hey all

AI is part of our daily workflow at some point and i kept running into the same wall: apps asking for a monthly fee just to let me use keys that were already mine. so eventually i stopped complaining and built the thing.

the result is ENZO — [https://github.com/theguysudo/ENZO](https://github.com/theguysudo/ENZO) (demo gif at the top of the readme if you'd rather watch than read)

where most of the effort went: building agents out of a plain sentence. you tell it what you want —"an agent that goes through invoice emails and flags the ones that look risky" and the drafter does its thing:

*  pass one figures out the actual profession buried in your sentence — the niche, what a finished output looks like, what a 30-year veteran of that exact niche knows that a generalist never will
*  pass two turns that into the agent's operating manual — the unwritten know-how, the judgment calls, the ways this job fails — and hands over only the tools the work truly calls for
*  no template prompts, ever
* agents run on a timer, not just on demand
*  when one gets drafted, \~10 free models take a shot simultaneously — whichever produces something usable first wins
*  a running scoreboard tracks who's been delivering and reshuffles the lineup for the next round
* the other thing i'm fussy about is where every token goes: each routing decision — which of the four cognitive modes a message calls for (normal, thinking, research, coding) and whether it needs a live web lookup — is handled by tiny free models, so the expensive one you picked only ever touches the real work. model dies mid-chat? a cheap one hunts the live catalog for the best stand-in. rate limit hits you? the reply doesn't die either — it sits out the cooldown and picks up again from the exact word where it stopped.
* deep research runs as a proper agent loop instead of search results dumped into a prompt: one model owns the whole investigation, writes its own queries as it goes, decides which sources deserve a full read, keeps the good ones, throws out the junk, and calls it finished the second it has enough — hard caps on searches, reads and wall-clock time keep it from spiraling.
* rest of the tour: chat across groq, openrouter, nvidia, hugging face, gemini and others, free options listed up front; skills for gmail, google calendar and web search so agents can act and not just talk; your keys stay sealed inside your browser and the server only ever passes traffic along; apache-2.0, one docker command to get running, and a ui i'd genuinely hand to someone booting their first container.



**the question that'll come up anyway — why not librechat or open webui?** honest take: both are excellent and further along if chat is the main event. what i wanted was agents you can define in a sentence and leave running on a schedule, research that checks its own sources instead of trusting them, and token routing that treats my quota like actual money. if none of that matters to you, pick theirs — no hard feelings.



first open source thing i've ever shipped, so i'd bet good money there are a dozen mistakes in there somewhere, docs included. if you spin it up and something breaks or feels wrong, i actually want to hear about it — bluntness welcome, i can take it.



if it's useful to you, a star makes it easier for the next person to find. if you know someone who'd genuinely get use out of it, that's worth more.

hey everyone i had made this open source platform which can help devs and llm users