Embedding agents

A Claude Code plugin that automatically captures everything Claude does during your coding sessions…

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

Langchain-Chatchat（原Langchain-ChatGLM）基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 |…

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each…

Convert documents to structured data effortlessly. Unstructured is open-source ETL solution for transforming…

LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using…

🏄 Scalable embedding, reasoning, ranking for images and sentences with CLIP

Give agents everything they need to ship fullstack apps. The backend built for agentic development.

Postgres with GPUs for ML/AI apps.

A highly extensible Markdown editor. Version control, AI Copilot, mind map, documents encryption, code…

🔍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/

Code search MCP for Claude Code. Make entire codebase the context for any coding agent.

A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

MineContext is your proactive context-aware AI partner（Context-Engineering+ChatGPT Pulse）

AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with…

The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector…

A community-driven way to read and chat with AI bots - powered by chatGPT.

Local persistent memory store for LLM applications including claude desktop, github copilot, codex…

🔍 导出并模糊搜索 Telegram 聊天记录 | Export and fuzzy search your Telegram chat history

Data framework for your LLM applications. Focus on server side solution

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

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

Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video…

Distributed vector search for AI-native applications

Memory library for building stateful agents

This repository is deprecated and will be archived

The universal tool suite for vector database management. Manage Pinecone, Chroma, Qdrant, Weaviate and more…

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

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

自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Sentence Similarity），XLNET句向量-相似度（text xlnet embedding），文本分类（Text…

Korvus is a search SDK that unifies the entire RAG pipeline in a single database query. Built on top of…

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

A novel Multimodal Large Language Model (MLLM) architecture, designed to structurally align visual and…

This repository contains examples for customers to get started using the Amazon Bedrock Service. This…

Demystify RAG by building it from scratch. Local LLMs, no black boxes - real understanding of embeddings…

Azure OpenAI Service Proxy. Convert OpenAI official API request to Azure OpenAI API request. Support…

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

The TypeScript library for building AI applications.

A Markdown-first memory system, a standalone library for any AI agent. Inspired by OpenClaw.

Open Source Semantic Search for your AI Agent

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

An Obsidian plugin to interact with your privacy focused AI-Assistant making your second brain even smarter!

A @ClickHouse fork that supports high-performance vector search and full-text search.

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

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

ChatWeb can crawl web pages, read PDF, DOCX, TXT, and extract the main content, then answer your questions…

Epsilla is a high performance Vector Database Management System

Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local Claude Plugin or MCP…

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

Believe in AI democratization. llama for nodejs backed by llama-rs, llama.cpp and rwkv.cpp, work locally on…

Document chatbot — multiple files, topics, chat windows and chat history. Powered by GPT.

Rust library for vector embeddings and reranking.

A code repository indexing tool to supercharge your LLM experience.

RAG for Local LLM, chat with PDF/doc/txt files, ChatPDF…

🪿 LinGoose is a Go framework for building awesome AI/LLM applications.

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

Train Models Contrastively in Pytorch

Azure AI Foundry (demos, documentation, accelerators).

Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring…

Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No…

RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in…

This repo contains the code for "VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding…

MAGI: Markdown for Agent Guidance & Instruction - A next-generation markdown extension designed specifically…

A NodeJS RAG framework to easily work with LLMs and embeddings

This repository provides programs to build Retrieval Augmented Generation (RAG) code for Generative AI with…

Embedding, NMT, Text_Classification, Text_Generation, NER etc.

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

🚀WebUI integrated platform for latest LLMs | 各大语言模型的全流程工具 WebUI…

An MCP Multimodal AI Agent with eyes and ears!

Production-ready MVP for securely chatting with your documents using pgvector

Your Local Artificial Memory on your Device.

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

RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by…

Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust…

Mercury - Train your own custom GPT. Chat with any file, or website.

AI Chatbot for analyzing/extracting information from data in conversational format.

《动手学SpringAI》包含SSE流/Agent智能体/知识图谱RAG/FunctionCall/历史消息/图片生成/图片理解/Embedding/VectorDatabase/RAG

Open Source LLM toolkit to build trustworthy LLM applications. TigerArmor (AI safety), TigerRAG (embedding…

一款JavaSDK用于快速接入AI大模型应用，整合多平台大模型，如OpenAi、智谱Zhipu(ChatGLM)、深度求索DeepSeek、月之暗面Moonshot(Kimi)、腾讯混元Hunyuan、零一万物(01)等…

Super performant RAG pipelines for AI apps. Summarization, Retrieve/Rerank and Code Interpreters in one…

Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.

