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NirDiamant / RAG_Techniques

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

โ–ฒ 98/7d โ˜… 30k Jupyter Notebook ๐Ÿ”ฅ today
luawl / semantic-lifter

An IR lifting backend for Luau: for emitting semantically accurate readable Luau

โ–ฒ 35/7d โ˜… 35 Zig today
LARK-AI-Lab / SpecAgent

Code for Trajectory-Level Speculation with Semantic Verification for Tool-Using Agents

โ–ฒ 25/7d โ˜… 25 Python 4d ago
ultralytics / ultralytics

Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 โ€” object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking

โ˜… 63k Python today
meilisearch / meilisearch

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

โ˜… 60k Rust today
pathwaycom / serviette

A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.

โ˜… 59k Python 4d ago
Tencent / WeKnora

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

โ˜… 35k Go ๐Ÿ”ฅ today
oraios / serena

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

โ˜… 30k Python today
HumanSignal / label-studio

Label Studio is a multi-type data labeling and annotation tool with standardized output format

โ˜… 29k TypeScript today
typesense / typesense

Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch โšก ๐Ÿ” โœจ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences

โ˜… 27k C++ ๐Ÿ”ฅ today
deepset-ai / haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

โ˜… 27k Python today
cube-js / cube

๐Ÿ“Š Cube Core is open-source semantic layer for AI, BI and embedded analytics

โ˜… 21k Rust today
arc53 / DocsGPT

Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.

โ˜… 18k Python today
Canner / WrenAI

GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data sources, such as BigQuery, Snowflake, PostgreSQL, ClickHouse, Amazon Redshift, Databricks and more.

โ˜… 18k Python today
commitizen / cz-cli

The commitizen command line utility. #BlackLivesMatter

โ˜… 17k JavaScript 25d ago
cvat-ai / cvat

CVAT is a leading data annotation platform for image, video, audio, and 3D datasets. It offers open-source, cloud, and enterprise products, as well as labeling services, with AI-assisted labeling, quality assurance, team collaboration, analytics, and developer APIs.

โ˜… 17k Python today
weaviate / weaviate

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native databaseโ€‹.

โ˜… 17k Go today
wkentaro / labelme

Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.

โ˜… 16k Python today
alibaba / zvec

A lightweight, lightning-fast, in-process vector database

โ˜… 16k C++ today
open-metadata / OpenMetadata

The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.

โ˜… 16k TypeScript today
flairNLP / flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

โ˜… 14k Python 1d ago
neuml / txtai

๐Ÿ’ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows

โ˜… 13k Python today
wenzhixin / bootstrap-table

An extended table for integration with some of the most widely used CSS frameworks. (Supports Bootstrap, Semantic UI, Bulma, Material Design, Foundation, Vue.js)

โ˜… 12k JavaScript today
lancedb / lancedb

Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.

โ˜… 12k Rust today
paradedb / paradedb

One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.

โ˜… 9.4k Rust today
maximhq / bifrost

Open-source, high-performance AI gateway that works as your LLM gateway, MCP gateway and agent gateway. One OpenAI-compatible API for 10,000+ models, with failover, load balancing, semantic caching, virtual keys, budgets and MCP Code Mode. Works with any SDK or agent and adds under 200ยตs of overhead at 5k RPS.

โ˜… 9.0k Go today
zilliztech / GPTCache

Semantic cache for LLMs. Fully integrated with LangChain and llama_index.

โ˜… 8.2k Python 28d ago
go101 / go101

An up-to-date (unofficial) knowledge base for Go programming self learning

โ˜… 6.1k HTML 4d ago
PawanOsman / OpenCursor

Open-source Cursor-like AI coding agent for VS Code - agentic chat, multi-provider LLMs (OpenAI, Ollama, llama.cpp), semantic search, and MCP support

โ˜… 6.0k TypeScript 25d ago
knadh / oat

Ultra-lightweight, zero dependency, semantic HTML, CSS, JS UI library. ~10KB min+gz.

