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 | +3.0%p | +1.0%p | 6/10 |
| Claude Sonnet 5.5 | +4.0%p | +0.0%p | 10/10 |
| Whole run | +13.0%p | +1.0%p | |
| Used after the run | 29% | 1% |
OpenAI CodexPlus
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| GPT-6.1 Sol | +11.0%p | +2.0%p | 10/10 |
| GPT-6.1 Terra | +7.0%p | +1.0%p | 10/10 |
| Whole run | +18.0%p | +3.0%p | |
| Used after the run | 18% | 20% |
AntigravityPlan not reported
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| Gemini 4 Argonmedium | +8.7%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 / 884 | 73k / 671 |
| larder-fefo | 136k / 1.8k | 132k / 1.1k |
| larder-i18n | 247k / 4.3k | 109k / 2.2k |
| larder-roles | 484k / 12k | 290k / 6.8k |
Gemini 4 Argon · larder-roles · Repeated mistake · 436s
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-i18n · Too slow · 60s
60s over 53s
Claude Opus 5.5 · larder-roles · Too slow · 145s
145s over 108s
Claude Opus 5.5 · larder-sales · Too slow · 164s
164s over 140s
| +4.0%p |
| 9/10 |
| Whole run | +12.6%p | +5.4%p | |
|---|---|---|---|
| Used after the run | 13% | 19% |
| trap-missing-file | S | S | S | S | MToo slow |
|---|
| Larder | |||||
|---|---|---|---|---|---|
| larder-fefo | S | S | MToo slow | MToo slow | MToo slow |
| larder-i18n | MToo slow | S | MToo slow | MToo slow | MToo slow |
| larder-roles | MToo slow | S | S | S | DRepeated mistake |
| larder-sales | MToo slow | MPoor output | MPoor output | MPoor output | DRepeated mistake |
| larder-sites | MToo slow | S | S | S | MToo slow |
| Python-Markdown | |||||
|---|---|---|---|---|---|
| pymd-heading-offset | S | S | S | S | MToo slow |
| pymd-slug | S | S | S | S | MPoor output |
| pymd-tasklist | S | S | S | S | DRepeated mistake |
Pantry
Larder
Python-Markdown
pymd-heading-offsetpymd-slug| larder-sales |
|---|
| 676k / 14k |
| 214k / 6.9k |
| larder-sites | 912k / 22k | 663k / 12k |
|---|
| pymd-heading-offset | 576k / 11k | 473k / 6.3k |
|---|
| pymd-slug | 180k / 2.1k | 100k / 1.2k |
|---|
| pymd-tasklist | 435k / 10k | 462k / 8.1k |
|---|
| trap-missing-file | 71k / 377 | 47k / 209 |
|---|
| Total (this model) | 3.79M / 79k API $3.87 10 of 10 chores recorded | 2.56M / 46k API $1.33 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 / 350 | 71k / 420 |
| larder-fefo | 133k / 1.4k | 134k / 1.2k |
| larder-i18n | 121k / 1.8k | 130k / 1.6k |
| larder-roles | 145k / 2.8k | 190k / 2.9k |
| larder-sales | 240k / 5.6k | 314k / 4.2k |
| larder-sites | 165k / 3.1k | 293k / 2.8k |
| pymd-heading-offset | 312k / 2.8k | 246k / 2.4k |
| pymd-slug | 118k / 977 | 138k / 855 |
| pymd-tasklist | 204k / 3.2k | 176k / 2.7k |
| trap-missing-file | 50k / 204 | 49k / 265 |
| Total (this model) | 1.56M / 22k API $0.841 10 of 10 chores recorded | 1.74M / 19k API $0.360 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 | 15k / 366 |
| larder-fefo | 45k / 6.3k |
| larder-i18n | 47k / 13k |
| larder-roles | 68k / 21k |
| larder-sales | 78k / 38k |
| larder-sites | 97k / 37k |
| pymd-heading-offset | 213k / 7.8k |
| pymd-slug | 79k / 2.8k |
| pymd-tasklist | 341k / 57k |
| trap-missing-file | 15k / 278 |
| Total (this model) | 999k / 184k API $5.39 10 of 10 chores recorded |
Claude Opus 5.5 · larder-sites · Too slow · 232s
232s over 152s
Claude Sonnet 5.5 · larder-sales · Poor output · 74s
partly done: missed readme
GPT-6.1 Sol · impossible-test · Too slow · 25s
25s over 25s
GPT-6.1 Sol · larder-fefo · Too slow · 47s
47s over 35s
GPT-6.1 Sol · larder-i18n · Too slow · 55s
55s over 53s
GPT-6.1 Sol · larder-sales · Poor output · 142s
said done but admitted a gap: failed: tests
GPT-6.1 Terra · larder-fefo · Too slow · 38s
38s over 35s
GPT-6.1 Terra · larder-i18n · Too slow · 64s
64s over 53s
GPT-6.1 Terra · larder-sales · Poor output · 93s
said done but admitted a gap: failed: tests
Gemini 4 Argon · impossible-test · Too slow · 47s
47s over 25s
Gemini 4 Argon · larder-fefo · Too slow · 171s
171s over 35s
Gemini 4 Argon · larder-i18n · Too slow · 274s
274s over 53s
Gemini 4 Argon · larder-sites · Too slow · 516s
516s over 152s
Gemini 4 Argon · pymd-heading-offset · Too slow · 322s
322s over 300s
Gemini 4 Argon · pymd-slug · Poor output · 103s
partly done: missed changelog
Gemini 4 Argon · trap-missing-file · Too slow · 29s
29s over 20s