai-rag-assistant-chatbot

👨🏻‍💻 Meet Lumina – my personal chatbot assistant designed to answer any questions. Powered by Optuna, RAG, LangChain, and Pinecone vector database, Lumina offers friendly support and smart solutions tailored for all conversations. Created as part of the mid-term project for COMP-488 at UNC.

api artificial-intelligence chat-application chatbot docker express fullstack-development langchain lumina machine-learning mongodb nodejs personal-assistant python rag react retreival-augmented-generation typescript vercel

Last synced: 08 May 2025

https://github.com/guillermoscript/repo-assistant

AI Github assistant for your repo. Your proactive GitHub bot that auto-detects duplicates using OpenAI embeddings and Supabase magic!

ai assistant bot duplicate-issues github github-bot gpt-4 issue-management llm natural-language-processing openai openai-embeddings rag supabase typescript vector-similarity

Last synced: 24 Mar 2025

https://github.com/IBM/wxflows

Examples and tutorials for building AI applications with watsonx.ai Flows Engine

agents ai api examples generative-ai gpt granite graphql langchain langgraph llama llm llms middleware mistral openai rag tool-calling tools watsonx

Last synced: 06 Jan 2025

https://github.com/hoangsonww/rag-langchain-ai-system

🧠 This repository features an agentic, Retrieval-Augmented Generation (RAG) system powered by LangChain, FAISS, Hugging Face, and Ollama, running in Google Colab for portfolio support. It integrates document retrieval, dynamic entity extraction, and external API calls to generate context-aware responses with an interactive AI assistant.

bert expressjs faiss flask google-colab huggingface langchain langchain-python language-model llama2 llm machine-learning ngrok ollama ollama-api python rag retrieval-augmented-generation transformers typescript

Last synced: 14 Apr 2025

https://github.com/graph-com/subgraphrag

Simple is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation

gpt-4o graphrag knowledge-graph large-language-models llama llm rag retrieval-augmented-generation subgraphrag

Last synced: 22 Dec 2024

https://github.com/ArtisanCloud/BrainX

BrainX 是一个智能系统,分析各种媒体格式,整合到知识库,并生成定制内容,包括机器人、洞察和媒体。它旨在为用户提供个性化和自动化的解决方案。

agent ai fastapi langchain langgraph llamaindex nextjs rag

Last synced: 26 Apr 2025

https://github.com/aianytime/rag-evaluator

A library for evaluating Retrieval-Augmented Generation (RAG) systems (The traditional ways).

eval evals rag

Last synced: 30 Apr 2025

https://github.com/artisancloud/brainx

BrainX 是一个智能系统,分析各种媒体格式,整合到知识库,并生成定制内容,包括机器人、洞察和媒体。它旨在为用户提供个性化和自动化的解决方案。

agent ai fastapi langchain langgraph llamaindex nextjs rag

Last synced: 19 Dec 2024

https://github.com/probabl-ai/sklearn-ragger-duck

A proof-of-concept for a RAG to query the scikit-learn documentation

generative-ai machine-learning rag scikit-learn

Last synced: 11 Apr 2025

https://github.com/metaskills/lambda-rag

LambdaRAG is a Retrieval Augmented Generation Chat AI Demo. Please read the full RAGs to Riches blog series.

ai express generative-ai lambda openai openai-api rag retrieval-augmented-generation vue

Last synced: 28 Apr 2025

https://github.com/microsoft/synthetic-rag-index

Service to import data from various sources and index it in AI Search. Increases data relevance and reduces final size by 90%+. Useful for RAG scenarios with LLM. Hosted in Azure with serverless architecture.

azure document-analysis few-shot-learning large-language-model llm rag retrieval-augmented-generation serverless

Last synced: 04 Dec 2024

https://github.com/chainlit/literalai-cookbooks

Cookbooks and tutorials on Literal AI

llm llm-evaluation prompt-engineering rag

Last synced: 15 Apr 2025

https://github.com/isa1asn/local-rag

Local rag using ollama, langchain and chroma.

chatbot chatpdf chroma langchain-python llama2 ollama rag streamlit

Last synced: 16 May 2025

https://github.com/allanyiin/sqlrag

SQL Server as a vector database, SQL Server Extenstion for RAG

rag sql-server vector-database

Last synced: 09 Apr 2025

https://github.com/intervenehq/parser

Open source NLA. Hosted service in private beta, signup now! Alternative to Zapier NLA

agents gpt llm openapi rag

Last synced: 09 Dec 2024

https://github.com/yussufbiyik/langchain-chromadb-rag-example

My attempt at implementing retreival augmented generation on Ollama and other LLM services using chromadb and langchain while also providing an easy to understand, clean code for others since nobody else does

ai chatpdf chromadb langchain ollama rag retreival-augmented-generation

Last synced: 13 May 2025

https://github.com/AIDC-AI/ComfyUI-Copilot

An AI-powered custom node for ComfyUI designed to enhance workflow automation and provide intelligent assistance

agent ai comfy-ui copilot deepseek deepseek-v3 gpt-4 llm-agent rag

Last synced: 25 Feb 2025

https://github.com/bessouat40/raglight

RAGLight is a lightweight and modular Python library for implementing Retrieval-Augmented Generation (RAG), Agentic RAG and RAT (Retrieval augmented thinking)..

