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

2026-10-29 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/2026-10-29-1830derpmeter-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

15.0Smart

S 7 · M 3 · D 0

Claude Sonnet 5.5

5.0Smart

S 9 · M 1 · D 0

GPT-6.1 Sol

5.0Smart

S 9 · M 1 · D 0

GPT-6.1 Terra

15.0Smart

S 8 · M 1 · D 1

Gemini 4 Argonmedium

55.0Meh

S 2 · M 5 · 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	+3.0%p	+0.0%p	7/10
Claude Sonnet 5.5	+2.0%p	+0.0%p	9/10
Whole run	—	+1.0%p
Used after the run	1%	13%

OpenAI CodexPlus

Model	5-hour	Weekly	Measured
GPT-6.1 Sol	+12.0%p	+2.0%p	10/10
GPT-6.1 Terra	+8.0%p	+1.0%p	10/10
Whole run	+20.0%p	+3.0%p
Used after the run	20%	27%

AntigravityPlan not reported

Model	5-hour	Weekly	Measured
Gemini 4 Argonmedium	+3.2%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	71k / 1.1k	71k / 423
larder-fefo	382k / 3.3k	189k / 1.6k
larder-i18n	208k / 4.1k	106k / 2.4k
larder-roles	438k / 13k	355k / 7.5k

What was not Smart

D
GPT-6.1 Terra · larder-sales · Hallucination · 49s
claimed success: failed: tests
raw
D
Gemini 4 Argon · larder-roles · Repeated mistake · 435s
stuck past the hard cap
raw
D
Gemini 4 Argon · larder-sales · Repeated mistake · 564s
stuck past the hard cap
raw
D
Gemini 4 Argon · pymd-heading-offset · Repeated mistake · 1203s
stuck past the hard cap
raw
M
Claude Opus 5.5 · larder-fefo · Too slow · 79s
79s over 35s
raw
M
Claude Opus 5.5 · larder-roles · Too slow · 116s
116s over 108s
raw

Whole run	+16.9%p	+5.1%p
Used after the run	17%	24%

trap-missing-file	S	S	S	S	S

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

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

larder-sites	925k / 18k	523k / 14k

pymd-heading-offset	640k / 9.7k	342k / 5.7k

pymd-slug	174k / 1.8k	156k / 2.2k

pymd-tasklist	583k / 10k	351k / 7.3k

trap-missing-file	68k / 300	47k / 208

Total (this model)	3.91M / 72k API $3.67 10 of 10 chores recorded	2.55M / 50k API $1.40 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	71k / 292	69k / 405
larder-fefo	99k / 1.3k	129k / 1.2k
larder-i18n	116k / 2.1k	124k / 1.9k
larder-roles	172k / 3.6k	232k / 3.0k
larder-sales	231k / 4.4k	262k / 4.5k
larder-sites	315k / 4.9k	308k / 3.4k
pymd-heading-offset	192k / 2.5k	189k / 2.2k
pymd-slug	156k / 982	105k / 859
pymd-tasklist	141k / 2.7k	141k / 2.5k
trap-missing-file	48k / 183	46k / 264
Total (this model)	1.54M / 23k API $0.896 10 of 10 chores recorded	1.61M / 20k API $0.418 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 / 1.3k
larder-fefo	40k / 5.2k
larder-i18n	58k / 17k
larder-roles	no record
larder-sales	no record
larder-sites	317k / 43k
pymd-heading-offset	no record
pymd-slug	96k / 4.7k
pymd-tasklist	292k / 71k
trap-missing-file	13k / 246
Total (this model)	831k / 142k API $4.31 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.