RAG

Bringing BERT into modernity via both architecture changes and scaling

The official implementation of RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !

Optimized Agentic and LLM Bulk Processing Over Your Data

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

LLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain

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 ultra-low latency.

Meet Ava, the WhatsApp Agent

A fast, efficient universal vector embedding utility package.

Data augmentation for NLP, presented at EMNLP 2019

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings, vector search, retrieval, and context-augmented generation.

Hivemind turns your traces into reusable skills across agents

The backend agents build with - Multimodal database, orchestration, and serving in one file

An enterprise AI workspace for model routing, multimodal chat, files, tools, billing, identity, and operations.

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

Source-available agent platform for Global × China enterprises — wire every system through one agent core. Self-hosted, any LLM.

AI 小说创作软件：把灵感、角色、世界观、大纲、章节写作、审稿和修稿组织成可控流程；提供 Windows/macOS 桌面版，支持本地和在线模型。AI Novel Writing Software: Organizes inspirations, characters, worldbuilding, outlines, chapter drafting, review, and revision into a controllable workflow. Features desktop apps for Windows/macOS, Ollama integration, and a DeepSeek Harness (DSH) plugin preview.

All-in-One Multimodal Parsing Engine + Ontology-Powered, LLM Wiki-Driven AI-Ready Knowledge Engine

Awesome Search - this is all about the (e-commerce, but not only) search and its awesomeness

大模型（LLM）全栈学习路线与中文教程🔥：覆盖 Prompt Engineering、RAG、AI Agent、MCP、微调、模型部署、Transformer、AI 编程与大厂面试，从入门到生产实践。

An official Qdrant Model Context Protocol (MCP) server implementation

The open document intelligence platform for builders and hackers - DMS for the agentic world

This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models

Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.

List of software that allows searching the web with the assistance of AI: https://hf.co/spaces/felladrin/awesome-ai-web-search

A simple, fast and versatile Datalog database

Comprehensive guide to learn RAG from basics to advanced.

Korvus is a search SDK that unifies the entire RAG pipeline in a single database query. Built on top of Postgres with bindings for Python, JavaScript, Rust and C.

A group of notebooks and other files which can help you learn AI from scratch.

Your entire engineering context, deeply understood

Persian NLP Toolkit

A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. Empower your AI with persistent, graph-like structured memory across any model, session, or tool. Drop-in replacement for OpenClaw.

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

Python SDK for Milvus Vector Database

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.

Python client for Qdrant vector search engine

Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data

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

Solves basic Russian NLP tasks, API for lower level Natasha projects

Prismer Cloud

🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: works in Claude Code, Cursor, Codex, Windsurf & more.

Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store.

A free, open-source Obsidian plugin that makes your vault smarter: better search, an interactive knowledge graph, and an AI assistant that knows your notes.

Highly Performant, Modular, Memory Safe and Production-ready Inference, Ingestion and Indexing built in Rust 🦀

local-first semantic code search engine

GPU-accelerated force graph layout and rendering

Implementation of the node2vec algorithm.

Awesome AI Memory | LLM Memory | A curated knowledge base on AI memory for LLMs and agents, covering long-term memory, reasoning, retrieval, and memory-native system design. Awesome-AI-Memory 是一个 集中式、持续更新的 AI 记忆知识库，系统性整理了与 大模型记忆（LLM Memory）与智能体记忆（Agent Memory） 相关的前沿研究、工程框架、系统设计、评测基准与真实应用实践。

The SmythOS Runtime Environment (SRE) is an open-source, cloud-native runtime for agentic AI. Secure, modular, and production-ready, it lets developers build, run, and manage intelligent agents across local, cloud, and edge environments.

TrustRAG：The RAG Framework within Reliable input,Trusted output