RAG

infiniflow/ragflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

langgenius/dify

Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without reb

volcengine/OpenViking

Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.

run-llama/llama_index

LlamaIndex is the document processing platform for AI

HKUDS/LightRAG

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

labring/FastGPT

FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letti

Tencent/WeKnora

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

pydantic/pydantic-ai

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

milvus-io/milvus

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

VectifyAI/PageIndex

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

Osmantic/ODS

ODS V3 Pre-Release: Public testing and refinement ahead of the official V3 launch. Turn your PC, Mac, or Linux box into a private AI server.

alibaba/zvec

A lightweight, lightning-fast, in-process vector database

qdrant/qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

toeverything/AFFiNE

There can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and r

comet-ml/opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

HKUDS/RAG-Anything

"RAG-Anything: All-in-One RAG Framework"

TriliumNext/Trilium

Build your personal knowledge base with Trilium Notes

StarTrail-org/LEANN

[MLsys2026 Best Paper]: https://arxiv.org/abs/2506.08276. RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal devi

deepset-ai/haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, m

microsoft/graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

Arindam200/awesome-ai-apps

A collection of projects showcasing RAG, agents, workflows, and other AI use cases

huggingface/sentence-transformers

State-of-the-Art Embeddings, Retrieval, and Reranking

MervinPraison/PraisonAI

PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with buil

NirDiamant/RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

nashsu/llm_wiki

LLM Wiki is a cross-platform desktop application that turns your documents into an organized, interlinked knowledge base — automatically. Instead of traditional RAG (retrieve-and-answer from scratch e

pathwaycom/pathway

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

outline/outline

The fastest knowledge base for growing teams. Beautiful, realtime collaborative, feature packed, and markdown compatible.

xerj-org/xerj

XERJ is the new way for AI to search data. Its autoindex capability activates agents to know your data without the token waste of grep and sed. One command indexes code, docs, logs and PDFs for search

datawhalechina/all-in-rag

🔍大模型应用开发实战一：RAG 技术全栈指南，在线阅读地址：https://datawhalechina.github.io/all-in-rag/

eugeniughelbur/obsidian-second-brain

Persistent memory for Claude Code, Codex and 6 other AI agents, stored as plain markdown in your Obsidian vault. New: Crew, one shared logbook so Claude Code, Codex, Cursor and Grok Bot know what each

dataelement/bisheng

BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SF

pathwaycom/serviette

A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.

Ontos-AI/knowhere

Knowhere extracts, parses, and outputs structured chunks ready for AI Agents and RAG.

weaviate/weaviate

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a c

llmware-ai/llmware

Unified framework for building enterprise RAG pipelines with small, specialized models

vitali87/code-graph-rag

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

CortexReach/memory-lancedb-pro

Enhanced LanceDB memory plugin for OpenClaw — Hybrid Retrieval (Vector + BM25), Cross-Encoder Rerank, Multi-Scope Isolation, Management CLI

Future-House/paper-qa

High accuracy RAG for answering questions from scientific documents with citations

dataease/SQLBot

🔥 基于大模型和 RAG 的智能问数系统，对话式数据分析神器。Text-to-SQL Generation via LLMs using RAG.

jordan-gibbs/hyperresearch

Convert Claude Code or Codex into the most intelligent Deep Research Agent. Collect, search, and synthesize web research into a persistent, searchable wiki that builds on itself. Hosted API + MCP: hyp

dair-ai/Prompt-Engineering-Guide

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

Cinnamon/kotaemon

An open-source RAG-based tool for chatting with your documents.

apple/embedding-atlas

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

ssrajadh/sentrysearch

Semantic search over videos using Gemini Embedding 2 or Qwen3-VL.

xberg-io/xberg

Polyglot document intelligence with a Rust core: extract text, metadata, images, tables, and structured data from 106 formats across 140 file extensions, plus code intelligence for 371 languages. Fift

silverbulletmd/silverbullet

The malleable knowledge base for you and your team. Powered by Markdown and Lua.

Sumanth077/Hands-On-AI-Engineering

A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases.

huggingface/text-embeddings-inference

A blazing fast inference solution for text embeddings models

adbar/trafilatura

Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML

HelixDB/helix-db

HelixDB is an OLTP graph database with native vector and full-text search built in Rust on Object Storage.

embeddings-benchmark/mteb

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

feyninc/chonkie

🦛 CHONK docs with Chonkie ✨ — The lightweight ingestion library for fast, efficient and robust RAG pipelines

codedogQBY/ReadAny

AI-powered cross-platform e-book reader with semantic search, RAG chat, local vector store, notes, TTS, and WebDAV sync.

metainternal/llama-cookbook

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model f

jamwithai/production-agentic-rag-course

brianpetro/obsidian-smart-connections

Find related notes and excerpts while writing. Your link building copilot displays relevant content in graph + list view. A local embedding model powers semantic search. Zero setup. No API key.

oracle-devrel/oracle-ai-developer-hub

Technical resources for AI developers to build applications, agents, and systems using Oracle AI Database and OCI services

meta-llama/llama-cookbook

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model f

OSU-NLP-Group/HippoRAG

[NeurIPS'24] HippoRAG is a novel RAG framework inspired by human long-term memory that enables LLMs to continuously integrate knowledge across external documents. RAG + Knowledge Graphs + Personalized

obsidian-tasks-group/obsidian-tasks

Task management for the Obsidian knowledge base.

chatchat-space/Langchain-Chatchat

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Ll

ConardLi/easy-dataset

A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval

cabinetai/cabinet

AI-first knowledge base and startup OS

GiovanniPasq/agentic-rag-for-dummies

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

memvid/memvid

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

endee-io/endee

Endee.io – A high-performance vector database, designed to handle up to 1B vectors on a single node, delivering significant performance gains through optimized indexing and execution. Also available i

objectbox/objectbox-java

Database for Android and JVM - first and fast, lightweight on-device vector database

oramasearch/orama

🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.

VectifyAI/OpenKB

OpenKB: Open LLM Knowledge Base

study8677/awesome-architecture

🧭 Architecture-first system design: 26 bilingual tutorials, 25 architecture templates, and 6 end-to-end cases covering distributed systems, AI-native systems, RAG, coding Agents, and production trade-

gamosoft/NoteDiscovery

Your Self-Hosted Knowledge Base

NVIDIA-AI-Blueprints/video-search-and-summarization

NVIDIA AI Blueprint for video search and summarization (VSS) is a GPU-accelerated reference architecture for building video analytics agents with real-time verified alerts, visual Q&A, and automated r

QuivrHQ/quivr

Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore:

crmne/ruby_llm

The Ruby AI framework.

axoviq-ai/synthadoc

Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-

onestardao/WFGY

WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Ea

pathwaycom/llm-app

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, an

RUC-NLPIR/FlashRAG

⚡FlashRAG: A Python Toolkit for Efficient RAG Research (WWW2025 Resource)

airweave-ai/airweave

Open-source context retrieval layer for AI agents

VexDB-THU/VexDB-Lite

A cross-platform vector database, which can be integrated into existing databases as a plugin.

RunanywhereAI/RCLI

Talk to your Mac, query your docs, no cloud required. On-device voice AI + RAG

jaredrhod/ai-memory-vault

Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.

matrixorigin/matrixone

AI-native HTAP database with Git-for-Data and built-in vector search, serving as the data and memory backbone for intelligent agents and applications.

NVIDIA-AI-Blueprints/rag

This NVIDIA RAG blueprint serves as a reference solution for a foundational Retrieval Augmented Generation (RAG) pipeline.

OpenSPG/KAG

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge base

frank890417/taiwan-md

🇹🇼 讓全世界完整認識台灣 | An open-source, AI-friendly knowledge base about Taiwan

mongodb-developer/GenAI-Showcase

MongoDB's Generative AI Showcase: an exhaustive collection of examples and sample applications covering Retrieval-Augmented Generation (RAG), AI agents, and industry-specific use cases.

juanjuandog/FinSight-AI

AI equity research agent with resilient workflows, evidence-grounded RAG, versioned reports, and automated quality evaluation.

tickernelz/opencode-mem

OpenCode plugin that gives coding agents persistent memory using local vector database

langchain-ai/rag-from-scratch

kenforthewin/atomic

Self-hosted, semantically-connected personal knowledge base

lumina-ai-inc/chunkr

Vision infrastructure to turn complex documents into RAG/LLM-ready data

sigoden/aichat

All-in-one LLM CLI tool featuring Shell Assistant, Chat-REPL, RAG, AI Tools & Agents, with access to OpenAI, Claude, Gemini, Ollama, Groq, and more.

milvus-io/pymilvus

Python SDK for Milvus Vector Database

FlowElement-xinliuyuansu/m_flow

A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.

codelibs/fess

Open-source, self-hosted enterprise & site search server built on OpenSearch. Crawls web / file / DB / cloud sources, 20+ languages, REST API, and AI/RAG & semantic search. Apache-2.0.

Azure/GPT-RAG

Enterprise-grade accelerator for agentic RAG on Azure. Built on Microsoft Foundry with Foundry IQ as the default retrieval backend, Microsoft Agent Framework orchestration, Zero-Trust architecture and

SciPhi-AI/R2R

SoTA production-ready AI retrieval system. Agentic Retrieval-Augmented Generation (RAG) with a RESTful API.

danny-avila/rag_api

ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector

antoniolupetti/algebrica

Algebrica is free and open a mathematical knowledge base dedicated to clarity, structure, and conceptual coherence.

ray-project/llm-applications

A comprehensive guide to building RAG-based LLM applications for production.

vstorm-co/full-stack-ai-agent-template

Full-stack AI app generator — FastAPI + Next.js with AI Agents, RAG, streaming, auth, and 20+ integrations out of the box.

zanllp/infinite-image-browsing

A full-featured image/video management app with AI-powered organization and semantic search. Supports metadata from SD-webui, ComfyUI, Fooocus, NovelAI, StableSwarmUI, and more. Available as standalo

CaviraOSS/PageLM

PageLM is a community driven version of NotebookLM & a education platform that transforms study materials into interactive resources like quizzes, flashcards, notes, and podcasts.

lavague-ai/LaVague

Large Action Model framework to develop AI Web Agents

ArcadeData/arcadedb

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vecto

heider-x/vela

AI-powered IDE for novel writing — local LLM + RAG, privacy-first, BYOK. For web fiction authors and creative writers.

Zleap-AI/SAG

A new SOTA for RAG — an original retrieval architecture and an open-source knowledge base for humans and agents.

subat0mik/Misconfiguration-Manager

Misconfiguration Manager is a central knowledge base for all known Microsoft Configuration Manager tradecraft and associated defensive and hardening guidance.

AmintaCCCP/GithubStarsManager

AI-powered GitHub stars manager with semantic search, auto-categorization, and release tracking

yoanbernabeu/grepai

Semantic Search & Call Graphs for AI Agents (100% Local)

slowmist/Knowledge-Base

Knowledge Base 慢雾安全团队知识库

ragapp/ragapp

The easiest way to use Agentic RAG in any enterprise

superlinear-ai/raglite

🥤 RAGLite is a Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL

swirlai/swirl-search

AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.

bragai/bRAG-langchain

Everything you need to know to build your own RAG application

tetherto/qvac

Open-source local AI SDK - run AI on-device with no cloud, no API keys. Supports GGUF, RAG, image, music, and video generation, speech-to-text, P2P inference, and more. Cross-platform: Linux, macOS, W

rag-web-ui/rag-web-ui

RAG Web UI is an intelligent dialogue system based on RAG (Retrieval-Augmented Generation) technology.

cyb3rxp/awesome-soc

A curated knowledge base to build, run and mature a SOC (including CSIRT).

decodingai-magazine/second-brain-ai-assistant-course

Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.

IliasHad/edit-mind

Local-first Video Knowledge Base. Index your video library with multi-modal analysis (YOLO, DeepFace, Whisper), search semantically via natural language, Docker-ready.

AdguardTeam/KnowledgeBaseDNS

AdGuard DNS knowledge base

AnswerDotAI/RAGatouille

Easily use and train state of the art late-interaction retrieval methods (ColBERT) in any RAG pipeline. Designed for modularity and ease-of-use, backed by research.

