reflex

What it is

You give it some information (a support ticket, a document, a photo) and a list of questions with fixed answer options. It answers all the questions at once and tells you how sure it is about each option, as percentages. It never writes free text, so it can never make up an answer that isn't on your list.

What the README says it does

• returns numbers, not prose – nothing to parse, no JSON that fails to validate;
• answers many questions in one pass – ask 20 questions about one document for
• tells you its confidence, honestly – after calibration, "85 % sure" really means
• works on images too – put a photo in the state and ask typed questions about it.

From the project’s README.

Where the decision sits

reflex calls the hosted decision API rather than running its own weights. That keeps the project small and means its behaviour moves whenever the vendor ships a new model version. It also means an API key and a network round trip sit in the path of every decision.

Models it references: Jev.

How active it is

Created 2026-09-17, last pushed 2026-10-06, 173 stars and 19 forks when we read it on 2026-11-02. Everything in this category is weeks old at most, so a stale push date means something different here than it would on a mature project. Check the repository before you depend on it.