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

2026-10-31 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/2026-10-31-1830derpmeter-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

35.0Meh

S 4 · M 5 · D 1

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

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	+1.0%p	+0.0%p	3/10
Claude Sonnet 5.5	+3.0%p	+0.0%p	10/10
Whole run	+12.0%p	+1.0%p
Used after the run	13%	43%

OpenAI CodexPlus

Model	5-hour	Weekly	Measured
GPT-6.1 Sol	+12.0%p	+1.0%p	10/10
GPT-6.1 Terra	+7.0%p	+1.0%p	10/10
Whole run	+19.0%p	+2.0%p
Used after the run	19%	54%

AntigravityPlan not reported

Model	5-hour	Weekly	Measured
Gemini 4 Argonmedium	+3.0%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	107k / 1.2k	72k / 701
larder-fefo	207k / 5.7k	162k / 1.5k
larder-i18n	193k / 14k	109k / 2.3k
larder-roles	468k / 19k	278k / 7.5k

What was not Smart

D
Claude Opus 5.5 · larder-sales · Hallucination · 205s
claimed success: failed: imports
raw
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-heading-offset · Repeated mistake · 1204s
stuck past the hard cap
raw
M
Claude Opus 5.5 · larder-fefo · Too slow · 50s
50s over 35s
raw
M
Claude Opus 5.5 · larder-i18n · Too slow · 127s
127s over 53s
raw

Whole run	+15.4%p	+5.3%p
Used after the run	15%	32%

trap-missing-file	S	S	S	S	S

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	DHallucination	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	DRepeated mistake
pymd-slug	S	S	S	S	S
pymd-tasklist	MPoor output	S	S	S	MToo slow

larder-sites	445k / 28k	466k / 13k

pymd-heading-offset	389k / 19k	460k / 6.3k

pymd-slug	151k / 5.3k	151k / 2.0k

pymd-tasklist	302k / 22k	306k / 7.5k

trap-missing-file	47k / 414	47k / 207

Total (this model)	2.60M / 135k API $5.45 10 of 10 chores recorded	2.26M / 47k API $1.28 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	68k / 385	71k / 531
larder-fefo	131k / 1.3k	134k / 1.3k
larder-i18n	98k / 1.7k	134k / 1.6k
larder-roles	182k / 3.4k	210k / 2.8k
larder-sales	204k / 4.2k	377k / 5.0k
larder-sites	281k / 4.5k	325k / 3.3k
pymd-heading-offset	207k / 2.9k	190k / 2.4k
pymd-slug	125k / 910	135k / 904
pymd-tasklist	211k / 3.3k	144k / 2.7k
trap-missing-file	48k / 209	49k / 273
Total (this model)	1.55M / 23k API $0.937 10 of 10 chores recorded	1.77M / 21k API $0.365 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 / 1.1k
larder-fefo	39k / 5.6k
larder-i18n	46k / 13k
larder-roles	no record
larder-sales	no record
larder-sites	115k / 45k
pymd-heading-offset	no record
pymd-slug	90k / 4.0k
pymd-tasklist	282k / 71k
trap-missing-file	13k / 350
Total (this model)	601k / 140k API $3.78 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.