AdguardTeam/KnowledgeBase

AdGuard knowledge base

CyberSunil/LLMVault

An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.

john-rocky/coreai-model-zoo

Downloadable models and conversion recipes for Apple's Core AI on iPhone and Mac. Chat, vision, speech and generative models with per-model validation records, Swift examples through CoreAIKit, and a

milvus-io/milvus-docs

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

dingodb/dingo

A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and

pinecone-io/python-sdk

Official Python SDK for the Pinecone vector database

pingcap/autoflow

pingcap/autoflow is a Graph RAG based and conversational knowledge base tool built with TiDB Serverless Vector Storage. Demo: https://tidb.ai

jonfairbanks/local-rag

Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network.

lycohana/BiliSum

为 Bilibili、YouTube 及本地视频提供 AI 视频摘要和知识库.AI video summarizer and knowledge base for Bilibili, YouTube and local videos.

weaviate/weaviate-io

Website for the Weaviate vector database

ljeng/cheat-sheet

Knowledge base for software engineers and research engineers

microsoft/KBLaM

Official Implementation of "KBLaM: Knowledge Base augmented Language Model"

DevYangJC/Argus

🌱 Argus 是一个基于 RAG 架构的开源知识库平台，后端采用 Java 21 + Spring Boot + MyBatis-Plus + PostgreSQL/pgvector，前端采用 Vue 3 + TypeScript + Element Plus，AI 层基于 Spring AI Alibaba（通义千问）+ ReactAgent 图引擎，以 MinIO + Elasticsear

Danielskry/Awesome-RAG

😎 Awesome list of Retrieval-Augmented Generation (RAG) applications in Generative AI.

rom1504/clip-retrieval

Easily compute clip embeddings and build a clip retrieval system with them

Francis1998/scholar-rag-agent

Local-first scientific-literature RAG with a script-free saved-run browser, frozen evidence, and reproducible offline research workflows.

athina-ai/rag-cookbooks

This repository contains various advanced techniques for Retrieval-Augmented Generation (RAG) systems.

Andrew-Jang/RAGHub

A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources. Contribute and explore the evolving RAG ecosystem.

mathomhaus/guild

Shared context, memory, and task coordination across AI coding agents. Single Go binary, local SQLite, hybrid keyword and semantic search.

Threekiii/Awesome-Redteam

一个攻防知识库。A knowledge base for red teaming and offensive security.

pinecone-io/pinecone-ts-client

The official TypeScript/Node client for the Pinecone vector database

lawglance/lawglance

A free open source RAG based AI legal assistant.

christopherkarani/Wax

Shared Single-file memory layer for all your agents, sub mili-second RAG over text, photo and video on Apple Silicon.. No Server. No API. One File. Pure Swift

DrizzleTime/Foxel

A highly extensible private cloud storage solution for individuals and teams, featuring AI-powered semantic search.

NovaSearch-Team/RAG-Retrieval

Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.

HKUDS/MiniRAG

[ACL2026] "MiniRAG: Making RAG Simpler with Small and Open-Sourced Language Models"

OpenBMB/VisRAG

Parsing-free RAG supported by VLMs

jxzhangjhu/Awesome-LLM-RAG

Awesome-LLM-RAG: a curated list of advanced retrieval augmented generation (RAG) in Large Language Models

weiwill88/Local_Pdf_Chat_RAG

Transparent Python RAG reference with FAISS + BM25 hybrid retrieval, reranking, Gradio UI, and FastAPI.

mudler/LocalRecall

:brain: 100% Local Memory layer and Knowledge base for agents with WebUI

xr843/fojin

Buddhist Digital Text Platform — 10,500+ texts, 613 sources, trilingual cross-canon, AI Q&A (RAG), knowledge graph, full-text search

Beever-AI/beever-atlas

Your First LLM-Wiki Conversation Knowledge Base

freedmand/semantra-python

Multi-tool for semantic search

FutureUniant/WorkShadow

如影随形 · 本地优先桌面工作日志：富文本记录、语义检索、工作台总结/问答；模型自配，数据留在本机。 Local-first desktop work journal—rich logs, semantic search, AI summary & Q&A. BYO models, data stays yours.

swarmclawai/swarmvault

The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management

smartscanapp/smartscan-android

Turn your images and videos into a personal knowledge base

qdrant/qdrant-js

JavaScript/Typescript SDK for Qdrant Vector Database

satellitecomponent/Neurite

Fractal Graph-of-Thought. Rhizomatic Mind-Mapping for Ai-Agents, Web-Links, Notes, and Code.

veyliss/ai-localbase

一个本地优先的AI知识库系统（RAG），用于把本地文档接入辅导搜索与大模型对话流程。目前支持md、txt、pdf（文本）、xlsx、cvs类型。支持mcp服务

KalyanKS-NLP/rag-zero-to-hero-guide

Comprehensive guide to learn RAG from basics to advanced.

Azure-Samples/aisearch-openai-rag-audio

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

archi-physics/archi

General RAG framework specialized for scientific and academic applications.

aws-samples/aws-genai-llm-chatbot

A modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, Meta, AI21, Cohere, Mistral) using AWS CDK on AWS

Anush008/fastembed-rs

Rust library for generating vector embeddings and reranking locally!

run-llama/semtools

Semantic search and document parsing tools for the command line

NirDiamant/Controllable-RAG-Agent

This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks.

codecoradev/uteke

🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.

vercel-labs/knowledge-agent-template

Open source file-system and knowledge based agent template. Build AI agents that stay up to date with your knowledge base

cortexkit/aft

Give your agent a proper IDE and OS. The sensorimotor cortex for coding agents (OpenCode + Pi), part of CortexKit: symbol-aware edits, semantic search, code health, fast grep/glob, bash compression, b

AlayaDB-AI/AlayaLite

AlayaLite – A Fast, Flexible Vector Database for Everyone.

hanxiao/omni-macos

Native macOS semantic search over your local files - text, images, audio, video in one vector space, on-device on Apple silicon.

datadrivenconstruction/OpenConstructionEstimate-DDC-CWICR

Open multilingual construction cost database for AI Agents - 55K+ work items, 27K+ resources, 30 regions. Semantic search via Qdrant vector DB

geolens-io/geolens

Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and map builder. Built on FastAPI, PostGIS, React, and MapLibre.

alexpinel/Dot

Text-To-Speech, RAG, and LLMs. All local!

liunian-Jay/Awesome-RAG

💡 Awesome RAG: A resource of Retrieval-Augmented Generation (RAG) for LLMs, focusing on the development of technology.

Xthebuilder/JRVS

JRVS Local AI Assitant RAG knowledge base Powered by whatever local AI you choose.

microsoft/rag-time

RAG Time: A 5-week Learning Journey to Mastering RAG

AI-Northstar-Tech/vector-io

Comprehensive Vector Data Tooling. The universal interface for all vector database, datasets and RAG platforms. Easily export, import, backup, re-embed (using any model) or access your vector data fro

Renumics/renumics-rag

Visualization for a Retrieval-Augmented Generation (RAG) Assistant 🤖❤️📚

RManLuo/gfm-rag

[NeurIPS'25, ICLR'26] Graph Foundation Model for Retrieval Augmented Generation

archie0732/healthy-diet-ai-agent

Healthy Diet AI Agent is a Bun + TypeScript backend for nutrition chat, food-image analysis, RAG document ingestion, and knowledge-grounded diet guidance.

savvasdalkitsis/uhuruphotos-android

🖼️A modern media gallery, with features like backup/sync, semantic search, media map, face recognition, memories and much more built using the latest Android technologies.

2023782whl/Mem-kb

Self-Evolving Enterprise Knowledge Base

xiongcccc/pg-mastery

A curated PostgreSQL knowledge base covering internals, DBA practices, performance tuning, troubleshooting, ecosystem insights, and real-world production cases.

Altinity/altinityknowledgebase

The repository for the Altinity Knowledge Base located at https://kb.altinity.com

410979729/scope-recall-hermes

Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.

RandyChen1985/nanzi-ai-agent-platform

🚀 开源企业级多智能体平台与 ChatBI 数据洞察平台。支持多 Agent 协作、RAG 知识增强、物理数据源直连与安全沙箱执行、Redis 长期记忆引擎，并集成多模态 EmbedChat 挂件与全方位 Token 消耗审计看板，完整 RBAC权限控制和 Harness支持。

Bessouat40/RAGLight

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec

armourinfosec/Enterprise-Windows-Infrastructure-Security

An Obsidian-based knowledge base for Windows Server administration and defensive hardening.

RoboticsKnowledgebase/roboticsknowledgebase.github.io

Robotics Knowledge Base. The Wiki for Robot Builders.

ChuckHend/pg_vectorize

Full-text and semantic search on any Postgres

JetXu-LLM/DocMason

DocMason is a repo-native agent that turns your complex office files into a local LLM knowledge base and your second brain. The repo is the app. Codex is the runtime.

ImprintLab/Medical-Graph-RAG

A Graph RAG System for Evidenced-based Medical Information Retrieval [ACL 2025]

DEEP-PolyU/LinearRAG

[ICLR 2026] LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora

gomate-community/TrustRAG

TrustRAG：The RAG Framework within Reliable input,Trusted output

Stevenic/vectra

Vectra is a local vector database for Node.js with features similar to pinecone but built using local files.

nitaiaharoni1/vector-storage

Vector Storage is a vector database that enables semantic similarity searches on text documents in the browser's local storage. It uses OpenAI embeddings to convert documents into vectors and allows s

Minima-AI-Inc/minima

On-premises conversational RAG with configurable containers

ictnlp/FlexRAG

FlexRAG: A RAG Framework for Information Retrieval and Generation.

NVIDIA/workbench-example-agentic-rag

An NVIDIA AI Workbench example project for an Agentic Retrieval Augmented Generation (RAG)

lancedb/vectordb-recipes

Resource, examples & tutorials for multimodal AI, RAG and agents using vector search and LLMs

llm-tools/embedJs

A NodeJS RAG framework to easily work with LLMs and embeddings

Leon-Sander/Local-Multimodal-AI-Chat

Self-hostable multimodal chat with local LLMs (Ollama/OpenAI): PDF RAG, image chat, and Whisper voice, Streamlit + Docker.

rush-db/rushdb

RushDB is a graph + vector database and memory layer for AI agents. Push any JSON, get typed, searchable, relationship-aware records back — no schema, no migrations. Built on Neo4j.

microsoft/rag-experiment-accelerator

The RAG Experiment Accelerator is a versatile tool designed to expedite and facilitate the process of conducting experiments and evaluations using Azure Cognitive Search and RAG pattern.

philippgille/chromem-go

Embeddable vector database for Go with Chroma-like interface and zero third-party dependencies. In-memory with optional persistence.

facebookresearch/atlas

Code repository for supporting the paper "Atlas Few-shot Learning with Retrieval Augmented Language Models",(https//arxiv.org/abs/2208.03299)

SecurityClaw/SecurityClaw

A modular, skill-based autonomous Security Operations Center (SOC) agent that monitors OpenSearch/Elasticsearch data, builds RAG-based behavioral memory, and validates real-time anomalies using LLMs.

gyunggyung/AGI-Papers

A curated archive of breakthroughs in Agents, Architecture, Training, RAG, and On-Device AI.

LeDat98/NexusRAG

Hybrid RAG system combining vector search, knowledge graph (LightRAG), and cross-encoder reranking — with Docling document parsing, visual intelligence (image/table captioning), agentic streaming chat

SensAI-PT/RAGMeUp

Generic rag framework to apply the power of LLMs on any given dataset

Yigtwxx/awesome-rag-production

A curated list of battle-tested tools, frameworks, and best practices for building scalable, production-grade Retrieval-Augmented Generation (RAG) systems.

AICMO/AiCMO-Marketing-Prompt-Collection

AI CMO Prompts Collection and Knowledge Base

milvus-io/community

Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

viveknaskar/everything-ai-ml

A curated collection of learning resources for Generative AI, Machine Learning, Agentic AI, LLMs, RAG, Fine-tuning, MLOps, and more.

