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fing

Cleobury/fing

Push-to-talk voice control for Windows using local Whisper, OCR and Jev.

Agent Decisions1.00Runner-up: Classification & RoutingMenuFunnel
Automated README summary

Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

Fing is a Windows desktop assistant for people with limited hand or arm use, low vision, or anyone who wants to speak commands. It reads the screen and performs clicks, typing and key presses in any app.

How it uses Jev

Jev's jev-latest classifier makes each decision from the screen state: which action, which element, which app, and what text to type. Code lists candidates and Jev picks one with a probability, so it never invents coordinates or text and only acts when confident enough.

Primitives:choice

Technique worth stealing

List candidate actions and elements from OCR and UI Automation, then let Jev choose one with a probability threshold before acting.

Try it

Run .\setup.ps1 in PowerShell, start Fing from the Start menu, then paste your TypeSafe API key in Settings.

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectnot found in the excerpt0.12
  • Shows a System One patternnot found in the excerpt0.20
  • Describes handling uncertaintynot found in the excerpt0.05
  • Reports measured numbersnot found in the excerpt0.05
  • Is a runnable toolFound in material0.93
  • Top-10 learning shortlist signalnot found in the excerpt0.21
  • Is a replica of the modelnot found in the excerpt0.11
  • Solves a common problem (0–2)score on a 0–2 scale1.00 / 2
  • About JevFound in material0.79
Signals
Jev is core to the project0.12Shows a System One pattern0.20Describes handling uncertainty0.05Reports measured numbers0.05Is a runnable tool0.93Top-10 learning shortlist signal0.21Is a replica of the model0.1100.51Solves a common problem (0–2)1.00 / 2012

no-judgment band (0.40–0.60)

Design patterns
Funnel0.91Menu0.84Inspection0.40Blind review0.35Ghostwriter0.24Traffic light0.2000.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 13 Oct 2026.