Estimate Calories
PassAudited by ClawScan on Apr 30, 2026.
Overview
This instruction-only skill is narrowly focused on estimating nutrition from food images, with only a minor trust concern around presenting itself like expert nutrition guidance.
This skill appears safe to install as an instruction-only food image estimator, but do not treat its calorie and macro outputs as medical or professionally verified nutrition advice.
Findings (1)
Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.
Users could place too much confidence in approximate nutrition estimates, especially for health, diet, or medical decisions.
The skill is clearly framed as estimation, but invoking an “expert nutritionist” persona may make calorie and macro estimates from images sound more professionally reliable than they are.
use your best judgement and best guess based on context and your experience as an expert nutritionist
Treat the output as an estimate only; verify with nutrition labels, measured portions, or a qualified professional when accuracy matters.