MADEVAL/FerryAI

Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vector search. No Python, no HTTP microservi

codefuse-ai/codefuse-chatbot

An intelligent assistant serving the entire software development lifecycle, powered by a Multi-Agent Framework, working with DevOps Toolkits, Code&Doc Repo RAG, etc.

param20h/PDF-Assistant-RAG

PDF-Assistant-RAG is a complete, production-ready AI document assistant that lets users upload complex PDFs, financial reports, legal contracts, and research papers — then chat with an AI that provide

shubham0204/OnDevice-Face-Recognition-Android

On-device customizable face recognition in Android with FaceNet and an embedded vector database

onyx-dot-app/EnterpriseRAG-Bench

Dataset and benchmark for RAG on company internal documents.

SAP-samples/btp-cap-genai-rag

Explore this repository for GenAI samples on SAP Business Technology Platform (SAP BTP). We provide examples for single and multitenant versions, showcasing integration of LLMs via SAP AI Core, LangCh

devflowinc/trieve

All-in-one platform for search, recommendations, RAG, and analytics offered via API

amikos-tech/chroma-go

The Go client for Chroma vector database

rnadigital/agentcloud

Agent Cloud is like having your own GPT builder with a bunch extra goodies. The GUI features 1) RAG pipeline which can natively embed 260+ datasources 2) Create Conversational apps (like GPTs) 3) Crea

hhy-huang/HiRAG

[EMNLP'25 findings] An easy-to-use Graph RAG system using hierarchical knowledge.

SOLVE-IT-DF/solve-it

The SOLVE-IT knowledge base for digital forensics

BaranziniLab/KG_RAG

Empower Large Language Models (LLM) using Knowledge Graph based Retrieval-Augmented Generation (KG-RAG) for knowledge intensive tasks

GraphRAG-Bench/GraphRAG-Benchmark

The official repo of GraphRAG-Bench for evaluating GraphRAG models. "When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation". (ICLR'26)

pinecone-io/semantic-search-example

A TypeScript demo app using the Pinecone vector database

yixuantt/MultiHop-RAG

Repository for "MultiHop-RAG: A Dataset for Evaluating Retrieval-Augmented Generation Across Documents" (COLM 2024)

skyzh/write-you-a-vector-db

build vector database extensions over Apache Datafusion and/or CMU-DB's BusTub system

samyama-ai/samyama-graph

Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher, vector search, 14 graph algorithms. 74M nodes / 1B edges on a single machine.

ncoevoet/facet

Local AI photo scoring, culling, and gallery — score, organise, and explore your library with face recognition and semantic search. No cloud, no subscriptions.

HariSekhon/Knowledge-Base

Large Tech Knowledge Base from 20 years in DevOps, Linux, Cloud, Big Data, AWS, GCP and international Consulting including extensive Travel Tips around the world

umbertogriffo/rag-chatbot

RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.

ATOM00blue/machine-learning-library

Custom APRL machine-learning algorithm + a curated ML knowledge base of 923 papers, lectures, and explainers. NumPy classifier/regressor, tests, benchmarks, provenance, Obsidian, and agent-ready Markd

kreeben/resin

Language model search engine built on a vector database and an anything key/value store.

scarletkc/vexor

A semantic search engine for files and code.

Sigmmma/c20

A living knowledge base for the Halo CE modding community

parqdb-io/parqdb

Billion-scale embedded vector database built entirely on Parquet and Arrow.

libyal/winreg-kb

Windows Registry Knowledge Base

Leon1207/Video-RAG-master

✨✨[NeurIPS 2025] This is the official implementation of our paper "Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension"

pinecone-io/pinecone-java-client

The official Java client for the Pinecone vector database

MLT-OSS/FirstData

The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base

hirokawaguchi/open-genai

デジタル庁のガバメントAI「源内(GENAI)」を完全ローカル(ローカルLLM/OpenAI互換)で動かす非公式プロジェクト。SAML認証(Keycloak)・RAG(Qdrant)・文字起こし(Whisper)・画像生成(SD)・チーム単位ナレッジをローカル完結。

VectorInstitute/retrieval-augmented-generation

Reference Implementations for the RAG bootcamp

imuniqueshiv/MeetOnMemory

AI-powered meeting management platform with semantic search, automated meeting summaries, policy versioning, and institutional knowledge retention.

hamelsmu/code_search

Code For Medium Article: "How To Create Natural Language Semantic Search for Arbitrary Objects With Deep Learning"

ekimetrics/adaptive-chunking

Adaptive Chunking: automatically select the best chunking method per document for RAG. Accepted at LREC 2026.

ChinaYiqun/java-rag

This RAG (Retrieval-Augmented Generation) project is implemented using pure Java. This approach makes it easier to adapt to enterprise-level environments and is more conducive to secondary development

langchain-ai/langchain-milvus

The LangChain wrapper of Milvus vector database for efficient vector search, full-text search, hybrid retrieval and RAG.

Simbastack-hq/framedex

Framedex — a queryable knowledge base for your video archive

intuit/infigraph

AST-powered code intelligence engine. Graph database + hybrid semantic search for 62 languages. Zero LLM dependency. Runs locally.

notadev-iamaura/OneRAG

Production-ready RAG Framework (Python/FastAPI). 1-line config swaps: 6 Vector DBs (Weaviate, Pinecone, Qdrant, ChromaDB, pgvector, MongoDB), 5 LLMs (Gemini, OpenAI, Claude, Ollama, OpenRouter). OpenA

biao994/DocPaws

工程化 RAG 文档助手：知识库、PDF 索引、Agent 工具编排、scope 检索、引用溯源与拒答阈值。FastAPI + Vue3

AdguardTeam/KnowledgeBaseVPN

AdGuard VPN knowledge base

iMoonLab/Hyper-RAG

"Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation" by Yifan Feng, Hao Hu, Shihui Ying, Xingliang Hou, Shiquan Liu, Mingyuan Yang, Junchang Li, Shaoyi Du,

redis-developer/ArXivChatGuru

Use ArXiv ChatGuru to talk to research papers. This app uses LangChain, OpenAI, Streamlit, and Redis as a vector database/semantic cache.

lancedb/yoloexplorer

YOLOExplorer : Iterate on your YOLO / CV datasets using SQL, Vector semantic search, and more within seconds

crowdin/docs

Crowdin Knowledge Base and Dev Portal

Muennighoff/sgpt

SGPT: GPT Sentence Embeddings for Semantic Search

PurpleSchool/knowledge-base

PurpleSchool Knowledge Base - единая база знаний по стеку JavaScript для frontend, backend и мобильной разработки, а так же DevOps.

marl/openl3

OpenL3: Open-source deep audio and image embeddings

coleam00/cole-medin-knowledge-base

An OKF (Open Knowledge Format) knowledge base + Karpathy-style LLM wiki synthesized from Cole Medin's entire long-form YouTube catalog. Drop it next to any project for agent-ready, cited reference. No

joelhooks/pdf-brain

🧠 Local PDF knowledge base with vector search using libsql w/vectors

marcominerva/SqlDatabaseVectorSearch

A Blazor Web App and Minimal API for performing RAG (Retrieval Augmented Generation) and vector search using the native VECTOR type in Azure SQL Database and Azure OpenAI.

FireFistisDead/pdf-qa-bot

A PDF Question-Answering App built with RAG (Retrieval-Augmented Generation), allowing users to upload PDFs and ask context-based questions. Powered by Streamlit, LangChain, Ollama, and Chroma for eff

SantanderAI/linear-adapter-trainer

Train linear embedding adapters with triplet loss to align retrieval embeddings with your queries (RAG).

Raudaschl/rag-fusion

RAG-Fusion: multi-query generation + Reciprocal Rank Fusion for better retrieval-augmented generation. Includes evaluation harness with NFCorpus/BEIR.

Egoist-Machines/LodeDB

World's fastest and most compact embedded vector database: exact by default, multimodal, local-first, and GPU-accelerated

eGovFramework/egovframe-ai-rag

Spring AI및 Langchain4j를 사용한 RAG(Retrieval-Augmented Generation) 샘플

neuml/rag

🚀 Retrieval Augmented Generation (RAG) with txtai. Combine search and LLMs to find insights with your own data.

Shishir435/ollama-client

Ollama Client – Chat with Local LLMs Inside Your Browser A lightweight, privacy‑first extension to chat with local LLMs via Ollama, LM Studio, and llama.cpp. Supports streaming, stop/regenerate, RAG,

NeumTry/NeumAI

Neum AI is a best-in-class framework to manage the creation and synchronization of vector embeddings at large scale.

epsilla-cloud/vectordb

A high performance Vector Database leveraging parallel graph computing

lumpenspace/raft

RAFT, or Retrieval-Augmented Fine-Tuning, is a method comprising of a fine-tuning and a RAG-based retrieval phase. It is particularly suited for the creation of agents that realistically emulate a spe

SeanLee97/AnglE

Train and Infer Powerful Sentence Embeddings with AnglE | 🔥 SOTA on STS and MTEB Leaderboard

notoriouslab/vault-curate

Find, connect, rediscover your notes — a local-first second brain for Obsidian. Semantic search with strong Chinese/CJK, relation graphs and semantic paths for connections you never drew, Hot/Cold red

jina-ai/vectordb

A Python vector database you just need - no more, no less.

ather-techie/rag-interview-system

A complete collection of RAG interview questions, answers (1509 questions & 52 RAG types), system design scenarios, architecture patterns, and production-ready concepts.

n24q02m/better-code-review-graph

Knowledge graph for token-efficient code reviews -- semantic search and call-graph resolution across your codebase.

qdrant/qdrant_demo

Demo of the neural semantic search built with Qdrant

neo4j-documentation/knowledge-base

Public Neo4j Knowledge Base

ZachNagengast/similarity-search-kit

🔎 SimilaritySearchKit is a Swift package providing on-device text embeddings and semantic search functionality for iOS and macOS applications.

haoyiyin/basjoo

Open-source AI customer support platform — RAG knowledge base, multi-provider LLM agents, embeddable chat widget. FastAPI + Next.js + pgvector.

LightningRAG/LightningRAG

LightningRAG is a full-stack Vue + Gin starter with a decoupled frontend and backend, plus built-in, extensible RAG (retrieval-augmented generation): knowledge bases, vector search, and integrations w

wzdavid/ThinkRAG

A LLM RAG system runs on your laptop. 大模型检索增强生成系统，可以轻松部署在笔记本电脑上，实现本地知识库智能问答。

automataIA/graphrag-rs

GraphRAG-rs is a high-performance, state-of-the-art Rust implementation of GraphRAG (Graph-based Retrieval Augmented Generation) that builds knowledge graphs from documents and enables natural languag

IntelLabs/RAG-FiT

Framework for enhancing LLMs for RAG tasks using fine-tuning.

Denis2054/RAG-Driven-Generative-AI

This repository provides programs to build Retrieval Augmented Generation (RAG) code for Generative AI with LlamaIndex, Deep Lake, and Pinecone leveraging the power of OpenAI and Hugging Face models f

TilmanGriesel/chipper

✨ AI interface for tinkerers (Ollama, Haystack RAG, Python)

this-rs/project-orchestrator

A Rust-based AI agent orchestrator with Neo4j knowledge graph, Meilisearch semantic search, and Tree-sitter code parsing.

jayzeng/pi-memory

Persistent memory extension for pi with daily logs, scratchpad, and optional qmd‑powered semantic search.

helxplatform/dug

Semantic Search

soliplex/soliplex

An AI-powered Retrieval-Augmented Generation (RAG) system with a modern web interface.

autogluon/autogluon-rag

Retrieval-Augmented Generation in 3 Lines of Code!

liyupi/yu-ai-learn

2026 年编程导航 AI 编程实战新项目，基于 Taro + React + FastAPI + DeepSeek 的 AI 闯关学习小程序，支持一句话 / 文本主题 AI 出题、闯关答题与即时讲解、联网搜索增强、RAG 私有知识库出题、AI 生图配图、微信登录与通关复盘报告。覆盖 LangChain / LangGraph、Chroma 向量库、MySQL、JWT、腾讯云 COS、Tavily

blue-idea/linkit

A smart bookmark & knowledge curation desktop app with AI summarization, semantic search, and cross-device sync. Built with Go + Wails + React.

lhh737/LangChain-ReAct-Agent

基于 LangChain/LangGraph 的 ReAct Agent ，结合 RAG、工具调用与 Streamlit 界面，面向智能客服与报告生成场景。

avishek0769/DocChat

AI-powered RAG app to chat with any documentation - scrape, generate knowledge base, and query docs with source-backed answers.

aebrer/dreb

Provider-agnostic agentic coding harness. Desktop and Mobile web app for fleet management. Semantic search and end-to-end development workflows baked in.

