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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.

β–² 98/7d β˜… 30k Jupyter Notebook πŸ”₯ today
FirmwareVersion / choravox

Offline multi-speaker meeting-speech toolkit: planted-ground-truth synthetic meeting factory, VAD, speaker embeddings, diarization (AHC/spectral/VB-HMM), overlap detection, CTC speaker-attributed ASR, cpWER/DER/JER evaluation, online streaming mode, deterministic reports. NumPy core, CPU-only torch extra.

β–² 25/7d β˜… 25 Python 6d ago
supabase / supabase

The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.

β˜… 112k TypeScript today
thedotmack / claude-mem

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More

β˜… 102k TypeScript πŸ”₯ today
qdrant / qdrant

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

β˜… 35k Rust today
Tencent / WeKnora

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

β˜… 35k Go πŸ”₯ today
srbhr / Resume-Matcher

The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

β˜… 29k Python 3d ago
pydantic / pydantic-ai

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

β˜… 21k Python today
RyanCodrai / turbovec

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

β˜… 17k Rust 13d ago
flairNLP / flair

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

β˜… 14k Python 1d ago
cactus-compute / needle

Automation foundation model for tiny devices: 2-bit, 8-29 MB, tool calls, ASR, structured extraction and embeddings on phones, wearables, smart homes, robots, cars and microcontrollers.

β˜… 14k Python 1d ago
langchain4j / langchain4j

LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.

β˜… 13k Java πŸ”₯ today
InsForge / InsForge

The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

β˜… 13k TypeScript today
neuml / txtai

πŸ’‘ All-in-one AI framework for semantic search, LLM orchestration and language model workflows

β˜… 13k Python today
apache / seatunnel

SeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.

β˜… 9.7k Java today
MaartenGr / BERTopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

β˜… 7.9k Python today
lance-format / lance

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

β˜… 7.2k Rust today
MinishLab / semble

Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read

β˜… 6.3k Python 4d ago
Eventual-Inc / Daft

High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

β˜… 5.8k Rust 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.

β˜… 5.5k JavaScript 10d ago
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.

β˜… 5.2k Swift 2d ago
Marker-Inc-Korea / AutoRAG

Your Personal Librarian Agent. Ask anything on your computer, organize files, remember important info and files.

β˜… 5.1k TypeScript today
apple / embedding-atlas

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

β˜… 5.0k TypeScript 5d ago
CaviraOSS / LongMemory

Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.

β˜… 4.5k TypeScript 2d ago
twinnydotdev / twinny

Open-source AI coding assistant for VS Code. Coding agent, code completion, chat, edits and reviews with local or hosted models. Your models, your infrastructure.

β˜… 3.7k TypeScript 4d ago
superlinked / sie

Open-source inference server and production cluster for all the models your agent needs.

β˜… 3.4k Python today
giancarloerra / SocratiCode

Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.

β˜… 3.3k TypeScript 5d ago
qdrant / fastembed

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

β˜… 3.2k Python 1d ago
michaelfeil / infinity

Infinity is a high-throughput, low-latency serving engine for text-embeddings, reranking models, clip, clap and colpali

β˜… 3.0k Rust today
codedogQBY / ReadAny

AI-powered cross-platform e-book reader with semantic search, RAG chat, local vector store, notes, TTS, and WebDAV sync.

β˜… 2.8k TypeScript 13d ago
zilliztech / memsearch

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

β˜… 2.8k Python today
milvus-io / bootcamp

Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

β˜… 2.4k Jupyter Notebook 26d ago
agentset-ai / agentset

The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more.

β˜… 2.1k TypeScript 7d ago
pykeen / pykeen

πŸ€– A Python library for learning and evaluating knowledge graph embeddings

β˜… 2.0k Python 2d ago
Kav-K / GPTDiscord

A robust, all-in-one GPT interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more!

β˜… 1.9k Python 2d ago
LLPhant / LLPhant

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

β˜… 1.7k PHP 1d ago
lightly-ai / lightly-train

All-in-one training for vision models (YOLO, ViTs, RT-DETR, DINOv3): pretraining, fine-tuning, distillation.

β˜… 1.7k Python 8d ago
jxzhangjhu / Awesome-LLM-RAG

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

β˜… 1.4k today
natasha / natasha

Solves basic Russian NLP tasks, API for lower level Natasha projects

β˜… 1.4k Python 6d ago
cosmosgl / graph

GPU-accelerated force graph layout and rendering

β˜… 1.3k TypeScript 4d ago
kubeai-project / kubeai

AI Inference Operator for Kubernetes. The easiest way to serve ML models in production. Supports VLMs, LLMs, embeddings, and speech-to-text.

β˜… 1.3k Go today
MemeMeow-Studio / MemeMeow

MemeMeow ζ˜―δΈ€δΈͺ基于θ‡ͺη„Άθ―­θ¨€ηš„θ‘¨ζƒ…εŒ…ζ£€η΄’ε·₯ε…·γ€‚εŸΊδΊŽagentθ‡ͺεŠ¨ζ ‡ζ³¨θ‘¨ζƒ…εŒ…ε«δΉ‰οΌŒεͺιœ€ζθΏ°ζƒ³θ¦ηš„εœΊζ™―ζˆ–εΏƒζƒ…οΌŒεΏ«ι€Ÿζ‰Ύεˆ°εˆι€‚ηš„θ‘¨ζƒ…εŒ…γ€‚

β˜… 1.3k Python 8d ago
ArcadeData / arcadedb

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.

β˜… 1.2k Java today
LibreChat-AI / rag-api

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

β˜… 914 Python 16d ago
orneryd / NornicDB

Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bolt/Cypher and qdrant's gRPC means you can switch with no changes while adding intelligent features like schemas, managed embeddings, reranking+llm, GPU accel, Auto-TLP, Policy-based Memory Decay, and MCP server.

β˜… 912 Go today
curiosity-ai / catalyst

πŸš€ Catalyst is a C# Natural Language Processing library built for speed. Inspired by spaCy's design, it brings pre-trained models, out-of-the box support for training word and document embeddings, and flexible entity recognition models.

β˜… 860 C# 12d ago

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