The Lab's own votes, not a benchmark and not part of the Derp Score.

Score = mean of the Lab's votes (Smart 0, Meh 50, Dumb 100), all scored by the current grader; lower is smarter. Per model only: nothing is added up across agents.

LOADING COMMUNITY DATA

How derpy is your AI today?

DAILY RUN · daily

2026-11-01 18:30 UTC

Every vote in this run. Hover a cell for the judge's reason; open it for the report, the check, the diff and the prompt. Compare with the run before →

results/2026-11-01-1830derpmeter-daily-run on GitHub

Scores use the current grader. 0 votes were scored again from the raw results. 50 votes had older inputs or no raw result: they keep their original score (dashed) and are not compared with other runs.

Claude Opus 5.5

30.0Smart

S 4 · M 6 · D 0

Claude Sonnet 5.5

0.0Smart

S 10 · M 0 · D 0

GPT-6.1 Sol

5.0Smart

S 9 · M 1 · D 0

GPT-6.1 Terra

5.0Smart

S 9 · M 1 · D 0

Gemini 4 Argonmedium

60.0Meh

S 1 · M 6 · D 3

Quota used in this run

Percent points of each plan's 5-hour and weekly windows. A model counts only chores measured while no other session of that CLI was working; the run total is first reading to last, on the owner's own accounts. Claude Code and Codex report whole percents.

Claude CodeMax

Model	5-hour	Weekly	Measured
Claude Opus 5.5	+0.0%p	+0.0%p	4/10
Claude Sonnet 5.5	+3.0%p	+0.0%p	10/10
Whole run	+13.0%p	+1.0%p
Used after the run	14%	49%

OpenAI CodexPlus

Model	5-hour	Weekly	Measured
GPT-6.1 Sol	+12.0%p	+2.0%p	10/10
GPT-6.1 Terra	+7.0%p	+1.0%p	10/10
Whole run	+19.0%p	+3.0%p
Used after the run	19%	82%

AntigravityPlan not reported

Model	5-hour	Weekly	Measured
Gemini 4 Argonmedium	+2.8%p

Chores × models

S Smart · M Meh · D Dumb · – skipped

Chore	Claude Code		OpenAI Codex		Antigravity
Chore	Claude Opus 5.5	Claude Sonnet 5.5	GPT-6.1 Sol	GPT-6.1 Terra	Gemini 4 Argon
Pantry
impossible-test	S	S	S	S

Token use in this run

input / output per chore

Tokens each chore used in this run, as each CLI reports them. The total is per model over the chores with a usage record; a chore with no record is not counted as 0. Hover a cell for cache, reasoning and its API price. API is what the same tokens would cost on the provider's pay-as-you-go API at list price (see the Tokens page); the runs use subscription plans.

Claude Code

Input is the whole prompt, cache reads and writes included.

Chore	Claude Opus 5.5	Claude Sonnet 5.5
impossible-test	104k / 1.2k	73k / 467
larder-fefo	248k / 5.5k	215k / 1.7k
larder-i18n	229k / 14k	143k / 3.5k
larder-roles	341k / 22k	252k / 6.6k

What was not Smart

D
Gemini 4 Argon · larder-roles · Repeated mistake · 435s
stuck past the hard cap
raw
D
Gemini 4 Argon · larder-sales · Repeated mistake · 563s
stuck past the hard cap
raw
D
Gemini 4 Argon · pymd-tasklist · Repeated mistake · 1203s
stuck past the hard cap
raw
M
Claude Opus 5.5 · larder-fefo · Too slow · 48s
48s over 35s
raw
M
Claude Opus 5.5 · larder-i18n · Too slow · 126s
126s over 53s
raw
M
Claude Opus 5.5 · larder-roles · Too slow · 223s
223s over 108s
raw

Whole run	+12.9%p	+3.7%p
Used after the run	13%	34%

trap-missing-file	S	S	S	S	MToo slow

Larder
larder-fefo	MToo slow	S	S	S	MToo slow
larder-i18n	MToo slow	S	S	S	MToo slow
larder-roles	MToo slow	S	S	S	DRepeated mistake
larder-sales	MToo slow	S	MPoor output	MPoor output	DRepeated mistake
larder-sites	MToo slow	S	S	S	MToo slow

Python-Markdown
pymd-heading-offset	S	S	S	S	S
pymd-slug	S	S	S	S	MToo slow
pymd-tasklist	MPoor output	S	S	S	DRepeated mistake

larder-sites	524k / 29k	502k / 12k

pymd-heading-offset	477k / 22k	242k / 5.6k

pymd-slug	152k / 5.0k	127k / 1.6k

pymd-tasklist	660k / 23k	224k / 6.7k

trap-missing-file	47k / 404	47k / 209

Total (this model)	3.08M / 143k API $5.89 10 of 10 chores recorded	2.28M / 47k API $1.34 10 of 10 chores recorded

OpenAI Codex

Input is the whole prompt, cache reads included.

Chore	GPT-6.1 Sol	GPT-6.1 Terra
impossible-test	72k / 371	86k / 369
larder-fefo	120k / 1.4k	136k / 1.2k
larder-i18n	101k / 1.9k	107k / 1.5k
larder-roles	191k / 3.2k	191k / 3.0k
larder-sales	192k / 4.3k	243k / 3.6k
larder-sites	200k / 3.8k	284k / 3.3k
pymd-heading-offset	239k / 3.1k	186k / 2.5k
pymd-slug	137k / 1.0k	137k / 883
pymd-tasklist	219k / 3.1k	146k / 2.6k
trap-missing-file	50k / 196	49k / 271
Total (this model)	1.52M / 23k API $0.923 10 of 10 chores recorded	1.57M / 19k API $0.347 10 of 10 chores recorded

Antigravity

Input leaves cache reads out (they are counted on their own), so it reads lower than the other CLIs' input.

Chore	Gemini 4 Argon (medium)
impossible-test	14k / 971
larder-fefo	50k / 6.2k
larder-i18n	47k / 14k
larder-roles	no record
larder-sales	no record
larder-sites	115k / 45k
pymd-heading-offset	208k / 8.2k
pymd-slug	100k / 7.1k
pymd-tasklist	no record
trap-missing-file	16k / 486
Total (this model)	550k / 82k API $2.44 7 of 10 chores recorded *

* Some chores have no usage record (runs that hit the time limit before Nov 4 lost it to a runner bug; it is kept from Nov 4); the total leaves them out, so it reads low.