BUAADreamer/EasyRAG

Easy-to-Use RAG Framework; CCF AIOps International Challenge 2024 Top3 Solution; CCF AIOps 国际挑战赛 2024 季军方案

amscotti/local-LLM-with-RAG

Running local Language Language Models (LLM) to perform Retrieval-Augmented Generation (RAG)

joungminsung/OpenDocuments

Self-hosted RAG platform for AI document search across GitHub, Notion, Google Drive, local files, and web sources with citations.

Dicklesworthstone/swiss_army_llama

A FastAPI service for semantic text search using precomputed embeddings and advanced similarity measures, with built-in support for various file types through textract.

google/note-maps

A personal knowledge base, an experimental project under development.

microsoft/benchmark-qed

Automated benchmarking of Retrieval-Augmented Generation (RAG) systems

VectorInstitute/fed-rag

A framework for fine-tuning retrieval-augmented generation (RAG) systems.

rryam/VecturaKit

Swift-based vector database for on-device RAG using MLTensor and MLX Embedders

arn-c0de/Crawllama

CrawlLama 🦙 is an local AI agent that answers questions via Ollama and integrates web- and RAG-based research.

nygma2004/km

General knowledge base

boxcreate/boxlore

boxlore: Android podcast player — stream, download podcasts offline, semantic search, For You picks, queue. No ads.

santiment/academy

Santiment Knowledge Base 📜

Caizc/cai-knowledge-base

ZicongCai's personal knowledge base.

benmaster82/Kwipu

Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown files. Extracts entity-relation triples from wikilinks & YAM

stackitcloud/rag-template

Template for AI chatbots & document management using Retrieval-Augmented Generation with vector search and FastAPI.

mraza007/echovault

Local-first memory for coding agents. Decisions, bugs, and context stored as Markdown, indexed locally with FTS5 plus optional semantic search. No RAM overhead at idle, no external servers.

tigerlab-ai/tiger

Open Source LLM toolkit to build trustworthy LLM applications. TigerArmor (AI safety), TigerRAG (embedding, RAG), TigerTune (fine-tuning)

vulture-s/arkiv

Local-first media asset manager with AI semantic search — reads pro-camera metadata (Sony XAVC sidecar, FX-series) and 360 footage (Insta360/GoPro Max) that consumer DAMs drop. FFmpeg + ChromaDB + loc

ZeKaiNie/universal-examprep-skill

Exam Cram Coach · 跨会话记忆与讲义溯源防幻觉的极速备考教练 | AI exam-prep tutor for Claude Code, Cursor, Codex, Antigravity: teaches from slides with page citations, crops figures, quizzes with real homework, runs smooth

PaulJPhilp/EffectPatterns

A community-driven knowledge base of practical patterns for Effect-TS.

jiegec/kb

My knowledge base

takeshy/obsidian-gemini-helper

AI chat, workflow automation, semantic search (RAG), LLM Wiki (OKF) powered by Google Gemini. Works on both desktop and mobile.

withoneai/knowledge

The world's largest API knowledge base, built for agents.

machinelearningZH/semantic-search-eval

A framework for evaluating semantic search across custom datasets, metrics, and embedding backends.

bigint/rag.computer

Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API

NVIDIA-Omniverse-blueprints/cosmos-dataset-search

NVIDIA Cosmos Dataset Search (CDS) is a comprehensive platform for semantic search across video datasets using advanced AI models.

8b-is/smart-tree

Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership memory. Crafted with

karthikreddy-7/ai-engineering-playbook

A zero-to-100 learning path for applied AI engineering — RAG, embeddings, vector search, agents, MCP, and the production engineering around them. 56 pages, built as a searchable site.

munch2u-a11y/Helix-AGI

Helix-AGI is an Agentic AI memory and action system that runs on a continuous daemon pulse with a fully dynamic module context window compilation system. Bicameral release utilizes dual pipelines for

HiveForensics-AI/knolo-core

KnoLo Core is a local-first knowledge base engine built for small language models (LLMs). It packages your documents into a compact .knolo file and enables fully deterministic querying — no embeddings

telekom/wurzel

Wurzel is an open-source Python framework for advanced ETL pipelines in Retrieval-Augmented Generation (RAG) systems.

ericwang915/PythonClaw

🐍 Personal AI agent in pure Python — OpenClaw reimagined. Memory, RAG, skills marketplace, cron, voice. Telegram/Discord/WhatsApp/Web. Works with DeepSeek, Claude, Gemini, Kimi, GLM, Ollama.

kelindar/search

Go library for embedded vector search and semantic embeddings using llama.cpp

pavanbadempet/AI-Healthcare-System

AI Data Engineering Healthcare Platform: PySpark Medallion Lakehouse, Airflow DAGs, 5 ML Models, Local LLM RAG, and FastAPI Clinical Architecture.

ckcsec/ckcsec-security-wiki

Knowledge base for cybersecurity professionals

rh-ai-quickstart/RAG

A QuickStart that allows users to experiment with retrieval-augmented generation (RAG) in a streamlined chat environment.

onllm-dev/4DPocket

Self-hosted AI-powered personal knowledge base. Save content from 17+ platforms, auto-tag, summarize, and connect with semantic search.

NakliTechie/LocalMind

Private AI research agent — web search, document ingestion, RAG memory. Runs entirely in your browser.

UW-COSMOS/Cosmos

Knowledge base construction from raw scientific documents

weaiw/trove-ai

中文互联网内容的个人 AI 稍后读 + 知识库 · Read-later + AI knowledge base for the Chinese internet

guangzhengli/vectorhub

Quickly and easily build AI website or application by using embeddings!

reasv/panoptikon

AI-based media indexing, tagging, and semantic search engine for local files

GiovanniPasq/chunky

Open-source toolkit for reliable RAG pipelines: convert PDFs to Markdown, clean documents, inspect chunks, compare chunking strategies, and enrich metadata for LLM applications.

amitshekhariitbhu/transformers-explained

Transformer architecture explained step by step - the full architecture, every attention variant, positional embeddings, and every layer inside a Transformer.

mhalder/qdrant-mcp-server

MCP server for semantic search using local Qdrant vector database and OpenAI embeddings

Logistic98/rag-omni

Retrieval-augmented generation (RAG) examples powered by large language models.

sdslabs/VortexDB

VortexDB - A lightweight, vector database built from scratch in Rust 🦀

ramanujammv1988/edge-veda

On-device AI SDK for Flutter — LLM inference, vision, STT, TTS, image generation, embeddings, RAG, and function calling. Metal GPU on iOS/macOS.

Vasallo94/ObsidianRAG

Ask questions about your Obsidian notes using local AI. Privacy-first RAG with Ollama, LM Studio, or any OpenAI-compatible server. Obsidian plugin + Docker + PyPI.

lance-format/lance-flink

Apache Flink Connector for Lance Vector Database

gregowahoo/comfyui-workflow-finder

Semantic search, graph preview, and wild search for ComfyUI workflows

nixiesearch/nixiesearch

Hybrid search engine, combining best features of text and semantic search worlds

llm-lab-org/Multimodal-RAG-Survey

A Survey on Multimodal Retrieval-Augmented Generation

YARlabs/hyperspace-db

[H] HyperspaceDB is a high-performance, vector database. It features 1-bit quantization, async replication, and native support for hierarchical datasets (Lorentz, Poincaré ball & Hybrid models).

JohnGUnderwood/atlas-hybrid-search

UI for testing semantic search approaches using MongoDB Atlas

agenthatch/agenthatch

Turn any skill into a standalone, runnable RAG-native AI Agent

yanxue06/git-semantic-search

Find commits by describing them. Runs completely local :)

SauravP97/ai-engineering-primer

Learn Agentic AI, Deep Learning, Agentic Engineering, RAG and Multi-Agent Workflows.

achekulaev/obsidian-qmd

Local machine Semantic Search plugin for Obsidian based on QMD

phoenix-zhou/logistics-industry-RAG

This project is a local knowledge base "Logistics Industry" question-answering system based on the **RAG (Retrieval-Augmented Generation) technology**.

Mickinthemiddle/CLOAK

Knowledge base on cybercriminal concealment techniques

iamabhishek-n/vectra-js

A production-ready, provider-agnostic Node.js SDK for End-to-End RAG (Retrieval-Augmented Generation) pipelines.

mominalix/ESG-Analysis-Using-Retrieval-Augmented-Generation-Engine

Analyse environmental, social, and governance policies for potential gaps using AI - powered by LLMs, RAG techniques, and a regulatory knowledge base using OpenAI API, LangChain, Pinecone and Streamli

aws-samples/sample-amazon-bedrock-for-beginners

Code samples for building AI applications on AWS with Amazon Bedrock, including Converse API, tool use, RAG with Knowledge Bases, guardrails, and a full agent built with the Strands Agents SDK.

kwunhang/CatRAG

CatRAG is a RAG framework builds on the HippoRAG 2 architecture and transforms the static KG into query-adaptive navigation structure. RAG + Knowledge Graphs + Context-Aware + Personalized PageRank. A

dvcdsys/code-index

Self-hosted semantic code search platform — Go server with web dashboard, CLI, and AI-agent skills. Search code by meaning, not text: hybrid BM25 + dense embeddings via llama.cpp.

Build5Nines/SharpVector

Lightweight, In-memory, Semantic Search, Text Vector Database to embed in any .NET Application

skegdb/skeg

A multi-tenant vector database focused on extreme RAM efficiency. Lightweight, scalable, and optimized for high-density deployments.

pinecone-io/pinecone-rust-client

The official Rust client for the Pinecone vector database

oracle/vecdb-python-sdk

Python SDK for vector search, semantic search, RAG, embeddings, and AI agents on Oracle AI Database

Mill-Pond-Research/AI-Knowledge-Base

Comprehensive Generalized Knowledge Base for AI Systems (RAG)

gusye1234/nano-vectordb

A simple, easy-to-hack Vector Database

aws-samples/bedrock-kb-rag-workshop

Bedrock Knowledge Base and Agents for Retrieval Augmented Generation (RAG)

nczz/pi-knowledge

Local-first RAG knowledge base for Pi agents with hybrid code/doc search, reranking, diagnostics, and large-project indexing.

SemanticSearch-ai/semanticsearch

Build a Zero-Cost Semantic Search Engine with Cloudflare Workers

pomagrenate/pomaidb

Embeded Vector Database for low performance devices

RecursiveIntell/turbo-quant

Rust implementation of TurboQuant, PolarQuant, and QJL — zero-overhead vector quantization for semantic search and KV cache compression (ICLR 2026)

dev-core-busy/jarvis

Self-hosted autonomous AI agent for Linux — multi-LLM, real desktop control (VNC), WhatsApp, RAG knowledge base, sandboxed security layer, OpenClaw skills

oernster/3D-printing-info

Curated 3D printing knowledge base

Michael-JB/bm25

A BM25 embedder, scorer, and search engine, written in Rust.

tainguyen07/rag-doc-qa

Production-style Retrieval-Augmented Generation document Q&A: LangChain ingestion, Chroma/pgvector store, hybrid retrieval, citation-grounded answers and a streaming chat API.

S1LV4/th0th

🏛️ Ancient knowledge keeper for modern code. Semantic search with 98% token reduction for AI assistants. Features: hybrid search, context compression, persistent memory.

software-mansion-labs/react-native-rag

Private, local RAGs. Supercharge LLMs with your own knowledge base.

sqliteai/sqlite-memory

Markdown based AI agent memory with semantic search, hybrid retrieval, and offline-first sync between agents.

Fangyuan025/Chaty

The models on your disk, put to work. A private desktop app for open models — chat, a coding agent built for small models, text-to-image, text-to-music, answers from your own documents, and voice. GGU

FlorianWoelki/obsidian-symbols-prettifier

Symbols that prettify your knowledge base.

