| Machine Learning | 49 |
|---|---|
| Computer Vision | 35 |
| Data Science | 40 |
| NLP & LLMs | 70 |
| AI Agents | 38 |
| MLOps | 15 |
Each node is one domain, scored only from evidence in these public repositories. Select one to see why.
Deep, repeated, well-engineered work in this domain.
7 of 31 public repositories contain AI work and are included in this Atlas. The remaining 24 (repositories without AI code, forks and empty repositories) are excluded from scoring and have no effect on the result. How repositories are selected
Ordered by how much each project adds to the Atlas score, not by its own score. A project with evidence in several domains can rank above one with a slightly higher project score. Choose a domain to focus on the projects with meaningful evidence there.
33% of Atlas Score
The Websearch repository provides a Dockerized, local-first web search service that integrates with LM Studio via the Model Context Protocol (MCP). It offers tools for web search, reading webpages, extracting information, mapping sites, crawling, and deep research, all with citation-safe output.
22% of Atlas Score
The Aurora-SDG-Publication-Classifier is a Streamlit-based machine learning application that classifies academic publications according to the United Nations Sustainable Development Goals (SDGs). It integrates data from multiple sources (OpenAlex, DSpace, OAI-PMH), enriches missing abstracts, caches results, and provides interactive visualizations and export capabilities.
16% of Atlas Score
Zotero Research Assistant for Obsidian is a plugin that imports Zotero items, extracts PDF text (with OCR fallback), indexes chunks in Redis 8, and provides a Retrieval-Augmented Generation chat interface with clickable citations inside Obsidian notes.
11% of Atlas Score
The Document-delivery repository provides a complete Dockerized system for automating university library document delivery workflows, integrating FormCycle webhooks, FastAPI API, SQLite storage, a background worker for metadata resolution and file processing, and a Streamlit operator interface.
10% of Atlas Score
Hybrid Chat is an Obsidian plugin that provides a federated, provider-neutral retrieval-augmented generation chat interface over existing Obsidian Hybrid Search services and OpenAI-compatible language models.
7% of Atlas Score
This repository implements a Streamlit-based chatbot application that uses Retrieval-Augmented Generation (RAG) with OpenAI's API, web search, and MCP integration for domain-specific question answering. It includes an admin interface, scraping pipeline for knowledge base construction, and logging/analytics.