โ˜… 5.5k CSS 1d ago
brianpetro / obsidian-smart-connections

Find related notes and excerpts while writing. Your link building copilot displays relevant content in graph + list view. A local embedding model powers semantic search. Zero setup. No API key.

โ˜… 5.5k JavaScript 10d ago
54yyyu / zotero-mcp

Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model Context Protocol to discuss papers, get summaries, analyze citations, and more.

โ˜… 5.5k Python 4d ago
vitali87 / code-graph-rag

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

โ˜… 5.3k Python today
ARahim3 / DigUp

Search your computer by what's in your files: photos, PDFs, documents, recordings, videos and code. On-device on Mac, Windows and Linux, built on Google DeepMind's EmbeddingGemma 2.

โ˜… 5.2k Swift 2d ago
dromara / carbon

A simple, semantic and developer-friendly time package for golang

โ˜… 5.2k Go today
tencentmusic / supersonic

SuperSonic is the next-generation AI+BI platform that unifies Chat BI (powered by LLM) and Headless BI (powered by semantic layer) paradigms.

โ˜… 5.1k Java 5d ago
TheoLeeCJ / SemIf-OpenJev

Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.

โ˜… 4.9k Python 27d ago
vinta / pangu.js

Opinionated paranoid text spacing in JavaScript, with on-device AI semantic judgment

โ˜… 4.9k TypeScript 3d ago
eugeniughelbur / obsidian-second-brain

Persistent memory for Claude Code, Codex and 6 other AI agents, stored as plain markdown in your Obsidian vault. New: Crew, one shared logbook so Claude Code, Codex, Cursor and Grok Bot know what each other did. 48 commands: semantic search, self-rewriting notes, key-less research, scheduled agents.

โ˜… 4.8k Python today
feyninc / chonkie

๐Ÿฆ› CHONK docs with Chonkie โœจ โ€” The lightweight ingestion library for fast, efficient and robust RAG pipelines

โ˜… 4.8k Python today
liustack / modlens

The first vision plugin for DeepSeek Harness, and the vision bridge for every text-only coding agent. Paste an image, get structured JSON evidence (OCR, layout, semantics). | ๅ…จ็ฝ‘ๆœ€ๅผบ DeepSeek Harness ๅค–ๆŒ‚่ง†่ง‰ๆ’ไปถ๏ผŒไธบ DeepSeekใ€GLM ็ญ‰็บฏๆ–‡ๆœฌๆจกๅž‹ๅค–ๆŒ‚่ง†่ง‰่ƒฝๅŠ›๏ผŒ็ฒ˜่ดดๅ›พ็‰‡ๅณๅพ—็ป“ๆž„ๅŒ– JSON ่ฏๆฎ๏ผˆOCRใ€็‰ˆ้ขใ€่ฏญไน‰๏ผ‰ใ€‚

โ˜… 4.4k TypeScript 5d ago
unum-cloud / USearch

Fast Open-Source Search & Clustering engine ร— for Vectors & Arbitrary Objects ร— in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram ๐Ÿ”

โ˜… 4.3k C++ 2d ago
JonathanSalwan / Triton

Triton is a dynamic binary analysis library. Build your own program analysis tools, automate your reverse engineering, perform software verification or just emulate code.

โ˜… 4.3k C++ 8d ago
Manavarya09 / design-extract

Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for Claude Code/Cursor/Windsurf, multi-platform emitters (iOS SwiftUI, Android Compose, Flutter, WordPress), Tailwind v4, Figma variables, shadcn/ui, CSS health audit, WCAG remediation, Chrome extension. MIT, Playwright, Node 20+.

โ˜… 4.3k HTML 1d ago
ucbepic / docetl

A system for agentic LLM-powered data processing and ETL

โ˜… 4.1k Python 11d ago
zvec-ai / zvec-grep

Local-first search across your workspace, built for humans and AI agents.

โ˜… 4.1k Rust today
MaskRay / ccls

C/C++/ObjC language server supporting cross references, hierarchies, completion and semantic highlighting

โ˜… 4.1k C++ 6d ago

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