BirchKwok/lynsedb

Embedded-first vector database that grows into a self-hosted service and lightweight cluster.

EulerSearch/embedding_studio

Embedding Studio is a framework which allows you transform your Vector Database into a feature-rich Search Engine.

moodlehq/wiki-rag

An experimental Retrieval-Augmented Generation (RAG) system specialised in ingesting MediaWiki sites via their API and providing an OpenAI API interface to interact with them.

dipseth/google_workspace_fastmcp2

FastMCP2 server for Google Drive uploads with Qdrant-powered semantic search

Project-Navi/ordvec

Training-free ordinal & sign quantization for compressed nearest-neighbour retrieval over high-dimensional embeddings. Pure Rust, zero system dependencies.

Lyra-stellAI/BYO-LLM-WIKI

Build your own LLM-native WIKI (knowledge library). Search, extract, summarize, Q&A with contextual RAG, layered knowledge graph, and reinforced memory. Importantly use selected context to automatical

fjzzq2002/is-my-problem-new

Semantic search for competitive programming problems

awslabs/unified-kg-rag-on-aws

AWS-native knowledge graph RAG framework unifying two graph-retrieval methodologies — Microsoft GraphRAG community summarization and LightRAG dual-level keyword search — on Amazon Bedrock, Neptune, an

msdanyg/smart-connections-mcp

Give Claude semantic memory of your Obsidian vault — local semantic search over Smart Connections embeddings via MCP. Multi-vault, block-level, 100% private.

vectara/react-search

UI widget for adding semantic search to your React UI in just a few lines of code

lhh737/KnowledgeBase-RAG-LLM-System

轻量级本地知识库 RAG 问答系统 · Streamlit + LangChain + Chroma，支持知识库上传与检索增强问答

nqureshi/ev-winners

Semantic search over every Emergent Ventures winner.

MoMoM101/RAG-ReActAgent

RAG ReAct Agent - A Retrieval-Augmented Generation system with ReAct (Reasoning+Acting) agent loop for intelligent question answering with multi-hop reasoning

tocreator/tostore

Fast distributed AI vector database and persistent local storage engine. High-performance key-value store supporting SQL, NoSQL, offline cache and encrypted data.

qixinhu11/LongLive-RAG

Official Implementation of LongLive-RAG: A general retrieval-augmented framework for long video generation.

jina-ai/jina-grep-cli

Semantic grep powered by Jina embeddings v5 (MLX on Apple Silicon)

libyal/winevt-kb

Windows Event Log Knowledge Base

hivellm/vectorizer

A high-performance, in-memory vector database written in Rust, designed for semantic search and top-k nearest neighbor queries in AI-driven applications, with binary file persistence for durability.

Dipraise1/Engram

Decentralized vector database on Bittensor — content-addressed semantic memory for AI

ShenSeanChen/launch-rag

You Can Learn RAG AI Agent Design & Launch In 35 Min | Supabase Vector Database, Google Cloud GCP

neomatrix369/rag-params-finder

RAG parameter sweep and evaluation toolkit — a practical way to test how different vector databases, embedding models, chunking strategies, and retrieval methods perform across your own RAG setup. Bui

jonluca/mimessage

iMessage Wrapped, Semantic Search, and AI Chats

sede-open/Fleming

Fleming repo to run semantic search models on databricks on CPU.

damiandelmas/flex

vector database clubhouse for ai agents (no humans allowed)

likeslines-maker/VectorRAG.Net

VectorRAG.Net is a .NET-native high-performance vector database library for semantic search and RAG (Retrieval-Augmented Generation). Core search is based on Random Hyperplane LSH candidate generation

Automattic/wpvdb

Native Vector Database for WordPress

zhadyz/AI_SOC

Open-source AI-augmented Security Operations Center using LLMs + Multi-Agent Orchestration | Foundation-Sec-8B | Wazuh | TheHive | RAG

qdrant/qdrant-haystack

An integration of Qdrant ANN vector database backend with Haystack

botextractai/ai-multimodal-rag-with-videos

Multimodal Retrieval-Augmented Generation (RAG) chat with videos

tevfik/gleann

A lightweight, high-performance AI/RAG workspace and autonomous agent framework implemented in Go. Inspired by the Leann RAG backend architecture

FullStackWithLawrence/openai-embeddings

OpenAI chatGPT hybrid search and retrieval augmented generation

yagyeshVyas/personalforge

Build your own offline AI from any documents. Free. No coding. LoRA fine-tuning + RAG + GGUF export.

jeremybmerrill/meaningfully

semantic search for text in your spreadsheets

upupmake/general-rag-system

A RAG (Retrieval-Augmented Generation) knowledge base system with Vue.js frontend, Spring Boot backend, and FastAPI LLM service.

latenceainew/vllm-factory

Production inference for encoder models - ColBERT, GLiNER, ColPali, embeddings etc. - as vLLM plugins for online and in-process deployment

zxjcarrot/caliby

High-Performance Embeddable Vector Database with Document Storage, Hybrid Search, and Filtering

femboyisp/kibble

chew through any source into clean datasets! a fast ingestion, RAG & fine-tuning toolkit

colonelwatch/abstracts-search

Semantic search engine indexing 200+ million academic publications

laxmimerit/Agentic-RAG-with-LangGraph-and-Ollama

Building production-ready Retrieval-Augmented Generation (RAG) systems with LangGraph orchestration and local Ollama models for privacy-preserving AI applications.

SamurAIGPT/ai-knowledge-base

Open-source AI knowledge base & custom chatbot builder — production-ready Next.js SaaS with RAG, document upload, URL scraping, Q&A training, citations, and embeddable chatbot widgets. Stripe, credits

domnantas/ham.guide

Amateur radio knowledge base

devyanshyadav/librenote-ai

The open-source, self-hosted alternative to NotebookLM.

edochi/mdvs

Schema inference, frontmatter validation, and semantic search for markdown directories

laxmimerit/RAGWire

Production-grade RAG toolkit - ingest PDFs, DOCX, XLSX into Qdrant with LLM metadata extraction, hybrid search, and SHA256 deduplication.

rryam/LumoKit

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

cloudera/CML_AMP_Image_Analysis

Build a semantic search application with deep learning models.

benedekrozemberczki/GraphWaveMachine

A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".

kn0sys/valentinus

A thread-safe vector database for model inference inside LMDB.

JamBrains/jam-docs

Unofficial knowledge base for aspiring JAM developers.

hoffresearch/nest

sovereign embedded vector database, single-file .nest container with content-addressable citations, reproducible builds, and offline-first model verification.

iam-epiphany/resume-agent

面向"面试官 × 简历主人公"场景的个人简历 RAG 问答 Agent：把简历、证书、荣誉、项目介绍放进知识库，面试官可对简历任意提问（自我介绍、项目深挖、技术八股、HR 素质、简历细节），系统以第一人称自然作答。核心设计是"宽松推理 + 诚实标注"——硬事实（数字/日期/证书名）必须来自检索，证据不足时强制标注"根据现有知识库推测"而非编造。支持多轮追问记忆、检索兜底链、置信度分级回答、访问码闸

MrPeker/turbopuffer-gui

Desktop GUI client for Turbopuffer vector database

mallahyari/rag-ebook

A Practical Approach to Retrieval Augmented Generation (RAG) Systems - Ebook

allen-li1231/treehop-rag

Highly Efficient Query Rewriter for Passage Retrieval in the realm of Retrieval-Augmented Generation (RAG)

sochdb/sochdb

SochDB is a high-performance embedded, ACID-compliant vector database purpose-built for AI agents and memory

keating666/yzcbbs

A Knowledge Base on Pre-made Dishes

m13v/ai-browser-profile

Extract user knowledge from browser data into a self-ranking SQLite database with semantic search

XMUDeepLIT/LegalGraphRAG

[ACL'26 Main] Official code for "LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning".

ruvnet/rupixel

Pixel-native visual RAG ported to Rust on the ruvector ANN substrate (HNSW + IVF-Flat) — screenshot/document retrieval over visual embeddings, a Rust port of PixelRAG, with a metaharness benchmark CLI

Angular2Guy/AIDocumentLibraryChat

A project to show howto use SpringAI with Ollama to chat with the documents in a library. Documents are stored in a normal/vector database. The AI is used to create embeddings from documents that are

ryan-manor/Obsidian-Seek

An Obsidian native hybrid semantic search plugin.

Nokimalos/rag-ci

Regression testing and configuration sweeps for RAG pipelines, with the statistics to know whether a change actually helped.

samfoy/pi-session-search

Semantic search over past pi coding sessions — index, browse, and read your coding history

shibing624/TreeSearch

TreeSearch: Search your codebase like a human — not like a vector database. No embeddings. No chunking. Just millisecond search over structured documents and large codebases. 无需 embedding，无需切分文档，在结构化文

ZhishanQ/QuCo-RAG

Official code implementation of the paper: QuCo-RAG: Quantifying Uncertainty from the Pre-training Corpus for Dynamic Retrieval-Augmented Generation

Vincent-Lien/HyperRAG

HyperRAG: Reasoning N-ary Facts over Hypergraphs for Retrieval Augmented Generation

juliangeymonat-jpg/mothrag

Deterministic agentic-style multi-hop RAG at research-SOTA parity on commodity LLM APIs — no GPU, proof tree per answer.

DanTCIM/ValAct_RAG

Retrieval Augmented Generation for Life Valuation Actuarial Documentations

AhmedThahir/AhmedThahir.github.io

Personal website & knowledge base

dvhar/pikeru

File picker with thumbnails, semantic search, and image viewer

theSage21/lorentz-embeddings

Embed arbitrary graphs in Hyperbolic space

DefenderOfBasic/twitter-semantic-search

Basic semantic search for a tweet archive

uw-math-ai/TheoremSearch

Semantic Search Over 9 million Mathematical Theorems

200lz/llm-engineering-platform

A production-oriented LLM engineering platform with OpenAI-compatible serving, streaming, observability, evaluation, reproducible experiments, and deterministic RAG.

kbhujbal/Multi-Agent-AI-Travel-Advisor

AI travel planner with 7 specialized agents, RAG, and tool-calling. Built with CrewAI & LangChain. Generates personalized itineraries with flights, hotels, activities, and cultural tips. Production-re

marswangyang/personal-ai-memory

A local-first Chrome extension that passively captures ChatGPT, Gemini, Claude, Grok, Perplexity conversations into a private memory graph. Features in-browser Hybrid RAG (Vector + BM25), semantic sea

M9nx/CodexA

Codexa is a local semantic code intelligence CLI designed to help AI assistants and developers understand large codebases faster. It indexes repositories, parses code structure, generates embeddings,

firstbatchxyz/hollowdb-vector

A decentralized vector database for building vector search applications

vixhal-baraiya/pageindex-rag

Vectorless, Reasoning-Based Retrieval-Augmented Generation (RAG)

HelgeSverre/milvus

A PHP Client for the Milvus Vector Database Rest API

puffball1567/koutendb

KoutenDB: locality-aware NoSQL document/vector database built around rings and orbit-inspired retrieval

benedekrozemberczki/walklets

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

julianoczkowski/karpathy-llm-wiki

A step-by-step guide to building a local knowledge base using Andrej Karpathy's LLM wiki method, Claude Code, and Obsidian. No vector databases, no complex infrastructure. Just markdown files that com

yanhua1010/zero-to-ai-fullstack

A Java backend engineer learning AI full-stack in public — Python · FastAPI · RAG · pgvector · Next.js

OpenBMB/ParamMute

ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation

geckse/markdown-vdb

A filesystem-native vector database built around Markdown files. For AGENTS and MEMORY in mind. CLI first, folder based, no servers, no containers. Build with Rust for Performance.

hkulekci/qdrant-chrome-plugin

A Chrome extension for monitoring and managing Qdrant vector database clusters. Connect to one or more Qdrant instances and get real-time visibility into cluster health, collection configurations, sha

bholmesdev/llm-knowledge-base-skills

Agent skills that turn raw markdown notes into a self-updating LLM knowledge base

mvrl/RANGE

RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo Embeddings (CVPR 2025)

Altor-lab/altor-vec

Client-side vector search powered by HNSW. 54KB gzipped WASM. Sub-millisecond latency.

ever-works/awesome-vector-databases

A curated list of vector database solutions, libraries, and resources for AI applications - https://vectordb.ever.works

ezimuel/PHPVector

A pure-PHP vector database with HNSW and BM25 algorithms. Both engines can be combined into a single hybrid search pipeline.

qdrant/qdrant-txtai

An integration of Qdrant ANN vector database backend with txtai

gibram-io/gibram

GibRAM is an in-memory knowledge graph server designed for retrieval augmented generation (RAG / GraphRAG) workflows.