Inference engine for Intel devices. Serve LLMs, VLMs, Whisper, Kokoro-TTS, Embedding and Rerank models over…

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

A curated list of retrieval-augmented generation (RAG) in large language models

ERNIE Bot Agent is a Large Language Model (LLM) Agent Framework, powered by the advanced capabilities of…

🔧 Repair JSON！Solution for JSON Anomalies from LLMs.

Program that lets you ask questions about your documents, audio, and video files.

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent)…

MLX-Embeddings is the best package for running Vision and Language Embedding models locally on your Mac using…

ChatGPT Bot in CLI with long term memory support using Embeddings.

基于seq2seq模型的简单对话系统的tf实现，具有embedding、attention、beam_search等功能，数据集是Cornell Movie Dialogs

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。

Semantic code searcher and codebase utility

A ChatGPT integration library for .NET, supporting both OpenAI and Azure OpenAI Service

Text2Text Language Modeling Toolkit

SpringAI，LLM，MCP，Embedding

The RAG Experiment Accelerator is a versatile tool designed to expedite and facilitate the process of…

Build, evaluate and observe LLM apps

Extract knowledge from all information sources using gpt and other language models. Index and make Q&A…

RAG on codebases using treesitter and LanceDB

Admin UI for Chroma embedding database built with Next.js

Home of the AI workforce - Multi-agent system, AI agents & tools

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

AIxplora is a open-source tool which let's you query all kind of files not limited to any length or format.

Access the latest AI models like ChatGPT, LLaMA, Deepseek, Diffusion, Hugging face, and beyond through a…

Browser-local AI code Q&A engine. Chat with your codebase, ensure privacy, and optimize LLM collaboration.

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs…

GPT Interviewer - Practice interview with AI interviewer based on job descriptions and resume

Mimir - Fully open and customizable memory bank with semantic vector search capabilities for locally indexed…

Notate is a desktop chat application that takes AI conversations to the next level. It combines the…

Akcio is a demonstration project for Retrieval Augmented Generation (RAG). It leverages the power of LLM to…

Open-source protocol suite standardizing LLM, Vector, Graph, and Embedding infrastructure across LangChain…

Turn AI into a persistent, memory-powered collaborator. Universal MCP Server (supports HTTP, STDIO, and…

gpt_server是一个用于生产级部署LLMs、Embedding、Reranker、ASR、TTS、文生图、图片编辑和文生视频的开源框架。

llama.cpp (GGUF LLMs) and llava.cpp (GGUF VLMs) for ROS 2

Vector Storage is a vector database that enables semantic similarity searches on text documents in the…

High performance embedded vector database

A client side vector search library that can embed, store, search, and cache vectors. Works on the browser…

RAG with langchain using Amazon Bedrock and Amazon OpenSearch

A persistent local memory for AI, LLMs, or Copilot in VS Code.

Bella…

A lightweight, production-ready RAG (Retrieval Augmented Generation) library in Go.

Code search MCP for Claude Code. Make entire codebase the context for any coding agent. Embeddings are…

A modern desktop application for exploring, managing, and analyzing vector databases

Self-hosted AI RAG + MCP Platform

A Practical Course on Embeddings, RAG, Multimodal Models, and Agents with Amazon Nova.

A simple, easy-to-hack Vector Database

Building applications with LLMs through composability, in Kotlin

Supabase Toolkit to perform vector similarity search on your knowledge base embeddings.

Explore LangChain and build powerful chatbots that interact with your own data. Gain insights into document…

GPT chatbot that will learn documents and instruction manuals uploaded to it

Generate vector embeddings in NodeJS

RAFT, or Retrieval-Augmented Fine-Tuning, is a method comprising of a fine-tuning and a RAG-based retrieval…

Open Source Text Embedding Models with OpenAI Compatible API

The Next-Gen Database for AI—an infrastructure designed for data and AI. As the MySQL of the AI era.

A unified interface for various AI model providers

GPT-3 Chatbot with Long and Short Term Memory and advanced logic built in javascript with openai API - short…

Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across SGLang, vLLM, TRT-LLM…

The AI Operating System for Delphi. 100% native framework with RAG 2.0 for knowledge retrieval, autonomous…

eShopLite is a set of reference .NET applications implementing an eCommerce site with features like Semantic…

TreeSearch: Structure-aware document retrieval without embeddings. 毫秒检索万级文档和大型代码库，并保留文档结构。

Semantic search with openai's embeddings stored to pineconedb (vector database)

Fast similarity search using DuckDB

基于seq2seq模型的简单对话系统的tf实现，具有embedding、attention、beam_search等功能，数据集是Cornell Movie Dialogs

A companion guide for the blog post series, LangChain Decoded.

