Jev in production › Document and record classification

Formanator

Formanator's --category-provider jev option sends a Forma claim's merchant, description and valid benefit and category pairs to Jev to pick the category, falling back to the configured LLM below 0.5 confidence. Receipt reading stays on a vision LLM.

Open on GitHub ↗

The source publishes no measured number.
Use
Document and record classification
Industry
Finance
Form
Open-source tool
Stage
In production
Plugs into
Forma
Listed
2026-09-21
Found via
github
Repository
timrogers/formanator
Stars
102
Forks
16
Last push
2026-10-08
Language
Rust
License
MIT

The README opens with

[!NOTE] 🦀 Formanator is now built with Rust and distributed through Homebrew and Crates.io! v2.x, built in TypeScript and distributed through npm, is still available.

Submit benefit claims to Forma and track progress from the command line, either one-by-one or in bulk Understand your Forma benefits and track and submit claims from any Model Context Protocol (MCP) client, for example Copilot CLI, Visual Studio Code or Claude Code

With the power of large language models 🧠👀 - via the GitHub Copilot CLI (free, no extra configuration needed) or OpenAI - it can even analyse your receipts and generate your claims automatically.

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For the project's own README, linking back here:

Listed in Jev in production

Also used for document and record classification