ZeR020/opencode-mem0

OpenCode plugin that gives coding agents persistent memory using local vector database

PhilipJohnBasile/vecstore

Embeddable vector database for Rust and Python. HNSW indexing, metadata filtering, hybrid search, and snapshots. The SQLite of vector search.

HarinezumIgel/RAG-LCC

Experimental RAG playground for exploring retrieval quality, corpus construction, and filter-chain design. Features configurable ranking and filtering pipelines, visual document grounding, chat interf

Keyoku-ai/keyoku-engine

AI memory engine — semantic search, knowledge graph, 12-signal heartbeat, memory decay

sirasagi62/veqlite

A ready-to-use vector database/RAG TypeScript library implemented with SQLite and @huggingface/transformers.

nesall/phenixcode

Privacy-focused, self-hosted RAG assistant for querying codebases with local or cloud LLMs.

ZetaZeroHub/yuan-knowledge-base

A local AI knowledge workspace for building, evolving, and practicing with a personal technical knowledge base.

dmis-lab/RAG2

[NAACL 2025] Rationale-Guided Retrieval Augmented Generation for Medical Question Answering

SAP-samples/btp-cap-genai-semantic-search

Basic sample for semantic search engine as CAP application integrating generative AI hub and SAP HANA Cloud’s Vector Engine on SAP BTP, offering scalable and powerful search capabilities.

EpisodeYu/3GPP-Everything

生产级 3GPP 5G 规范 RAG Agent：自然语言提问，回答带段落级原文引用 + 严格 grounding，覆盖 Rel-18/19 全部 TS。

OHDSI/Hecate

Semantic search engine for OHDSI vocabulary

Emmimal/context-graph-benchmark

A pure-Python structured memory benchmark for multi-agent LLM systems — context graph vs vector RAG vs raw history dump, five scenarios, 18 graded queries, zero API calls.

NTU-Siqiang-Group/AsterVec

Embedded on-device vector database for AI agent memory and local RAG — disk-based HNSW in an LSM-tree, C++/Python, optimized for low memory footprint

mburaksayici/RAG-Boilerplate

RAG boilerplate with semantic/propositional chunking, hybrid search (BM25 + dense), LLM reranking, query enhancement agents, CrewAI orchestration, Qdrant vector search, Redis/Mongo sessioning, Celery

fivif/OmniKB

Universal AI Knowledge Base Agent

zvec-ai/zvec-node

High-performance Node.js bindings for Zvec, a lightweight, lightning-fast, in-process vector database

Open-Data-Product-Initiative/odps-knowledge-base

ODPS Knowledge Base

Newiz430/Psi-RAG

[ICML'26] Hierarchical Abstract Tree for Cross-Document Retrieval Augmented Generation

Madhan230205/token-reducer

⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

benitomartin/crewai-rag-langchain-qdrant

Collaborative Multi-Agent RAG with CrewAI

Teycir/ArxivExplorer

AI-enhanced semantic search engine for arXiv research papers.

FareedKhan-dev/rag-cookbook-2026

Forty hands-on recipes for production-grade retrieval-augmented generation, Nebius-first and provider-agnostic.

centamiv/vektor

A native PHP Vector Database implementation with strict binary storage and Zero-RAM overhead.

bazzi24/RAGEve

Local-first RAG platform — Ollama + Qdrant + Redis + MinIO. No cloud, no API keys, runs entirely on your machine.

MuhammadIbtisam/ai-engineer-roadmap

A complete, hands-on roadmap to becoming an AI Engineer, from Python basics to production RAG, Agents, and Fine-Tuning. 10 modules, 20+ notebooks, 15 real projects. Free, open source, built for the co

jj-valentine/cerebellum

Agent-readable second brain using PostgreSQL + pgvector for semantic search and memory storage.

The-Swarm-Corporation/Multi-Agent-RAG-Template

This template demonstrates how to create a collaborative team of AI agents that work together to process, analyze, and generate insights from documents.

kyegomez/attn_res

A clean, single-file PyTorch implementation of Attention Residuals (Kimi Team, MoonshotAI, 2026), integrated with Grouped Query Attention (GQA), SwiGLU feed-forward networks, and Rotary Position Embed

botAGI/AGmind-ML

Locally fine-tuned Russian RAG models: document splitter, query expansion, retrieval embedder. Teacher distillation → GGUF → llama.cpp on AMD Vulkan. Commercial-OK licenses.

Suraj-G-Rao/Complete-Generative-AI

A comprehensive collection of Generative AI projects and experiments, covering RAG, chatbots, LLM fine-tuning, and more.

badwally/TheKnowledge

comprehensive knowledge base with semantic search frontend

mcpuishor/qdrant-laravel

A fluent package to interact with Qdrant Vector Database

hwdsl2/docker-docling

Docker image for a self-hosted Docling document parsing server. Converts PDF, DOCX, PPTX, HTML, and more to Markdown/JSON. Powered by IBM Docling. Features sync/async conversion, chunking for RAG, NVI

Oshayr/LLM-Wiki

Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compou

ayoubnabil/aiondb

PostgreSQL-compatible SQL, graph, and vector database built from scratch in Rust.

Emmimal/temporal-rag

A post-retrieval temporal layer for RAG systems — validity filtering, time decay, document kind classification, and hybrid reranking in one pipeline.

zilliztech/milvus-skill

Agent skill that teaches LLMs to operate Milvus vector database using pymilvus — connection, collections, vector CRUD, search, hybrid search, full-text search, indexing, RBAC, and common patter

jaywyawhare/GigaVector

A fast vector database written in C.

rvk7895/llm-knowledge-bases

Claude Code plugin for building LLM-maintained Obsidian wikis from raw research — compile, query, lint, and evolve your personal knowledge base. Inspired by Karpathy's knowledge base workflow.

kbhujbal/AlphaAnalyst-open-source-autonomous-equity-research-agent

Enter a US stock ticker, get an analyst grade memo with DCF valuation, peer comparables, news sentiment, and earnings call tone analysis. Multi agent LLM pipeline (Claude + GPT-4o devil's advocate) wi

Semafind/semadb

No fuss multi-index hybrid vector database / search engine

McKern3l/RAGdrag

RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS

rineshpk/dotnet-rag-pgvector

This project demonstrates how to build a semantic search + RAG pipeline using .NET

christopherkarani/Zoni

Zoni is a comprehensive, production-ready RAG framework built with Swift 6.0 🦝

microsoft/multi-modal-rag-with-colpali

This repository provides a multi-modal RAG (Retrieval-Augmented Generation) solution that processes documents visually using late interaction embedding techniques.

CastelDazur/awesome-local-ai

A curated list of tools, frameworks, and resources for running AI locally — inference, RAG, orchestration, monitoring, and more.

glaforge/embedding-gemma-semantic-search

In-browser semantic search demo using EmbeddingGemma and Transformers.js. No server required.

fengyede79/rag-system

面向中文食谱问答的端到端 RAG 工程实践，覆盖数据清洗与索引构建、混合检索、多轮状态管理、结构化生成，以及基于真实大模型服务的 Live E2E 测评闭环。

int2t05/OpsMind

私有部署的 AI 运维数字员工——自建 RAG 引擎（BM25+向量混合检索+重排序），知识库管理，申告工单全流程，数据不出域。Go + Next.js 全栈，Docker Compose 一键部署。

udityamerit/NeuroLens-Knowledge-Retrieval-Engine

NeuroLens is a premium, state-of-the-art Document Retrieval-Augmented Generation (RAG) system. It combines an immersive, holographic, sci-fi-themed React frontend with a high-performance FastAPI backe

cequence-io/pinecone-scala

Scala client for Pinecone vector database

ENDEVSOLS/LongParser

Privacy-first document intelligence engine — parse PDFs, DOCX, PPTX, XLSX & CSV into AI-ready chunks for RAG pipelines. Includes HITL review, 3-layer memory chat, and a production FastAPI server.

Yarmoluk/ckg-benchmark

Benchmarking RAG vs GraphRAG vs Compressed Knowledge Graphs on the McCreary Intelligent Textbook Corpus

Peakstone-Labs/sembr

Self-hosted intent radar — Reverse RAG for any input stream.

khairu-aqsara/moodle-blocks_terusrag

Moodle Retrieval-Augmented Generation (RAG)

singhpratech/ferrovec

The in-browser vector store that remembers — a Rust→WASM HNSW engine that persists to OPFS and stays consistent across tabs. Private, offline semantic search in 3 lines.

retran/meowary

AI-powered work journal template for software developers. PARA structure, Bullet Journal daily rhythm, Zettelkasten knowledge graph with semantic search, and structured coding workflows. Powered by Op

atliq/recap

Search your browsing history in plain English. Local-first RAG - Chrome extension + private Python backend (FastAPI, SQLite FTS5, LanceDB). Your data never leaves your machine.

KGupta171025/KALKI-1.5

KALKI AI (Krishna Artificial Lattice Keystone Intelligence) is an Enterprise Intelligence Operating System (IOS) combining LLMs, VLMs, autonomous multi-agents, hybrid RAG, and defensive cybersecurity.

matthiasnordwig/pdf-struct-chunker

LLM-free, layout-aware PDF chunking for RAG pipelines. Preserves document structure via regex and font heuristics. Written in pure Rust.

hexxla/hexxladb

A hex-native embedded database for Go. Morton keys, native ring scans, seams (contradictions), MVCC, provenance, and optional HNSW embeddings. Built from scratch for lattice-addressed memory.

catastropiyush/RAG-dataset-gen

Retrieval augmented generation for building datasets from scientific literature: Contains the notebooks used for creating datasets

Rupamthxt/VectraDB

VectraDB is an in-memory, high performance vector database written in Go.

Jay-ANU/CasualGraph

ESG knowledge graph + RAG agent. Turn long-form sustainability disclosures into cited answers, extracted entities, and a reviewable graph of evidence.

ronakgh97/blaze-db

A rust native, standalone and self-managed vector database uses HNSW data structure for fast queries and search.

casper-vdb/Casper

⚡ World’s Fastest Vector Database for AI & RAG

PsyChip/VEC

GPU-resident vector database in single exe

uchebnick/unch

Local-first semantic code search for repository annotations via GGUF embeddings and sqlite-vec.

ymcbzrgn/HydraQuant

AI-Powered Quantitative Crypto Trading Engine — 18 RAG Types, 10 Autonomous Agents, Evidence-First Signal Engine, Self-Learning Risk Management. Built on Freqtrade.

2015xli/jqassistant-graph-rag

Source code graph RAG (graphRAG) for Java/Kotlin development based on jQAssistant

doganarif/vectordb

In-memory vector database with pluggable indexing algorithms, metadata filtering, and a FastAPI-based REST API.

int2t05/rag-engine

Full-stack RAG template: FastAPI + LangChain LCEL + Next.js 14. Multi-KB retrieval, hybrid search (dense+BM25/RRF), FlashRank reranking, SSE streaming, RAGAS evaluation & JWT auth. MySQL + Chroma + Mi

SpruceUp-ai/SpruceUp

A standalone system for making automated, incremental updates to a vector database

Vbj1808/Dokis

Lightweight RAG provenance middleware. Verifies every claim in an LLM response is grounded in a retrieved source - without an LLM call.

