Claude Code
Codex
Antigravity15.0Smart
LOADING COMMUNITY DATA
How derpy is your AI today?
LOADING COMMUNITY DATA
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.
DAILY RUN · daily
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 →
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 | +5.0%p | +0.0%p | 8/10 |
| Claude Sonnet 5.5 | +4.0%p | +0.0%p | 10/10 |
| Whole run | +14.0%p | +0.0%p | |
| Used after the run | 16% | 17% |
OpenAI CodexPlus
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| GPT-6.1 Sol | +11.0%p | +2.0%p | 10/10 |
| GPT-6.1 Terra | +8.0%p | +1.0%p | 10/10 |
| Whole run | +19.0%p | +3.0%p | |
| Used after the run | 19% | 42% |
AntigravityPlan not reported
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| Gemini 4 Argonmedium | +11.8%p |
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.
Input is the whole prompt, cache reads and writes included.
| Chore | Claude Opus 5.5 | Claude Sonnet 5.5 |
|---|---|---|
| impossible-test | 73k / 919 | 72k / 725 |
| larder-fefo | 136k / 1.9k | 189k / 1.6k |
| larder-i18n | 202k / 3.2k | 108k / 2.1k |
| larder-roles | 714k / 14k | 201k / 6.6k |
Gemini 4 Argon · larder-roles · Repeated mistake · 435s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · larder-sales · Repeated mistake · 564s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · pymd-tasklist · Repeated mistake · 1204s
timed out at the hard cap (partial output kept)
Claude Opus 5.5 · larder-roles · Too slow · 191s
191s over 108s
Claude Opus 5.5 · larder-sales · Poor output · 132s
said done but admitted a gap: missed atomicStock
Claude Opus 5.5 · larder-sites · Too slow · 263s
263s over 152s
| +4.4%p |
| 10/10 |
| Whole run | +11.8%p | +4.4%p | |
|---|---|---|---|
| Used after the run | 12% | 17% |
| trap-missing-file | S | S | S | S | MToo slow |
|---|
| Larder | |||||
|---|---|---|---|---|---|
| larder-fefo | S | S | MToo slow | MToo slow | MToo slow |
| larder-i18n | S | S | S | S | MToo slow |
| larder-roles | MToo slow | S | S | S | DRepeated mistake |
| larder-sales | MPoor output | 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 | S |
| pymd-tasklist | S | S | S | S | DRepeated mistake |
Pantry
Larder
Python-Markdown
pymd-heading-offsetpymd-slug| larder-sales |
|---|
| 491k / 12k |
| 489k / 8.5k |
| larder-sites | 982k / 25k | 529k / 15k |
|---|
| pymd-heading-offset | 649k / 8.7k | 328k / 6.0k |
|---|
| pymd-slug | 208k / 2.2k | 126k / 1.5k |
|---|
| pymd-tasklist | 624k / 12k | 429k / 7.8k |
|---|
| trap-missing-file | 70k / 269 | 47k / 207 |
|---|
| Total (this model) | 4.15M / 80k API $3.98 10 of 10 chores recorded | 2.52M / 50k API $1.39 10 of 10 chores recorded |
|---|
Input is the whole prompt, cache reads included.
| Chore | GPT-6.1 Sol | GPT-6.1 Terra |
|---|---|---|
| impossible-test | 73k / 359 | 69k / 443 |
| larder-fefo | 99k / 1.4k | 168k / 1.6k |
| larder-i18n | 120k / 1.8k | 111k / 1.7k |
| larder-roles | 144k / 3.2k | 170k / 3.4k |
| larder-sales | 221k / 3.9k | 253k / 4.0k |
| larder-sites | 246k / 3.8k | 263k / 2.7k |
| pymd-heading-offset | 207k / 2.7k | 320k / 2.6k |
| pymd-slug | 118k / 1.1k | 138k / 900 |
| pymd-tasklist | 209k / 2.9k | 224k / 2.9k |
| trap-missing-file | 50k / 197 | 46k / 280 |
| Total (this model) | 1.49M / 21k API $0.838 10 of 10 chores recorded | 1.76M / 21k API $0.398 10 of 10 chores recorded |
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 | 37k / 5.1k |
| larder-i18n | 42k / 11k |
| larder-roles | 69k / 33k |
| larder-sales | 107k / 45k |
| larder-sites | 78k / 17k |
| pymd-heading-offset | 199k / 6.9k |
| pymd-slug | 82k / 2.4k |
| pymd-tasklist | 415k / 61k |
| trap-missing-file | 16k / 430 |
| Total (this model) | 1.06M / 183k API $5.41 10 of 10 chores recorded |
GPT-6.1 Sol · larder-fefo · Too slow · 43s
43s over 35s
GPT-6.1 Sol · larder-sales · Poor output · 99s
said done but admitted a gap: failed: tests
GPT-6.1 Terra · larder-fefo · Too slow · 45s
45s over 35s
GPT-6.1 Terra · larder-sales · Poor output · 99s
said done but admitted a gap: failed: tests
Gemini 4 Argon · impossible-test · Too slow · 35s
35s over 25s
Gemini 4 Argon · larder-fefo · Too slow · 110s
110s over 35s
Gemini 4 Argon · larder-i18n · Too slow · 199s
199s over 53s
Gemini 4 Argon · larder-sites · Too slow · 304s
304s over 152s
Gemini 4 Argon · trap-missing-file · Too slow · 37s
37s over 20s