Item comparison

Metric	Local	Claude CLI	Codex CLI	Aggregate
Calories (kcal)	420		390	405
Protein (g)	6		4	5
Carbohydrate (g)	58		57	57.5
Fat (g)	18		16	17
Confidence	moderate		moderate	derived
Status	ok	failed	ok	2 services

Field	Local	Claude CLI	Codex CLI
Food description	Blueberry muffin, gluten-free		Gluten-free blueberry muffin
Portion summary	Blueberry muffin: about 120 g		Gluten-free blueberry muffin: 100 g
Assumptions	Assumed a standard medium bakery-style muffin Assumed gluten-free formulation with similar energy density to a typical blueberry muffin Assumed no additional spread, filling, or topping beyond a standard muffin		Assumed a standard bakery-style gluten-free blueberry muffin Assumed one whole muffin was consumed Assumed no icing, butter, or other additions Portion size estimated at about 100 g because exact size was not provided
Uncertainty notes	Size could materially change the estimate, smaller muffins may be closer to 250 to 320 kcal, larger bakery muffins can exceed 500 kcal	Claude CLI returned a non-zero exit code	The main uncertainty is muffin size and recipe; gluten-free muffins can vary materially in sugar and fat content, which could shift the estimate by roughly 80 to 150 kcal in either direction
Raw-output reference	local.md	claude-cli.md	codex-cli.md

Last updated on 2026-06-22