What it is
Formanator lets you submit and track Forma benefit claims from the command line or any MCP client, one-by-one or in bulk, with optional LLM or Jev-powered receipt analysis.
How it uses Jev
When amount, merchant, purchase date and description are supplied, Jev receives merchant, description and Forma's valid benefit/category pairs, and returns a Choice with calibrated confidence. If confidence is below 0.5 or no category matches, code falls back to the configured LLM. Jev never sees receipt images.
Primitives:choice
Technique worth stealing
Use a typed decision model for constrained selection, with a visible confidence threshold and LLM fallback.
Try it
export TYPESAFE_API_KEY="..." && formanator submit-claim --category-provider jev ...
Evidence
Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.
- Jev-centricno0.10
- Shows a System One patternyes0.78
- Handles uncertaintyyes0.91
- Measuredno0.06
- Runnableyes0.98
- Worth recommendingno0.35
- Model replicano0.05
- Problem scopescore on a 0–2 scale1.00
- About Jevyes0.70
Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 22 Sept 2026.