Sumanth0019/Semantic-Search-Engine

The main objective of this project is to develop a semantic search engine that retrieves context-aware results using meaning-based matching instead of keywords. Leveraged Hugging Face transformer embe

Omkar-ratzar/Gnosis

A lightweight semantic search engine

mindtro/semafold

Vector compression with TurboQuant codecs for embeddings, retrieval, and KV-cache. 10x compression, pure NumPy core — optional GPU acceleration via PyTorch (CUDA/MPS) or MLX (Metal).

metehan777/vectordb-gsc

Turn your Google Search Console data into a vector database and analyze search performance with AI (Gemini, Grok, Claude)

bisect-group/BrowseNet

BrowseNet is a novel graph-based RAG framework that performs query-guided traversal over structured Graph-of-Chunks, enabling efficient context retrieval for complex multi-hop queries while achieving

skhalidmahmud/RAG-Knowledge-Engine

Advanced RAG (Retrieval-Augmented Generation) system for private document intelligence. Uses OpenAI GPT-4o and Vector Databases to provide zero-hallucination chat insights.

mahmoudsamy7729/agentic-rag

A clean, modular implementation of an Agentic RAG (Retrieval-Augmented Generation) system built with a production-ready architecture.

falltwo/Contract-compliance-agent

幫企業在數分鐘內完成合約第一輪審閱：自動標出風險條款、修改建議與法條出處。RAG + 多工具 Agent，支援司法院法條查詢、知識庫問答與 Eval 驗證。

musamaanjum/ai-engineer-roadmap

A complete roadmap to become an AI/LLM Engineer in 2026. Free & paid courses, 5 portfolio projects, interview prep, and resources. For software engineers with Python & ML basics who want to break into

shivama205/DocBrain

Self-hosted RAG framework with RBAC, multi-LLM support, and natural language SQL over tabular data

preston-zhang-x/role-aware-rag-platform

企業内文書向けの Role-aware RAG Platform。権限フィルタ、Excel 仕様書解析、hybrid search/rerank、FastAPI + React に対応。

mo-tunn/TokenPack

TokenPack packs long documents, codebases, PDFs, and folders into compact, evidence-dense LLM context using local embeddings, evidence scoring, and budget-aware selection.

groovy-web/rag-system-pgvector

Production-ready RAG system using PostgreSQL + pgvector for semantic search

groovy-web/rag-systems-production

Enterprise-grade RAG systems with monitoring, scalability, and production features

Kirito-Elucidator/MathModel-QA-Engine

2026 C 题 F 奖得主开发的数学建模/MCM/ICM O 奖论文 RAG 问答引擎：基于 LlamaIndex 章节级检索，支持年份/题号/章节过滤、建模方法/灵敏度分析/写作结构拆解，帮数模备赛快速复盘高分美赛论文

ai-agents-buzz/rag-chunking-playground

Visual tool to compare 6 RAG chunking strategies side-by-side with grading and query selection

go101/go101

An up-to-date (unofficial) knowledge base for Go programming self learning

IlyaRice/RAG-Challenge-2

Implementation of my RAG system that won all categories in Enterprise RAG Challenge 2

MinishLab/model2vec

Fast State-of-the-Art Static Embeddings

pykeen/pykeen

🤖 A Python library for learning and evaluating knowledge graph embeddings

xlang-ai/instructor-embedding

[ACL 2023] One Embedder, Any Task: Instruction-Finetuned Text Embeddings

lilianweng/stock-rnn

Predict stock market prices using RNN model with multilayer LSTM cells + optional multi-stock embeddings.

SaiAkhil066/CORTEX-AI-SUPER-RAG

CORTEX RAG is an enterprise retrieval and knowledge assistant that helps teams find accurate answers from company data with citations, permission-aware retrieval, and fast deployment

netease-youdao/BCEmbedding

Netease Youdao's open-source embedding and reranker models for RAG products.

SocialAI-tianji/Tianji

制作懂人情世故的大语言模型 | 涵盖提示词工程、RAG、Agent、LLM微调教程

u14app/neo-chat

A local-first AI chat workspace for models, agents, skills, plugins, search, RAG, voice, memory, and artifacts.

lizhe2004/Awesome-LLM-RAG-Application

the resources about the application based on LLM with RAG pattern

finic-ai/rag-stack

🤖 Deploy a private ChatGPT alternative hosted within your VPC. 🔮 Connect it to your organization's knowledge base and use it as a corporate oracle. Supports open-source LLMs like Llama 2, Falcon, and

RunanywhereAI/wally

Talk to your Mac, query your docs, no cloud required. On-device voice AI + RAG

KruxAI/ragbuilder

A toolkit to create optimal Production-readyRetrieval Augmented Generation(RAG) setup for your data

honeyandme/RAGQnASystem

本项目设计并实现了一个基于知识图谱 RAG 与大语言模型的医疗智能问答系统。系统以 DiseaseKG 医疗数据集为基础，依托 Neo4j 构建包含 4.4 万实体与 31 万关系的领域知识图谱；结合 BERT 命名实体识别与 32B 大模型意图识别，通过精确的图谱检索与受控的答案生成，有效缓解大模型在医疗场景中的幻觉问题，显著提升回答的准确性与可靠性。

zstar1003/ragflow-plus

Ragflow-Plus 是 Ragflow 的二次开发版本，使其更为简洁实用

aakarim/OpenLore

A minimal, extensible, agent-native knowledge repository that keeps shared context current and inspectable

via007/bilibili-rag

B站收藏夹RAG知识库：收藏不吃灰，B 站收藏夹 → 语音转写 → 向量检索 → 对话问答

anush008/fastembed-rs

Rust library for generating vector embeddings and reranking locally!

LibreChat-AI/rag-api

ID-based RAG FastAPI: Integration with Langchain and PostgreSQL/pgvector

nuwax-ai/nuwax

Nuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory sys

icey1287/SuperMew

SuperMew — Agentic RAG with LangChain & LangGraph

microsoft/typeagent-py

Structured RAG: ingest, index, query

limouren2000/llms-dev-study

小李的大模型应用开发学习路线，涵盖 RAG、Agent、面试八股与论文速读。

mdSilo/mdSilo-app

Lightweight Knowledge Base and Feed Reader.

huangjia2019/rag-in-action

End-to-end RAG system design, evaluation, and optimization. 极客时间RAG训练营，RAG 10大组件全面拆解，4个实操项目吃透 RAG 全流程。RAG的落地，往往是面向业务做RAG，而不是反过来面向RAG做业务。这就是为什么我们需要针对不同场景、不同问题做针对性的调整、优化和定制化。魔鬼全在细节中，我们深入进去探究。

llama-farm/llamafarm

Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes

sdan/vlite

fastest vector database made in numpy

nuclia/nucliadb

NucliaDB, The AI Search database for RAG

datvodinh/rag-chatbot

Chat with multiple PDFs locally

DataScienceUIBK/Rankify

🔥 Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation 🔥. Our toolkit integrates 40 pre-retrieved benchmark datasets and supports 7+ retrieval techniqu

DenisovAV/flutter_edge_ai

On-device AI for Flutter — Gemma and other LLMs, multimodal, function calling, embeddings, RAG and speech on Android, iOS, Web, macOS, Windows and Linux.

jzjzzzzzzz/agent-me

Distill your knowledge, memories, and decisions into an open-source, inspectable AI Agent Twin.

codefuse-ai/CodeFuse-Embeddings

Text and code embeddings research from CodeFuse: C2LLM, D2LLM, E2LLM, F2LLM, ML-Embed

aigc-apps/PAI-RAG

An easy-to-use framework for modular RAG

Azure-Samples/rag-postgres-openai-python

A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.

modelscope/ms-cookbook

魔搭紫皮书｜ModelScope Cookbook：面向开发者的开源模型应用实战指南，覆盖模型选型、推理、微调、评测、RAG、Agent 与 AIGC，从跑通第一个模型到构建实际应用。

DavidZWZ/Awesome-RAG-Reasoning

[EMNLP 2025] Awesome RAG Reasoning Resources

jiangxinke/Harness-RL

Agentic RAG R1 Framework via Reinforcement Learning

jiangxinke/Agentic-RAG-R1

Agentic RAG R1 Framework via Reinforcement Learning

pablomarin/RAG-Agents-Accelerator

Azure AI Search + Azure OpenAI Accelerator to build Agents

Softlandia-Ltd/vision-is-all-you-need

Serverless Modal + FastAPI + React + ColPali + Qdrant + GPT4o Vision RAG (V-RAG) Demo

guangshu100/BidMaster-Pro

全流程 智能招投标 Agent：标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现 一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。 从招标公告到可交付 docx 文档，全流程 AI 自动化。

FudanDNN-NLP/RAG

This is an implementation of the paper: Searching for Best Practices in Retrieval-Augmented Generation (EMNLP2024)

langchain-ai/langconnect

A managed RAG API server.

zhengxuJosh/Awesome-RAG-Vision

Awesome-RAG-Vision: a curated list of advanced retrieval augmented generation (RAG) for Computer Vision

vespaai-playground/NyRAG

advanced, scalable, no-code RAG

Azure-Samples/azure-search-openai-javascript

A TypeScript sample app for the Retrieval Augmented Generation pattern running on Azure, using Azure AI Search for retrieval and Azure OpenAI and LangChain large language models (LLMs) to power ChatGP

Oqura-ai/deepdoc

Deep research tool for local knowledge base.

sskarz/Aeru

Apple Intelligence with on-device RAG, web search, private and free

naver/bergen

Benchmarking library for RAG

TencentCloudADP/youtu-rag

Youtu-RAG: Next-Generation Agentic Intelligent Retrieval-Augmented Generation System

Sheltercosmo/jev4pg

Established strong JEV based natural language to SQL performance and well-covered semantic operators for PostgreSQL(PG) with optimized cost and latency. Reusable evidence, with native execution, paral

LinWeizheDragon/Retrieval-Augmented-Visual-Question-Answering

This is the official repository for Retrieval Augmented Visual Question Answering

Aif4thah/Dojo-101

Offline Cybersecurity Knowledge Base

FareedKhan-dev/autonomous-agentic-rag

Self improving agentic rag pipeline

Dripfarm/SVDB

Swift Vector Database. On-device, local vector database for building the next-generation of user experiences

ThomasJay/RAG

Rag (Retreival Augmented Generation) Python solution with llama3, LangChain, Ollama and ChromaDB in a Flask API based solution

starcat-app/Starcat

A native macOS app that turns GitHub Stars into a searchable, organized, AI-powered personal knowledge base.

Fazmin/AILearningGuide

Interactive desktop app with 51 labs covering ML fundamentals, transformers, RAG, agents, fine-tuning and quantization and more.

tidyverse/ragnar

RAG in R

KxSystems/kdbai-samples

Developer samples for the KDB.AI vector database

microsoft/AzureDataRetrievalAugmentedGenerationSamples

Samples to demonstrate pathways for Retrieval Augmented Generation (RAG) for Azure Data

FareedKhan-dev/rag-zero-hallucinations

Handling 10M+ docs using RAG with zero hallucinatons

sinanuozdemir/oreilly-retrieval-augmented-gen-ai

See how to augment LLMs with real-time data for dynamic, context-aware apps - Rag + Agents + GraphRAG.

alfredodeza/learn-retrieval-augmented-generation

Examples and demos on how to use Retrieval Augmented Generation with Large Language Models

IBM/mt-rag-benchmark

Multi-Turn RAG Benchmark

jkrukowski/swift-embeddings

Run embedding models locally in Swift using MLTensor.

Azure-Samples/azure-openai-rag-workshop

Create your own ChatGPT with Retrieval-Augmented-Generation workshop

watat83/document-chat-system

Open-source document chat platform with semantic search, RAG (Retrieval Augmented Generation), and multi-provider AI support (OpenRouter, OpenAI, ImageRouter).