PDFStract - Extract, Chunking and Embedding Layer in Your RAG Pipeline - Available as CLI - WEBUI - API

Memory for AI that works like yours—local, instant, persistent. 13x faster than Pinecone, 5x leaner than RAG…

Persistent project knowledge graph for coding agents. MCP server with semantic search, in-process embeddings…

Chat with your docs in PDF/PPTX/DOCX format, using LangChain and GPT4/ChatGPT from both Azure OpenAI Service…

小嘿作文生成器：根据主题谓语、主题宾语，生成中学考试风格的作文。

Open-source document chat platform with semantic search, RAG (Retrieval Augmented Generation), and…

A Blazor Web App and Minimal API for performing RAG (Retrieval Augmented Generation) and vector search using…

The PDFChat app allows you to chat with your PDF files in natural language.

Bringing Generative AI to the way the Civil Service works

Train an adapter for any embedding model in under a minute

Meet MultiPDF 📚 Chat AI App! 🚀 Chat seamlessly with Multiple PDFs using Langchain, Google Gemini Pro & FAISS…

An advanced chatbot that utilizes your own data to provide intelligent ChatGPT-style conversations using…

This is the minimum implementation demo of ChatPDF, which answers related questions about PDF.

All Jina AI APIs as Unix CLI commands. Search, read, embed, rerank - with pipes.

A collection of samples demonstrating techniques for processing documents with Azure AI including AI Foundry…

Tutorial and template for a semantic search app powered by the Atlas Embedding Database, Langchain, OpenAI…

DocMind AI is a powerful, open-source Streamlit application leveraging LlamaIndex, LangGraph, and local Large…

AI 应用示例合集

A Python CLI to test, benchmark, and find the best RAG chunking strategy for your Markdown documents.

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

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

Go implementation of @qdrant/fastembed.

Local-first AI agent memory — one command, works offline, no account needed. Give your Claude Code, Cursor…

AI-powered knowledge management without vector embeddings. Built upon Claude Agent SDK, File system based…

BlazorGPT is a Blazor Server application that uses Semantic Kernel plus OpenAI, Azure OpenAI and Ollama for…

Postgres extensions to support end-to-end Retrieval-Augmented Generation (RAG) pipelines

A Web Crawler based on LLMs implemented with Ray and Huggingface. The embeddings are saved into a vector…

Evaluate your dialog model with 17 metrics! (see paper)

An LLM GUI application; enables you to interact with your files, offering dynamic parameters that can modify…

Local-GenAI-Search is a generative search engine based on Llama 3, langchain and qdrant that answers…

RAG-powered documentation assistant that converts, processes, and provides semantic search capabilities for…

document embedding and machine learning script for beginners

langchain-chat is an AI-driven Q&A system that leverages OpenAI's GPT-4 model and FAISS for efficient…

QVAC - Local AI SDK and libraries for building private, cross-platform, peer-to-peer AI applications. Run…

On-device AI for iOS & Android

A recommendation system for Hacker News. Get the most similar posts for a given URL

🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features…

A friendly API and abstractions for developing AI applications.

An AI-powered chatbot integrated with Telegram, using OpenAI GPT-3.5 Turbo, language embeddings, and FAISS…

An AI-powered assistant for your company's docs.

On-device AI SDK for Flutter — LLM inference, vision, STT, TTS, image generation, embeddings, RAG, and…

🌊 Turn entire codebases into LLM-ready data. Extract data, search, and llms.txt from any repo with a single…

A demo app showcasing Vector Search using Azure AI Search, Azure OpenAI for text embeddings, and Azure AI…

This is a web app that integrates GPT-3 with google searches

All-in-One: Text Embedding, Retrieval, Reranking and RAG in Transformers

A comprehensive steganography framework for embedding and extracting agentic commands in audio and video…

Python Streamlit web app utilizing OpenAI (GPT4) and LangChain LLM tools with access to Wikipedia, DuckDuckgo…

Build, deploy, and orchestrate event-driven agents natively on Apache Flink® and Apache Kafka®

High level library for batched embeddings generation, blazingly-fast web-based RAG and quantized indexes…

QilbeeDB is a cloud-agnostic, high-performance graph database built for autonomous AI agents, real-time…

Local AI-powered document search and editing with first-in-class hybrid retrieval, LLM answers, WebUI, REST…

A wrapper module for using spaCy natural language processing library from the Ruby programming language via…

Vector Database & AI Gateway written in Go. Supports HNSW, Hybrid Search (BM25), GraphRAG context, a built-in…

Code repository for "Building Agentic AI" by Sinan Ozdemir. Practical examples, experiments, and…

Semantic search in Unity!