RAG and search, page 3

Prismer Cloud

1,364 stars+1 this week

Agentic Voice Notes for iPhone and macOS - Rust, Dioxus, LanceDB + RIG + SQLite

172 stars0 this week

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.

565 stars+1 this week

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

137 stars0 this week

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

211 stars0 this week

High-performance vector search for Browser, Node, and Edge

100 stars0 this week

📚 从零开始的向量数据库原理与实践教程，在线阅读地址：https://easy-vecdb.datawhale.cc/

431 stars0 this week

Parsing-free RAG supported by VLMs

989 stars+1 this week

Local, git-versioned memory for AI coding agents. No RAG, no Docker, no external service. Capture, compile, recall over a local LLM wiki with on-device embeddings and an MCP server.

129 stars0 this week

A Large-Scale Knowledge Graph for Automated Scientific Research

170 stars+4 this week

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). OpenAI-compatible API. 2100+ tests.

125 stars0 this week

Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

2,451 stars0 this week

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

313 stars+2 this week

Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable retrieval and training.

9,263 stars0 this week

Self-hostable RAG backend for document knowledge: hybrid search, cited answers, and agentic deep reading. Java · Spring Boot · Spring AI · Elasticsearch.

109 stars+1 this week

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

300 stars+3 this week

The best RAG interface yet.

132 stars0 this week

Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure

867 stars+1 this week

VeritasGraph — open-source Knowledge Graph & GraphRAG framework on GitHub. Build multi-hop reasoning, ontology-aware retrieval, and verifiable attribution over your own data. Nodes, edges, RDF, linked-data — runs locally or in the cloud.

326 stars0 this week

Self-hosted DeepSeek-OCR-2 WebUI & API — vLLM / transformers on NVIDIA, Apple Silicon & CPU, per-page quality checks, PDF streaming, MCP

446 stars0 this week

Reference implementation of a RAG-based documentation helper using LangChain, Pinecone, and Tavily..

364 stars+1 this week

Llama-github is an open-source Python library that empowers LLM Chatbots, AI Agents, and Auto-dev Solutions to conduct Agentic RAG from actively selected GitHub public projects. It Augments through LLMs and Generates context for any coding question, in order to streamline the development of sophisticated AI-driven applications.

289 stars0 this week

AI-native data platform: 60+ connectors, dlt-based ETL, DAG scheduling, per-source RAG knowledge bases, and sandboxed AI agents that query, chart, and analyze your data.

295 stars0 this week

ExtractThinker is a Document Intelligence library for LLMs, offering ORM-style interaction for flexible and powerful document workflows.

1,604 stars+2 this week

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.

3,049 stars0 this week

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

399 stars-1 this week

A resource-efficient C++ vector index engine built for low-RAM production workloads

102 stars0 this week

Automated benchmarking of Retrieval-Augmented Generation (RAG) systems

103 stars0 this week

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

1,542 stars+2 this week

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

960 stars0 this week

基于eino+gf+vue实现知识库的rag

329 stars+1 this week

基于 LLM 的 Telegram 群聊智能管理机器人 — 智能决策、知识库 RAG、内容审查、贴纸学习、联网搜索、多层记忆架构

115 stars+2 this week

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

426 stars0 this week

[EMNLP2025] LLM-KG4QA: Large Language Models and Knowledge Graphs for Question Answering

167 stars0 this week

Framework profissional de orquestracao multi-agente em Python: crews, flows orientados a eventos, ReAct, RAG, memoria, MCP/A2A e multi-provider LLM

208 stars0 this week

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

176 stars+1 this week

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

131 stars0 this week

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

1,137 stars0 this week

LLM-powered knowledge base from your Claude Code, Codex CLI, Copilot, Cursor & Gemini sessions. Karpathy's LLM Wiki pattern — implemented and shipped.

400 stars+1 this week

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

124 stars0 this week

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

208 stars0 this week

This repo accelerates development of RAG applications with rich data sources including SQL Warehouses and documents analysed with Azure Document Intelligence

107 stars+1 this week

Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.

759 stars0 this week

Data-Driven Evaluation for LLM-Powered Applications

519 stars0 this week

On-device memory layer for AI agents. Claude Code, OpenClaw and Hermes. Hooks + MCP server + hybrid RAG search.

212 stars+1 this week

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

836 stars0 this week

Turn PDFs into clean, structured Markdown

217 stars+1 this week

Self-hosted AI customer-support platform — per-KB RAG on Qdrant, 13 LLM providers, SSE streaming, embeddable chat widget. FastAPI + Vite + SQLite, all in Docker Compose.

164 stars0 this week

GraphRAG4OpenWebUI integrates Microsoft's GraphRAG technology into Open WebUI, providing a versatile information retrieval API. It combines local, global, and web searches for advanced Q&A systems and search engines. This tool simplifies graph-based retrieval integration in open web environments.

604 stars0 this week

Agentic text-to-SQL SDK: hand the LLM one execute_sql tool and let it explore the schema, test queries, and self-correct — no RAG, no semantic layer. 20/20 on an 80-table Spider run. Built-in tracing and scenario support.

164 stars+1 this week

A context harness for AI agents: all your scattered context — code, memory, docs, databases, SaaS — in one searchable, browsable, file-like interface.

158 stars0 this week

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.

126 stars+1 this week

Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.

