Embedding agents

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during 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…

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent…

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

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

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

The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database…

🔍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/

Postgres with GPUs for ML/AI apps.

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

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.

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

Memory library for building stateful agents

TencentDB Agent Memory delivers fully local long-term memory for AI Agents via a 4-tier progressive pipeline…

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

One beautiful Ruby API for OpenAI, Anthropic, Gemini, Bedrock, Azure, OpenRouter, DeepSeek, Ollama, VertexAI…

🔍 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

A vector index built on TurboQuant, written in Rust with Python bindings

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

Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP…

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

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!

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and…

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

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

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…

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

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

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

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.

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.

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

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

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

Rust library for generating vector embeddings, reranking locally!

Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts…

Epsilla is a high performance Vector Database Management System

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…

A code repository indexing tool to supercharge your LLM experience.

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

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

Microsoft 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…

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

A NodeJS RAG framework to easily work with LLMs and embeddings

Embedding, NMT, Text_Classification, Text_Generation, NER etc.

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

An MCP Multimodal AI Agent with eyes and ears!

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

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

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

Your Local Artificial Memory on your Device.

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

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

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

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

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

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…

《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

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

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

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

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

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…

Java client library for OpenAI API.Full support for all OpenAI API models including Completions, Chat, Edits…

Semantic code searcher and codebase utility

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.

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。

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

SpringAI，LLM，MCP，Embedding

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

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

Text2Text Language Modeling Toolkit

Build, evaluate and observe LLM apps

Stop re-explaining yourself to your AI. MARM gives every session persistent memory, cross-agent context…

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

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

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

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

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

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

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.

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

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…

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

Bella…

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

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

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

RAG with langchain using Amazon Bedrock and Amazon OpenSearch

One brain for all your agents

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

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

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

Self-hosted AI RAG + MCP Platform

A simple, easy-to-hack Vector Database

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

TreeSearch: Search your codebase like a human — not like a vector database. No embeddings. No chunking. Just…

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

Building applications with LLMs through composability, in Kotlin

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

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

The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonomous agents, MCP protocol, and…

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

Generate vector embeddings in NodeJS

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

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

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

Pure Rust PDF library for AI/RAG: structure-aware chunking, no ML, no C deps.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn…

A unified interface for various AI model providers

Open Source Text Embedding Models with OpenAI Compatible API

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

openai-whisper-talk is a sample voice conversation application powered by OpenAI technologies such as…

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

RushDB is a graph + vector database and memory layer for AI agents. Push any JSON, get typed, searchable…

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

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

Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale…

Fast similarity search using DuckDB

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

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

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

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

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

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。

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

Bringing Generative AI to the way the Civil Service works

memX: self-learning, self-maintaining memory plugin for AI agents; native support for claude code, codex, and…

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

Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring…

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…

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

The best-benchmarked open-source memory system for AI coding assistants

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.

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

🧠 Hybrid long-term memory plugin for OpenClaw agents — SQLite+FTS5 for structured facts, LanceDB for semantic…

Crash-resistant cognitive continuity for AI agents — checkpoint/restore, cross-model state reconstruction…

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

AI 应用示例合集

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

Fast, AI-agent-native code search in Rust — hybrid BM25 + semantic, Tree-sitter AST chunking, dependency &…

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

Modular Python SDK and monorepo for AI agents, LLM integrations, tools, parsers, embeddings, vector stores…

Go implementation of @qdrant/fastembed.

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

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

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

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

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

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

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

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

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

document embedding and machine learning script for beginners

InferrLM - On-device AI for iOS & Android

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

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with…

Hybrid semantic search and AI curation for your vault. Combines BM25 keyword, on-device WebGPU embeddings…