ArihantDeva/heimdall

A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective.

mirabdullahyaser/Retrieval-Augmented-Generation-Engine-with-LangChain-and-Streamlit

Powerful web application that combines Streamlit, LangChain, and Pinecone to simplify document analysis. Powered by OpenAI's GPT-3, RAG enables dynamic, interactive document conversations, making it i

GoogleCloudPlatform/realtime-embeddings-matching

FRS2003/hands-on-llm

动手学大模型全栈：CS336 中文精讲 · PyTorch 手搓 Transformer · 单卡复现 Pretrain/SFT/LoRA/DPO/GRPO/RLVR · PEFT/Agent/RAG 落地（含真实实验、曲线与复现脚本）

GoogleCloudPlatform/terraform-genai-rag

Deploys a Generative AI RAG solution

subev/libratory

Your free book and audiobook laboratory. Turn the PDFs you own into chapter-marked M4B audiobooks, read-along books and bilingual editions, on your own machine. Local TTS, AI cleanup and translations,

aws-samples/layout-aware-document-processing-and-retrieval-augmented-generation

Advanced document extraction and chunking techniques for retrieval augmented generation that is aware of the layout of documents. Increases knowledge retrieval accuracy and provides control for retrie

saltsalt123/buywise-agent

A langGraph-powered multi-agent RAG assistant for warranty, return, and consumer decision workflow.

shahidazam2020-oss/A-Systematic-Literature-Review-of-Retrieval-Augmented-Generation-RAG-Models

A systematic literature review of Retrieval Augmented Generation (RAG) models, covering architectures, retrieval techniques, real world applications, performance improvements, emerging challenges, and

whyashthakker/RAG

RAG From Basics to Building a Working RAG Ecosystem

Kain-90/RAG-Play

An interactive visualization tool for understanding Retrieval-Augmented Generation (RAG) pipelines.

qiz1907/LongLive-RAG

Official Implementation of LongLive-RAG: A general retrieval-augmented framework for long video generation.

Lanerra/saga

Autonomous, agentic, creative story writing system that incorporates stored embeddings and Knowledge Graphs.

888newstep/ai-agent-platform

企业级 AI Agent 平台 | Spring Boot 3 + LangChain4j | ReAct 推理 + 多路召回 RAG + 语义缓存 + 多智能体协作

Gianluca-Improta/cinekive

Local-first cinematic still archive for filmmakers. Search your frames by look, mood, technique or director with SigLIP semantic search; ingest video and URLs; build moodboards. Free desktop app for W

qifan777/data-agent-tutorial

Data-Agent：从 0 到 1 构建 Text2SQL 智能体实战教程，覆盖 StateGraph 编排、双重 RAG、关系图谱、HITL 人工确认、SQL 自动纠错、Python Docker 沙盒执行与 A2A + SSE 流式交互。

PaulKinlan/idb-vector

A simple vector database built on idb

bitcrowd/rag

A library to make building performant RAG (Retrieval Augmented Generation) systems in Elixir easy.

tntexploding/StruInfo

Self-hosted, traceable document-to-knowledge workspace with deterministic workflows, optional AI, search, RAG, and an editable knowledge graph.

6v17/VideoSeek

Offline video material retrieval platform for semantic search, subtitle search, Agent API, and AI-assisted editing.

aws-samples/Serverless-Retrieval-Augmented-Generation-RAG-on-AWS

A full-stack serverless RAG workflow. This is thought for running PoCs, prototypes and bootstrap your MVP.

getredash/website

Redash homepage and Knowledge Base

iam-veeramalla/RAG-crash-course

Learn RAG practically from absolute basics

ddickmann/vllm-factory

Production inference for encoder models - ColBERT, GLiNER, ColPali, embeddings etc. - as vLLM plugins for online and in-process deployment

pwrdrvr/ghcrawl

Terminal UI and local CLI for crawling GitHub issues and pull requests, generating embeddings, and clustering related work.

aieng-abdullah/production-rag-assistant

Citation-verified RAG SaaS where ChatGPT guesses we verify: every sentence checked against the source before you see it, across Legal and Academic workspaces

HITsz-TMG/JevEmbed

Meet JevEmbed — turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.

MisterBooo/llm-interview-questions

100 道大模型面试题与 100 张 SVG 图解，覆盖 LLM、RAG、Agent、微调、推理优化和评估。

HenryHengLUO/Retrieval-Augmented-Generation-Intro-Project

This project aims to introduce and demonstrate the practical applications of RAG using Python code in a Jupyter Notebook environment.

sunny2jz/bootstrapKnowledgeBaseTheme

Free Bootstrap Knowledge Base Theme

FareedKhan-dev/agentic-knowledge-graph

Knowledge-graph RAG built from structured metadata instead of LLM extraction. 929M edges, zero LLM calls, 83.2% on held-out PubMedQA. Case study: the full PubMed 2026 baseline.

milvus-io/milvus-model

A library integrating embedding and reranker models from OpenAI, SentenceTransformers etc for semantic search in vector database.

arielshakaramiro/arielshakaramiro

AI/ML Engineer in progress — LLM, RAG, Computer Vision. Open to full-time AI Engineer roles.

bstollnitz/rag

kutaytire/Retrieval-Augmented-Time-Series-Forecasting

ZhishaBai-web/help-you-find-job

适合中国求职者的 AI 求职助手，基于 LangChain、DrissonPage、RAG、LLM 、Streamlit 等技术，纯 Python 项目，支持简历分析、职业规划、BOSS 直聘岗位采集、AI 人岗匹配、岗位打分与数据可视化，帮助求职者高效搜索、筛选和分析招聘岗位。

xiyue188/RAG

DeepBlue Brain：一个面向 RAG 全链路教学与理解的白盒化交互平台，支持各类文档上传、混合检索、实时检索日志流、提示词原文溯源与流式问答。

pavannagula/User-Centric-RAG-Using-Llamaindex-Multi-Agent-System-and-Qdrant

This project involves using llamaindex Multi Agents concierge system and Qdrant vector database to customize the RAG application with user preferences over LLMs, Embeddings, Search types, and Rerankin

Harvey-cream/accountings

面向个人用户的一站式智能财务管理平台，覆盖日常记账、账单统计、预算、资产、发票及财务数据管理，并通过自然语言交互、RAG 与 Agent 工作流提供智能记账、财务问答和个性化分析，同时支持社区互动与用户成长体系。

bigmacfive/turbo-graph

TurboQuant-compatible vector search plus graph memory for constrained RAG.

kyungseo/learnstead

Local LLM·RAG·AI Agent·바이브 코딩을 개념부터 실습과 검증까지 다루는 학습 자료

ailake-io/ai-lakehouse

AI-Lake Format: self-contained Parquet + HNSW index — unifying tabular data, embeddings, and vector search in a single Iceberg-compatible file

Pranitha-07/Text-to-sql-multi---agent-system-using-RAG

A professional web application that democratizes database querying by converting plain English questions into executable SQL queries. No SQL knowledge required! Built with a sophisticated multi-agent

lixx-backup/RAG-Retrieval-Augmented-Generation-

A lab to practice RAG techniques.

aws-solutions-library-samples/guidance-for-conversational-chatbots-using-retrieval-augmented-generation-on-aws

This Guidance demonstrates how to combine Retrieval Augmented Generation (RAG) with AWS services to build generative AI applications.

AllAboutAI-YT/rag

Easy RAG Setup

kesamet/retrieval-augmented-generation

Retrieval augmented generation demos with open-source DeepSeek, Llama, Qwen, Mistral, Gemma

valpere/session-indexer

Per-project semantic search over Claude Code session history. Indexes JSONL transcripts into SQLite; retrieves via bge-m3 embeddings (Ollama) with FTS5 fallback.

rafaelpierre/moviegpt

MovieGPT: A RAG, Gen AI application for Movie Recommendations

vincenzo-afk/PrivatePulse-AI

RAG-powered document intelligence assistant built for the Midnight Hackathon AI Track. Users upload confidential documents (medical records, contracts, financial statements, legal files) and interroga

omarfarouk228/togolm

First open-source AI knowledge layer for Togo - 62K+ documents, RAG API, fine-tuned LLM. Built for developers, startups and institutions in francophone West Africa

get-convex/rag

Document search component to aid RAG

convex/rag

Document search component to aid RAG

LinkedInLearning/advanced-rag-applications-with-vector-databases-3886256

This repo is for LinkedIn Learning course: Advanced RAG Applications with Vector Databases

rostamlabs/rostam

Open-source vector database and sub-microsecond key-value store in one Go engine — embed it as a library, run it standalone, or replicate it across a Raft cluster. HNSW/IVF/Vamana indexes, quantizatio

codeforstartups/dynavec

dynavec — serverless hybrid vector database on DynamoDB + Amazon S3 Vectors.

zermello/turing-ai-agent

A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.

prompt-security/RAG_Poisoning_POC

Stealthy Prompt Injection and Poisoning in RAG Systems via Vector Database Embeddings

nirbhay41120003/EchoMind

Local-first voice memory assistant — capture speech, transcribe live, and ask a private RAG chatbot grounded in what you've actually said. No cloud required.

salikhussain71-code/PAKGOV-RAG-project

Research project on bilingual Urdu-English retrieval-augmented generation for Pakistani government and legal documents, with OCR, hybrid retrieval, citation grounding, and evaluation.

mayur-ml/Simple-Retrieval-Augmented-Generation-RAG-

Simple Retrieval-Augmented Generation (RAG)

iceener/rag

slyyr/yappr

A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.

AIAnytime/Build-your-first-RAG-using-Qdrant-Vector-Database

Get Started with Qdrant Vector DB. From Setup to First RAG Implementation using Qdrant.

RoyCurtis/RAG

Rail Announcements Generator; generates National Rail-style announcements.

Emma1066/Retrieval-Augmented-IT-OpenNER

The github repository for the paper at COLING 2025: Retrieval Augmented Instruction Tuning for Open NER with Large Language Models.

pubkey/javascript-vector-database

Local-First Vector Database with RxDB and transformers.js

NFDI4Microbiota/nfdi4microbiota-knowledge-base

The NFDI4Microbiota Knowledge Base, for visualizing dev branch: https://kb-dev.nfdi4microbiota.de

hkproj/retrieval-augmented-generation-notes

Slides for "Retrieval Augmented Generation" video

PacktPublishing/Master-Retrieval-Augmented-Generation-RAG-Systems

This is the code repository for Master Retrieval-Augmented Generation (RAG) Systems, published by Packt Publishing

Daniele-Cangi/Alchimista

Self-hosted AI governance, document intelligence, RAG, privacy and auditable decision evidence — with local-first deployment and optional Full Rizzo PII detection.

Association-DataRing/Louis

Plateforme IA juridique souveraine, auto-hébergeable et open-source. Bring Your Own Key, agrégateur de modèles FR/EU/US, RAG pgvector, orchestration multi-agents.

rhenus-Q/Enterprise-Agentic-RAG

Self-correcting Agentic RAG for enterprise document Q&A, built with LangGraph, Chroma, OpenAI/Ollama, Tavily, FastAPI, and React—with quality gates, privacy controls, provenance, bounded retries, and

OceanOver/Tomechat

RAG knowledge-base chat app built on LangChain — FAISS vector search, FastAPI backend, Next.js WebUI, OpenAI/Gemini compatible

msuliot/rag

Retrieval-augmented generation (RAG) with Confluence, Pinecone and Open AI

ahmadhattab/Educational-Vector-Database

قاعدة بيانات متجهات تعليمية - Educational Vector Database

BlackyDrum/chromadb-cpp

Easily interact with ChromaDB Vector Database in C++

aws-samples/Serverless-Semantic-Video-Search-Vector-Database-and-a-Multi-Modal-Generative-Al-Embeddings-Model

Implementing serverless semantic search of image and live video with Amazon OpenSearch and Amazon Bedrock

aws-samples/generating-synthetic-datasets-for-evaluating-retrieval-augmented-generation-systems

The repository guides you through generating a synthetic dataset for a QA-RAG application using the Bedrock API, Python and Langchain.

Tibab222/cvMaker

An open-source, local-first CV & resume management platform featuring privacy-focused semantic search to instantly match your skills, projects, and experiences

medhiclb/HelixAI

Your own AI workspace on your own machines: chat, agents, coding, knowledge bases (RAG) and fine-tuning with local models. Open source (AGPL-3.0).

mkheck/rag

Repo for Retrieval Augmented Generation samples, guidance, experimentation, and more

Azure-Samples/azure-openai-rag-workshop-java

Create your own ChatGPT with Retrieval-Augmented-Generation workshop

PerryLink/dsh-library

Local document knowledge base for DeepSeek Harness: library_add/remove/list, hybrid semantic+keyword library_search with diversity re-ranking, relevance filtering and lost-in-the-middle avoidance, cit

Tahirpathan-AiLab/Athena_RAG_Intelligence

Athena RAG Intelligence – AI-powered document intelligence platform with RAG, semantic search, source citations, voice assistant, analytics, and an intuitive interface.