RAG / 向量检索排行

Needle simplifies building RAG pipelines.

Convert Confluence MIME exports (.doc) to clean Markdown

Automate web research way beyond the first page of search results; curate knowledge bases to chat with.

Interactive notes (Jupyter Notebooks) for building AI-powered applications

Spring AI agent engineering project with Java, MCP, RAG, tool calling, multimodal workflows, and UI prototypes.

Your agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video frames, crosses languages, and remembers.

Fully local AI for Polish legal case files - zero fabricated citations by construction. Free; please support a Wroclaw animal shelter instead.

Streamlit + Langchain + LlamaCPP + Mistral + Rag

Legacy: self-hosted LLM/RAG stack installer for DGX Spark (arm64). The work continued as AGmind Systems Lab — measured local-LLM performance evidence (Strix Halo, DGX Spark, llama.cpp, vLLM): https://agmind.ai

Your private AI companion that lives on your wrist. Complete local AI assistant with emotional intelligence.

An AI agent that controls your Flipper Zero that uses PyFlipper, LightLLM, RAG, and can connect to your local Ollama instance!

Operational doctrine for practical AI systems design.

A framework for hosting and scaling AI agents.

Diagnose the performance of your RAG🩺

Based on the large model development framework of langchain, LangGraph is integrated to create a scalable workflow architecture. RAG。基于langchain的大模型开发框架，集成LangGraph创建一个可扩展的工作流架构，RAG：结合检索向量知识库（Milvus），增强模型的知识检索能力，支持ChatGLM & OpenAI大语言

A basic application using langchain, streamlit, and large language models to build a system for Retrieval-Augmented Generation (RAG) based on documents, also includes how to use Groq and deploy your own applications.

An interactive RAG agent built with LangChain and MongoDB Atlas. Manage your knowledge base, switch embedding models, and tune retrieval parameters on-the-fly through a conversational interface.

A Step-by-Step Implementation of RAPTOR based RAG implementation

Semantic video search system that indexes audio and visual content to enable timestamp-accurate retrieval inside videos using natural language queries.

QA Bot for Hugging Face documentation to accelerate development within the ecosystem.