Gen-AI Chat for Teams - Think ChatGPT if it had access to your team's unique knowledge.

🍁 Sycamore is an LLM-powered search and analytics platform for unstructured data.

RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

GPT-powered chat for documentation, chat with your documents

🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

Efficient Retrieval Augmentation and Generation Framework

Fast lexical search library implementing BM25 in Python using Scipy (on average 2x faster than Elasticsearch in single-threaded setting)

Pyserini is a Python toolkit for reproducible information retrieval research with sparse and dense representations.

WebDiver is a versatile Python script for crawling websites, extracting internal and external links, titles, and descriptions. It's useful for tasks such as web analysis, OSINT (Open Source Intelligence) gathering, and competitive analysis.

Unified embedding generation and search engine. Also available on cloud - cloud.marqo.ai

MTEB: Massive Text Embedding Benchmark

An Extensible Framework for Retrieval-Augmented LLM Applications: Learning Relevance Beyond Simple Similarity.

This repository is the work I write for Information Retrieval algorithm learnt in Dalhousie.

Training, indexing and retrieval using neural models

Elevate user interactions with ChatFAQ: your open-source chatbot solution, offering the full spectrum of ChatGPT capabilities. AI + LLM + CMS

Collection of content I have created and shared over time

Retrieval and Retrieval-augmented LLMs

💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

Open-Source Evaluation for LLM Application Pipelines

A Python tool to automate some dorking stuff to find information disclosures.