Claude Code
Codex
Antigravity20.0Smart
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 | +8.0%p | +0.0%p | 9/10 |
| Claude Sonnet 5.5 | +5.0%p | +1.0%p | 10/10 |
| Whole run | +15.0%p | +1.0%p | |
| Used after the run | 59% | 3% |
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 | 41% | 14% |
AntigravityPlan not reported
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| Gemini 4 Argonmedium | +1.7%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 / 968 | 73k / 431 |
| larder-fefo | 236k / 3.3k | 134k / 1.1k |
| larder-i18n | 174k / 3.3k | 108k / 2.0k |
| larder-roles | 527k / 13k | 446k / 7.6k |
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-heading-offset · Repeated mistake · 1204s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · pymd-tasklist · Repeated mistake · 1203s
timed out at the hard cap (partial output kept)
Claude Opus 5.5 · larder-fefo · Too slow · 41s
41s over 35s
Claude Opus 5.5 · larder-roles · Too slow · 131s
131s over 108s
| +0.2%p |
| 5/10 |
| Whole run | +16.9%p | +5.2%p | |
|---|---|---|---|
| Used after the run | 17% | 10% |
| trap-missing-file | S | S | S | S | S |
|---|
| Larder | |||||
|---|---|---|---|---|---|
| larder-fefo | MToo slow | 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 | DRepeated mistake |
| pymd-slug | S | S | S | S | MToo slow |
| pymd-tasklist | S | S | S | S | DRepeated mistake |
Pantry
trap-missing-fileLarder
larder-fefoPython-Markdown
pymd-slug| larder-sales |
|---|
| 428k / 11k |
| 347k / 7.8k |
| larder-sites | 1.15M / 24k | 695k / 19k |
|---|
| pymd-heading-offset | 603k / 12k | 305k / 5.4k |
|---|
| pymd-slug | 182k / 2.1k | 182k / 2.5k |
|---|
| pymd-tasklist | 524k / 9.7k | 522k / 8.3k |
|---|
| trap-missing-file | 71k / 445 | 47k / 206 |
|---|
| Total (this model) | 3.97M / 79k API $3.98 10 of 10 chores recorded | 2.86M / 55k API $1.47 10 of 10 chores recorded |
|---|
Input is the whole prompt, cache reads included.
| Chore | GPT-6.1 Sol | GPT-6.1 Terra |
|---|---|---|
| impossible-test | 72k / 427 | 70k / 474 |
| larder-fefo | 99k / 1.3k | 156k / 1.3k |
| larder-i18n | 114k / 1.8k | 130k / 2.0k |
| larder-roles | 204k / 4.0k | 194k / 3.0k |
| larder-sales | 215k / 4.2k | 190k / 3.6k |
| larder-sites | 222k / 5.0k | 330k / 4.9k |
| pymd-heading-offset | 174k / 2.3k | 241k / 2.4k |
| pymd-slug | 155k / 1.1k | 119k / 976 |
| pymd-tasklist | 167k / 3.2k | 144k / 2.6k |
| trap-missing-file | 47k / 184 | 49k / 273 |
| Total (this model) | 1.47M / 23k API $0.996 10 of 10 chores recorded | 1.62M / 21k API $0.404 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 | 13k / 460 |
| larder-fefo | 38k / 5.8k |
| larder-i18n | 53k / 11k |
| larder-roles | 93k / 33k |
| larder-sales | 177k / 49k |
| larder-sites | 124k / 44k |
| pymd-heading-offset | 436k / 92k |
| pymd-slug | 104k / 5.4k |
| pymd-tasklist | 313k / 77k |
| trap-missing-file | 14k / 266 |
| Total (this model) | 1.37M / 319k API $7.85 10 of 10 chores recorded |
Claude Opus 5.5 · larder-sales · Poor output · 118s
said done but admitted a gap: missed readme
Claude Opus 5.5 · larder-sites · Too slow · 232s
232s over 152s
GPT-6.1 Sol · larder-fefo · Too slow · 36s
36s over 35s
GPT-6.1 Sol · larder-sales · Poor output · 102s
said done but admitted a gap: failed: tests
GPT-6.1 Terra · larder-fefo · Too slow · 39s
39s over 35s
GPT-6.1 Terra · larder-sales · Poor output · 78s
said done but admitted a gap: failed: tests
Gemini 4 Argon · larder-fefo · Too slow · 114s
114s over 35s
Gemini 4 Argon · larder-i18n · Too slow · 221s
221s over 53s
Gemini 4 Argon · larder-sites · Too slow · 551s
551s over 152s
Gemini 4 Argon · pymd-slug · Too slow · 229s
229s over 150s