175 stars+1 this week

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 联网搜索、阿里云百炼、微信小程序与云托管。用一套教程掌握 AI 编程全流程，从需求调研到部署上线，不到一周学完，给你的简历增加竞争力

148 stars+2 this week

Python library for building with LLMs. One interface across 11 providers (OpenAI, Anthropic, Gemini, DeepSeek, Ollama and more), automatic failover, Pydantic-validated structured output, embeddings with vector search, and an AI-powered router. pip install simplerllm

230 stars+1 this week

Enterprise RAG ecosystem managing 32000+ semantic chunks. Features hybrid parsing (LlamaParse/PyMuPDF) and 256-dim MRL embeddings for 512MB RAM environments

111 stars+1 this week

GuardianDB: High-performance, local-first decentralized database that stores and processes data, built on Rust and Iroh

215 stars0 this week

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

578 stars0 this week

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

149 stars+1 this week

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.

145 stars0 this week

🧠 Production-grade memory sidecar for AI agents — gbrain + Hindsight + 3-tier recall. Agent-agnostic, battle-tested. | 生产级外挂记忆系统，兼容Hermes/Claude/Cursor等任意AI智能体

208 stars+1 this week

[EMNLP 2025 Oral] MemoryOS is designed to provide a memory operating system for personalized AI agents.

1,622 stars+5 this week

I put all my exploration around AI in reproducible notebooks in this repository

113 stars0 this week

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

115 stars+1 this week

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

2,020 stars0 this week

Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.

350 stars0 this week

Amazon Bedrock Foundation models with Amazon Opensearch Serverless as a Vector DB

223 stars0 this week

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

403 stars0 this week

Distributed vector search for AI-native applications

2,333 stars0 this week

Pharos — local-first agentic RAG for your team's document library: multi-format ingest, hybrid retrieval, enterprise ACL, dual HTTP + MCP exits.

241 stars0 this week

Build Enterprise RAG (Retriver Augmented Generation) Pipelines to tackle various Generative AI use cases with LLM's by simply plugging componants like Lego pieces.

118 stars0 this week

Open-source AI-assisted HR onboarding for Feishu/Lark: configurable workflows, document OCR and review, Bitable sync, reminders, and a zero-credential demo.

100 stars0 this week

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

123 stars+1 this week

A 7-layer memory operating system for Hermes Agent — persistent memory with Qdrant, structured facts, fabric recall, auto-curated wiki, and surgical context injection. Runs locally, any LLM provider.

1,394 stars+5 this week

Fluid Database

113 stars0 this week

Your First LLM-Wiki Conversation Knowledge Base

451 stars0 this week

Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

1,014 stars+2 this week

本项目是一个基于 RAG 的生猪健康管理智慧医药系统，集成了 AI 兽医诊断、疾病管理、药品管理、文章资讯管理等功能模块，旨在通过数字化手段提升生猪养殖的医疗管理水平。系统基于 Spring Boot 3 + Spring AI + Milvus + MySQL 8 + MyBatis-Plus + Ollama / DeepSeek / 通义千问/ 阿里百炼 / SiliconFlow 等技术构建，提供智能兽医诊断服务，帮助养殖户或兽医快速识别生猪病情并推荐相应的治疗方案。

198 stars+2 this week

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

100 stars0 this week

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

567 stars+1 this week

Excel-to-Neo4j knowledge graph examples: legacy py2neo v3 plus modern Neo4j GraphRAG/vector search.

580 stars0 this week

🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG

1,580 stars0 this week

"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, Nanning Zheng, Han Hu, and Yue Gao.

331 stars+2 this week

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

466 stars0 this week

ChatClaw: Get OpenClaw-like knowledge base personal AI agent in 5 mins. Sandbox-secured, ultra-small 30MB installer for macOS & Windows (install in 1 min). Connects to WhatsApp, Telegram, Slack, Discord, Gmail, DingTalk, WeChat Work, QQ, Feishu. Built-in Skill Market, Knowledge Base, Memory, MCP, Scheduled Tasks. Developed in Go ,run

313 stars+3 this week

Self-hosted RAG search engine — 34 formats, BM25+hybrid search, multi-LLM (Gemini/OpenAI/Claude/Ollama), FastAPI + Docker, production-ready in 3 min

109 stars0 this week

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

145 stars0 this week

互联网面试准备一站式平台 本地安装即用：桌面端一键启动 基于 LangChain4j + Spring Boot + React + Electron 的面经整合与 AI 面试准备应用。支持面经搜索、AI 面试模拟（RAG + 深挖题 + 连续追问 + 整场评分 + 历史对比）、面试复盘、在线算法 IDE、实习项目概念掌握度闭环，并通过 Function Calling 让大模型自动调用「查面经 / 查算法题 / 运行代码 / 统计高频考点」等后端能力。

104 stars+2 this week

The all-in-one RWKV runtime box with embed, RAG, AI agents, and more.

624 stars0 this week

A NodeJS RAG framework to easily work with LLMs and embeddings

601 stars0 this week

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 language querying with configurable entity extraction and local LLM integration

537 stars+1 this week

Research project. A Memory solution for users, teams, and applications.

2,232 stars0 this week

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.

280 stars+2 this week

Official Implementation for the ACL 2026 paper "SARA: Selective and Adaptive Retrieval-augmented Generation with Context Compression"

258 stars0 this week

Source code of LogicRAG at AAAI'26.

241 stars0 this week

Handling 10M+ docs using RAG with zero hallucinatons

176 stars+2 this week

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

290 stars0 this week

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

107 stars0 this week

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.

162 stars0 this week

🐍 Python Implementation and Extension of RDF2Vec

269 stars0 this week