This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
An IR lifting backend for Luau: for emitting semantically accurate readable Luau
Code for Trajectory-Level Speculation with Semantic Verification for Tool-Using Agents
21 Lessons, Get Started Building with Generative AI
18 Lessons to Get Started Building AI Agents
Ultralytics YOLO27, YOLO26, YOLO11, YOLOv8 โ object detection, instance segmentation, semantic segmentation, image classification, pose estimation, object tracking
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.
๐ Vue Component Framework
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
Integrate cutting-edge LLM technology quickly and easily into your apps
Label Studio is a multi-type data labeling and annotation tool with standardized output format
Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch โก ๐ โจ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
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.
A code-completion engine for Vim
๐ฆ๐ Fully automated version management and package publishing
๐ Cube Core is open-source semantic layer for AI, BI and embedded analytics
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.
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.
The commitizen command line utility. #BlackLivesMatter
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.
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.
Image annotation with Python. Supports polygon, rectangle, circle, line, point, and AI-assisted annotation.
A lightweight, lightning-fast, in-process vector database
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.
A very simple framework for state-of-the-art Natural Language Processing (NLP)
Graph-Native Infrastructure for Context and Accountable AI Systems
๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
An extended table for integration with some of the most widely used CSS frameworks. (Supports Bootstrap, Semantic UI, Bulma, Material Design, Foundation, Vue.js)
Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.
Incremental engine for long horizon agents ๐ Star if you like it!
Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
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.
World's first open-source enterprise world model.
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
An open, programmable decision layer for models and compute.
Your own search engine
An up-to-date (unofficial) knowledge base for Go programming self learning
Open-source Cursor-like AI coding agent for VS Code - agentic chat, multi-provider LLMs (OpenAI, Ollama, llama.cpp), semantic search, and MCP support
Ultra-lightweight, zero dependency, semantic HTML, CSS, JS UI library. ~10KB min+gz.
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.
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.
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
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.
A simple, semantic and developer-friendly time package for golang
SuperSonic is the next-generation AI+BI platform that unifies Chat BI (powered by LLM) and Headless BI (powered by semantic layer) paradigms.
Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.
Opinionated paranoid text spacing in JavaScript, with on-device AI semantic judgment
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.
๐ฆ CHONK docs with Chonkie โจ โ The lightweight ingestion library for fast, efficient and robust RAG pipelines
Semantic search over videos using Gemini Embedding 2 or Qwen3-VL.
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 จ็ฝๆๅผบ DeepSeek Harness ๅคๆ่ง่งๆไปถ๏ผไธบ DeepSeekใGLM ็ญ็บฏๆๆฌๆจกๅๅคๆ่ง่ง่ฝๅ๏ผ็ฒ่ดดๅพ็ๅณๅพ็ปๆๅ JSON ่ฏๆฎ๏ผOCRใ็้ขใ่ฏญไน๏ผใ
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 ๐
Triton is a dynamic binary analysis library. Build your own program analysis tools, automate your reverse engineering, perform software verification or just emulate code.
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+.
A system for agentic LLM-powered data processing and ETL
Local-first search across your workspace, built for humans and AI agents.
C/C++/ObjC language server supporting cross references, hierarchies, completion and semantic highlighting