AI Model Reviewer

OpenCode

12 models ran in it: Claude Fable 5.1, Claude Opus 5.5, Claude Sonnet 5.5, DeepSeek V4.1 Flash, GLM-5.3, GPT-6 Astra, Gemini 3.8 Flash, Grok 4.7, Kimi K3, LongCat 2.5 Preview, Muse Spark 1.3, Space Bunny Alpha.

307 runs on 110 prompts · 80% finished

Results

The best run of each of its 110 tests first, then every other run. Filter them in the explorer

247 finished runs

Numbers: finish rate, cost, wall time, draft scores
Runs
307
on 110 prompts
Finished
80%
247 of 307
Median cost, finished run
$1.06
n=246
Median wall time, finished run
19m 49s
n=247
Recorded spend
$1,281.79
$240.23 on unfinished runs; 7 without a recorded cost

From the numbers

Set against the other harnesses with at least 3 runs (top or bottom third), and its draft-score ranks within single prompts. Nothing here is averaged across prompts.

Strengths

  • $1.06 (n=246): 4th of 12 harnesses with at least 3 (median cost of a finished run)
  • Draft score 9.5/10 on Pelican riding a bicycle (control) (Claude Fable 5.1): ranked 1st of 13
  • Draft score 9.5/10 on Pelican riding a bicycle (control) (GLM-5.3): ranked 1st of 13
  • Draft score 9/10 on Lighthouse on a headland at night (Claude Fable 5.1): ranked 1st of 12
  • Draft score 10/10 on Isometric SVG town with sprite sheet (Claude Fable 5.1): ranked 1st of 11
  • Draft score 9/10 on MacBook Pro 16" realistic 3D render (Playcode benchmark) (Claude Fable 5.1): ranked 2nd of 12
  • Draft score 9/10 on MacBook Pro 16" realistic 3D render (Playcode benchmark) (GLM-5.3): ranked 2nd of 12
  • Draft score 9/10 on MacBook Pro 16" realistic 3D render (Playcode benchmark) (GPT-6 Astra): ranked 2nd of 12
  • Draft score 8.5/10 on Lighthouse on a headland at night (Claude Opus 5.5): ranked 2nd of 12
  • Draft score 8.5/10 on Lighthouse on a headland at night (Kimi K3): ranked 2nd of 12
  • Draft score 9.5/10 on Animated pelican riding a bicycle (SMIL/CSS) (Claude Fable 5.1): ranked 2nd of 12
  • Draft score 9.5/10 on Animated pelican riding a bicycle (SMIL/CSS) (Claude Opus 5.5): ranked 2nd of 12
  • Draft score 9.5/10 on Animated pelican riding a bicycle (SMIL/CSS) (GPT-6 Astra): ranked 2nd of 12
  • Draft score 9.5/10 on Isometric SVG town with sprite sheet (GLM-5.3): ranked 2nd of 11
  • Draft score 9.5/10 on Isometric SVG town with sprite sheet (GPT-6 Astra): ranked 2nd of 11

Weaknesses

  • Draft score 7.5/10 on Lighthouse on a headland at night (Grok 4.7): ranked 9th of 12
  • Draft score 7.5/10 on Pelican riding a bicycle (control) (Grok 4.7): ranked 11th of 13
  • Draft score 6.5/10 on MacBook Pro 16" realistic 3D render (Playcode benchmark) (DeepSeek V4.1 Flash): ranked 11th of 12
  • Draft score 6.5/10 on Lighthouse on a headland at night (DeepSeek V4.1 Flash): ranked 11th of 12
  • Draft score 8.5/10 on Animated pelican riding a bicycle (SMIL/CSS) (Grok 4.7): ranked 11th of 12
  • Draft score 6.5/10 on Pelican riding a bicycle (control) (DeepSeek V4.1 Flash): ranked 13th of 13
  • Draft score 4.5/10 on MacBook Pro 16" realistic 3D render (Playcode benchmark) (Grok 4.7): ranked 12th of 12
  • Draft score 5.5/10 on Lighthouse on a headland at night (GLM-5.3): ranked 12th of 12
  • Draft score 8/10 on Animated pelican riding a bicycle (SMIL/CSS) (DeepSeek V4.1 Flash): ranked 12th of 12
  • 2 runs ended as the model's own failure (DNF, class MODEL)
  • Other unfinished runs, not counted against the model: 2 HARNESS, 13 INFRA, 42 TIMEOUT, 1 STOPPED

Best and hardest run

Best run

Picked as its best draft-score rank on a prompt.

