Comet Lab Atlas

An open-source ChatGPT-style interface that unifies many model providers behind one familiar, extensible UI.

LibreChat clones the ChatGPT experience and opens it up: one interface across OpenAI, Anthropic, Google, and local models, with conversation search, presets, and a plugin system.

It leans toward the developer who wants a customizable, well-structured codebase rather than a fixed product. Authentication, multi-user support, and an agents feature are all built in.

Where it's ideally used

A strong pick when you want a familiar chat UX across several providers and expect to customize the codebase rather than take it as-is.

Where it doesn't fit

More moving parts than you need if a single team just wants a no-fuss assistant — a more opinionated app gets there faster.