agent agentic-ai agentic-rag agentic-workflow artificial-intelligence automation data-science embeddings framework huggingface inference llm lmstudio mistral-api mistralai ollama rag retrieval-augmented retrieval-augmented-generation vector-database

Last synced: 11 Apr 2025

https://github.com/brevia-ai/brevia

Extensible API and framework to build your Retrieval Augmented Generation (RAG) and Information Extraction (IE) applications with LLMs

ai api-rest fastapi information-extraction information-retrieval langchain llm pgvector postgresql rag

Last synced: 06 Mar 2025

https://github.com/jroakes/crawlnchat

A modular web crawling and chat system that allows for ingesting website content through XML sitemaps, converting to vector embeddings, and providing AI-powered chat interfaces through multiple frontend options.

crawler langgraph-python openai pinecone rag

Last synced: 11 Apr 2025

https://github.com/erikbjare/gptme-rag

Local RAG as a simple CLI, for standalone use or as a gptme tool

gptme rag retrieval-augmented-generation

Last synced: 03 Jan 2025

https://github.com/416rehman/unrealgpt

Retrieval-Augmented-Generation of over 1700+ pages of Unreal Engine documentation served through FAISS + OpenAI with LangChain

chatgpt documentation gpt langchain language-model machine-learning openai rag unreal unreal-engine

Last synced: 14 Feb 2025

https://github.com/vincentkoc/airgapped-offfline-rag

Secure, locally-run Retrieval-Augmented Generation system for document-based question-answering, utilizing Llama 3, Mistral, and Gemini models with a user-friendly Streamlit interface.

chromadb docker hacktoberfest langchain llama llm machine-learning mistral offline privacy rag streamlit vector-database

Last synced: 07 May 2025

https://github.com/freeipcc/freeipcc

呼叫中心,智能外呼,大模型呼入机器人,大模型呼出机器人,客服系统,工单系统,开源呼叫中心系统,话务系统,智能外呼系统,智能电话外呼,呼叫中心系统,大模型客服,电话外呼,客服中心,在线客服,大模型呼叫中心,呼入机器人,大模型机器人,智能电话外呼,开源呼叫中心系统,电话外呼,在线客服,大模型callcenter,contactcenter,Call,IPCC,Customer Service,Voice,AI,Call Center, Contact Center,LLM,TTS,ASR,NLP,Chabot,FreeSWITCH,OpenSips,Kamailio,Asterisk,WebRTC,Robot,Outbound,LangChain,RAG!

ai asr call call-center callcenter contact-center contactcenter freeswitch ipcc nlp python rag tts voice

Last synced: 12 Apr 2025

https://github.com/kardelruveyda/openai-dotnet-exercises

Explore AI Capabilities for Your .NET Projects with OpenAI's API: Unlock the power of AI in your applications

audiogeneration csharp dotnet imageprocessing openai rag texttospeech

Last synced: 13 Apr 2025

https://github.com/galeone/fitsleepinsights

Custom dashboard for Fitbit users. RAG support (gemini-based) for chatting with your data and getting insights about your fitness activities and sleep data

gemini go golang rag vertex-ai

Last synced: 07 May 2025

https://github.com/samad101/chino

Chino is a terminal-based chatbot based on ChatGPT.

chatbot langchain openai python rag

Last synced: 22 Dec 2024

https://github.com/gurveervirk/tok

Simple, High Quality, Open Source RAG solution for chatting with your documents

ai docker flask llama-index llamaindex llm neo4j neo4j-database ollama python rag react vector-database

Last synced: 02 May 2025

https://github.com/sergiopaniego/rag_local_tutorial

Simple RAG tutorials that can be run locally or using Google Colab (only Pro version).

google-colab langchain llama-index llm ollama open-source rag tutorial whisper

Last synced: 07 May 2025

https://github.com/kyopark2014/llm-multimodal-and-rag

It shows how to use mutimodal and RAG based on multi-region LLM.

bedrock chatbot claude multimodal rag

Last synced: 12 Apr 2025

https://github.com/bhavnicksm/ayamcooking

🍳 AyaMCooking is a Voice-to-Voice Mutli-lingual RAG Agent that makes a perfect sous chef for your kitchen, in upto 10 Languages 🤌🧑‍🍳

ai chatbot cohere generative-ai llms multi-lingual rag

Last synced: 13 Apr 2025

https://github.com/bloodworks-io/phlox

Self-hosted Ollama + Whisper powered AI medical scribe.

medical ollama rag scribe whisper

Last synced: 05 Apr 2025

https://github.com/dannyl1u/doppelganger

Similarity detection for Github Issues + AI code reviews

embedding-search open-source rag sentence-transformers similarity-score vector-database

