Claude Code
Codex
Antigravity30.0Smart
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 | +5.0%p | +1.0%p | 9/10 |
| Whole run | +14.0%p | +1.0%p | |
| Used after the run | 15% | 25% |
OpenAI CodexPlus
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| GPT-6.1 Sol | +12.0%p | +2.0%p | 10/10 |
| GPT-6.1 Terra | +7.0%p | +1.0%p | 10/10 |
| Whole run | +19.0%p | +3.0%p | |
| Used after the run | 19% | 55% |
AntigravityPlan not reported
| Model | 5-hour | Weekly | Measured |
|---|---|---|---|
| Gemini 4 Argonmedium | +6.6%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 / 1.1k | 48k / 407 |
| larder-fefo | 166k / 2.1k | 135k / 1.3k |
| larder-i18n | 243k / 3.9k | 140k / 2.1k |
| larder-roles | 582k / 12k | 367k / 6.9k |
Gemini 4 Argon · larder-roles · Repeated mistake · 436s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · larder-sales · Repeated mistake · 567s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · larder-sites · Repeated mistake · 612s
timed out at the hard cap (partial output kept)
Gemini 4 Argon · pymd-heading-offset · Repeated mistake · 1206s
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 · impossible-test · Too slow · 29s
29s over 25s
| +3.3%p |
| 8/10 |
| Whole run | +15.5%p | +4.7%p | |
|---|---|---|---|
| Used after the run | 16% | 21% |
| trap-missing-file | S | S | S | S | MToo slow |
|---|
| Larder | |||||
|---|---|---|---|---|---|
| larder-fefo | MToo slow | MToo slow | MToo slow | MToo slow | MToo slow |
| larder-i18n | MToo slow | S | MToo slow | S | MToo slow |
| larder-roles | MToo slow | S | S | S | DRepeated mistake |
| larder-sales | S | S | MPoor output | MPoor output | DRepeated mistake |
| larder-sites | MToo slow | S | S | S | DRepeated mistake |
| Python-Markdown | |||||
|---|---|---|---|---|---|
| pymd-heading-offset | S | S | S | S | DRepeated mistake |
| pymd-slug | S | S | S | S | MToo slow |
| pymd-tasklist | MPoor output | S | S | S | DRepeated mistake |
Pantry
Larder
larder-fefoPython-Markdown
pymd-slug| larder-sales |
|---|
| 476k / 11k |
| 348k / 7.0k |
| larder-sites | 1.14M / 22k | 697k / 16k |
|---|
| pymd-heading-offset | 585k / 11k | 284k / 5.7k |
|---|
| pymd-slug | 181k / 2.3k | 151k / 1.8k |
|---|
| pymd-tasklist | 971k / 13k | 293k / 8.2k |
|---|
| trap-missing-file | 70k / 299 | 47k / 207 |
|---|
| Total (this model) | 4.49M / 78k API $4.04 10 of 10 chores recorded | 2.51M / 49k API $1.35 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 / 368 | 70k / 412 |
| larder-fefo | 159k / 1.3k | 135k / 1.6k |
| larder-i18n | 119k / 1.9k | 116k / 1.6k |
| larder-roles | 239k / 3.8k | 215k / 2.9k |
| larder-sales | 237k / 4.2k | 334k / 4.2k |
| larder-sites | 236k / 4.2k | 335k / 3.6k |
| pymd-heading-offset | 176k / 2.6k | 261k / 2.5k |
| pymd-slug | 163k / 1.0k | 154k / 985 |
| pymd-tasklist | 199k / 3.1k | 182k / 2.6k |
| trap-missing-file | 51k / 226 | 49k / 177 |
| Total (this model) | 1.65M / 23k API $0.903 10 of 10 chores recorded | 1.85M / 21k API $0.362 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 | 19k / 2.0k |
| larder-fefo | 41k / 6.4k |
| larder-i18n | 46k / 12k |
| larder-roles | 81k / 28k |
| larder-sales | 89k / 32k |
| larder-sites | 94k / 36k |
| pymd-heading-offset | 350k / 82k |
| pymd-slug | 130k / 6.5k |
| pymd-tasklist | 317k / 57k |
| trap-missing-file | 14k / 240 |
| Total (this model) | 1.18M / 263k API $6.98 10 of 10 chores recorded |
Claude Opus 5.5 · larder-fefo · Too slow · 42s
42s over 35s
Claude Opus 5.5 · larder-i18n · Too slow · 64s
64s over 53s
Claude Opus 5.5 · larder-roles · Too slow · 163s
163s over 108s
Claude Opus 5.5 · larder-sites · Too slow · 293s
293s over 152s
Claude Opus 5.5 · pymd-tasklist · Poor output · 147s
also changed .spell-dict
Claude Sonnet 5.5 · larder-fefo · Too slow · 54s
54s over 35s
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 · 125s
said done but admitted a gap: failed: tests
GPT-6.1 Terra · larder-fefo · Too slow · 42s
42s over 35s
GPT-6.1 Terra · larder-sales · Poor output · 139s
said done but admitted a gap: failed: tests
Gemini 4 Argon · impossible-test · Too slow · 62s
62s over 25s
Gemini 4 Argon · larder-fefo · Too slow · 136s
136s over 35s
Gemini 4 Argon · larder-i18n · Too slow · 238s
238s over 53s
Gemini 4 Argon · pymd-slug · Too slow · 293s
293s over 150s
Gemini 4 Argon · trap-missing-file · Too slow · 29s
29s over 20s