Hardest run

Picked as its costliest run that did not finish.

Draft scores by prompt

Show the table (33 rows)
Isometric SVG town with sprite sheetClaude Fable 5.110/10 draft1st of 11
Isometric SVG town with sprite sheetGLM-5.39.5/10 draft2nd of 11
Isometric SVG town with sprite sheetGPT-6 Astra9.5/10 draft2nd of 11
Isometric SVG town with sprite sheetDeepSeek V4.1 Flash9/10 draft8th of 11
Isometric SVG town with sprite sheetGrok 4.79/10 draft8th of 11
Isometric SVG town with sprite sheetKimi K39/10 draft8th of 11
Lighthouse on a headland at nightClaude Fable 5.19/10 draft1st of 12
Lighthouse on a headland at nightClaude Opus 5.58.5/10 draft2nd of 12
Lighthouse on a headland at nightKimi K38.5/10 draft2nd of 12
Lighthouse on a headland at nightGPT-6 Astra8/10 draft6th of 12
Lighthouse on a headland at nightGrok 4.77.5/10 draft9th of 12
Lighthouse on a headland at nightDeepSeek V4.1 Flash6.5/10 draft11th of 12
Lighthouse on a headland at nightGLM-5.35.5/10 draft12th of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)Claude Fable 5.19/10 draft2nd of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)GLM-5.39/10 draft2nd of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)GPT-6 Astra9/10 draft2nd of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)Kimi K38.5/10 draft6th of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)DeepSeek V4.1 Flash6.5/10 draft11th of 12
MacBook Pro 16" realistic 3D render (Playcode benchmark)Grok 4.74.5/10 draft12th of 12
Pelican riding a bicycle (control)Claude Fable 5.19.5/10 draft1st of 13
Pelican riding a bicycle (control)GLM-5.39.5/10 draft1st of 13
Pelican riding a bicycle (control)Claude Opus 5.59/10 draft6th of 13
Pelican riding a bicycle (control)GPT-6 Astra9/10 draft6th of 13
Pelican riding a bicycle (control)Kimi K39/10 draft6th of 13
Pelican riding a bicycle (control)Grok 4.77.5/10 draft11th of 13
Pelican riding a bicycle (control)DeepSeek V4.1 Flash6.5/10 draft13th of 13
Animated pelican riding a bicycle (SMIL/CSS)Claude Fable 5.19.5/10 draft2nd of 12
Animated pelican riding a bicycle (SMIL/CSS)Claude Opus 5.59.5/10 draft2nd of 12
Animated pelican riding a bicycle (SMIL/CSS)GPT-6 Astra9.5/10 draft2nd of 12
Animated pelican riding a bicycle (SMIL/CSS)GLM-5.39/10 draft6th of 12
Animated pelican riding a bicycle (SMIL/CSS)Kimi K39/10 draft6th of 12
Animated pelican riding a bicycle (SMIL/CSS)Grok 4.78.5/10 draft11th of 12
Animated pelican riding a bicycle (SMIL/CSS)DeepSeek V4.1 Flash8/10 draft12th of 12

By model

Grok 4.766100%$7.65 n=631m 01s n=6
GPT-6 Astra504998%$4.30 n=4918m 28s n=49
Space Bunny Alpha131292%$0 n=117m 19s n=12
Muse Spark 1.3121192%$0 n=115m 38s n=11
DeepSeek V4.1 Flash474289%$0.13 n=4219m 07s n=42
LongCat 2.5 Preview524281%$0 n=429m 18s n=42
Kimi K3201680%$1.20 n=1627m 52s n=16
Claude Fable 5.1302377%$8.67 n=2328m 33s n=23
Claude Opus 5.5342574%$15.39 n=251h 04m n=25
GLM-5.3241771%$1.08 n=1726m 23s n=17
Claude Sonnet 5.518422%$6.56 n=437m 09s n=4
Gemini 3.8 Flash100%not recorded: no finished run with a recorded costnot recorded: no finished run with a recorded time
All 110 tests