This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…

Rayon: A data parallelism library for Rust

Supercharge Your LLM Application Evaluations 🚀

llm_utils: Basic LLM tools, best practices, and minimal abstraction.

A rust library for extracting content from pdfs

Rust library for generating vector embeddings, reranking locally

A multi-platform desktop application to evaluate and compare LLM models, written in Rust and React.

Rust client for Qdrant vector search engine

⚙️🦀 Build portable, modular & lightweight Fullstack Agents

Rust Ollama Code Examples (ollama-rs)

A simple and easy-to-use library for interacting with the Ollama API.

The Easiest Rust Interface for Local LLMs and an Interface for Deterministic Signals from Probabilistic LLM Vibes

The universal tool suite for vector database management. Manage Pinecone, Chroma, Qdrant, Weaviate and more vector databases with ease.

Ergonomic and modular web framework built with Tokio, Tower, and Hyper

Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with comma…

A curated list of awesome things related to shadcn/ui.

Simple light/dark mode management for SvelteKit apps. 🌑 ←→ ☀️

Python API for searching Rate My Professor data from all professors of a single University. This class can have numerous uses, and can be easily modified for use in your RMP applications.

Get your documents ready for gen AI

Python tool for converting files and office documents to Markdown.

Build smaller, faster, and more secure desktop and mobile applications with a web frontend.

Minimalist ML framework for Rust

Fast, streaming indexing, query, and agent library for building LLM applications in Rust

Blazingly fast LLM inference.

`llm-chain` is a powerful rust crate for building chains in large language models allowing you to summarise text and complete complex tasks

🦜️🔗LangChain for Rust, the easiest way to write LLM-based programs in Rust

Self Hosted Alternative To Google Analytics

An AI memory layer with short- and long-term storage, semantic clustering, and optional memory decay for context-aware applications.

Open source libraries and APIs to build custom preprocessing pipelines for labeling, training, or production machine learning pipelines.

Parse files for optimal RAG