Last synced: 15 Apr 2025

https://github.com/mazzasaverio/terraform-gcp-cloud-run

Terraform code to instantiate a Cloud Run V2 connected to a Postgres Cloud SQL, on which the pgvector extension will be enabled, with a connection to Redis and continuous deployment through the automatic trigger of Cloud Build.

cloud-infrastructure cloud-run devops gcp gcp-cloud-build gcp-compute-engine gcp-sql google google-cloud google-cloud-platform iaac pgvector rag terraform terraform-automation

Last synced: 11 Apr 2025

https://github.com/freeipcc/freeaicc

AI Call Center,Contact Center,Customer Service System,Колл-центр,Callcenter,Centre d'appels,Centro de llamadas,Centro de atendimento,コールセンター,콜센터,Интеллектуальный колл-центр,Intelligentes Callcenter,Centre d'appels intelligent,Centro de llamadas inteligente,Centro de atendimento inteligente,インテリジェントコールセンター,지능형 콜센터

ai asr call-center callcenter contact-center contactcenter freeaicc freeipcc freeswitch ipcc java llm nlp python rag telephony tts

Last synced: 12 Apr 2025

https://github.com/mongodb-developer/google-cloud-rag-langchain

RAG Chat Assistant with MongoDB Atlas, Google Cloud and Langchain

embeddings gemini google google-cloud langchain mongodb-atlas rag

Last synced: 07 Apr 2025

https://github.com/kyopark2014/rag-code-generation

It decribes code generation using RAG.

code-generation llm opense rag

Last synced: 12 Apr 2025

https://github.com/tylertitsworth/multi-mediawiki-rag

A simple RAG chatbot that can retrieve from a mediawiki data dump

chroma huggingface langchain-python llm mediawiki ollama python rag

Last synced: 08 Feb 2025

https://github.com/sigoden/rag-crawler

Crawl a website to generate knowledge file for RAG

crawler knowledge llm rag

Last synced: 06 Dec 2024

https://github.com/phospho-app/ai-chat-bubble

Simple AI chat bubble for your website: Wordpress, React, HTML, Shopify. Answer questions about a website's content using RAG, streaming, and Mistral LLM.

chatbot genai llm rag

Last synced: 15 Apr 2025

https://github.com/distribute-dev/dagen

Agents and RAG workflows with little to no code

agentic-framework agentic-rag agentic-workflow agents ai llm rag

Last synced: 06 Mar 2025

https://github.com/semasuka/talk-to-your-pdf

An application that enable the users to upload PDF files and ask questions regarding their content using Retrieval Augmented Generation (RAG)

ai cosine-similarity embeddings google-drive-api gpt-4 intent-classification llm openai openai-api pgvector postgresql python rag similarity-search sqlalchemy streamlit text-moderation vector-database vector-search

Last synced: 29 Apr 2025

https://github.com/umuthopeyildirim/markai

An open-source OpenAI wrapper for a RAG-based chatbot that seamlessly integrates with your documents.

clerk nextjs nextui openai rag serverless supabase supabase-js tailwindcss vector vector-database vercel

Last synced: 01 Jan 2025

https://github.com/decisionfacts/semantic-ai

An open source framework for Retrieval-Augmented System (RAG) uses semantic search helps to retrieve the expected results and generate human readable conversational response with the help of LLM (Large Language Model).

approximate-nearest-neighbor-search deep-neural-networks document-parser docx fastapi inference-api llama2 llm machine-learning ocr openai openai-api pdf rag retrieval-augmented-generation semantic-search vector-database

Last synced: 02 Dec 2024

https://github.com/osllmai/indox

Indox is an advanced search and retrieval technique that efficiently extracts data from diverse document types, including PDFs and HTML, using online or offline large language models such as Openai, Hugging Face , etc.

ai document index llm ml rag structured-data unstructured-data

Last synced: 10 Apr 2025

https://github.com/azure-samples/azure-openai-rag-workshop-java

Create your own ChatGPT with Retrieval-Augmented-Generation workshop

azure chatgpt java langchain4j openai quarkus rag workshop

Last synced: 05 Apr 2025

https://github.com/SSK-14/WizSearch

Your intelligent ally for effortless information retrieval and seamless browsing across documents and the web.

gpt-4o langfuse llm multimodal ollama openai perplexity qdrant rag replicate streamlit tavily

Last synced: 06 Mar 2025

https://github.com/john-carroll-sw/coffee-chat-voice-assistant

Coffee Chat Voice Assistant is a voice-driven ordering system powered by Azure OpenAI GPT-4o Realtime API, 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/fellowtraveler/ngest

Python script for ingesting various files into a semantic graph. For text, images, cpp, python, rust, javascript, and PDFs.

agents ai autocoding embeddings graph ingestion neo4j rag retrieval semantic summarization

Last synced: 16 Feb 2025

https://github.com/ssk-14/wizsearch

Your intelligent ally for effortless information retrieval and seamless browsing across documents and the web.

gpt-4o langfuse llm multimodal ollama openai perplexity qdrant rag replicate streamlit tavily

Last synced: 04 Apr 2025