guumaster/hostctl | ProgramBench

Your dev tool to manage /etc/hosts like a pro!

1,051

Generated Behavioral Tests

98.9%

Best Score

Muse Wonder Full

Results by Model

Hover for details · Click a model to open it · Drag to zoom the x-axis · Shift-drag to pan · The line marks the Pareto frontier (best score per cost)

30 runs

#	Model	Score	Cost	Calls
1	Muse Wonder Full	98.9%	TBA	273	trace →
2	Muse Wonder (xhigh)	98.9%	$24.11	310	trace →
3	Claude Opus 5.5 (xhigh)	98.6%	$19.39	277	trace →
4	Claude Fable 5.1 (xhigh)	98.0%	$28.05	224	trace →
5	Claude Opus 5 (xhigh)	96.7%	$32.35	259	trace →
6	GPT 6 Astra (max)	95.8%	$8.50	52	trace →
7	Muse Spark 1.3 (max)	95.5%	$4.83	242	trace →
8	Gemini 3.7 Flash	93.4%	$3.60	214	trace →
9	Claude Opus 4.8 (xhigh)	93.0%	$18.99	163	trace →
10	Muse Spark 1.3 (xhigh)	90.0%	$1.88	277	trace →
11	Gemini 3.6 Flash	88.6%	$4.84	220	trace →
12	GLM-5.2	87.4%	$23.52	276	trace →
13	Claude Sonnet 4.6	82.8%	$15.89	416	trace →
14	GPT-5.6 Sol (xhigh)	72.7%	$5.03	43	trace →
15	GPT 5.5 (xhigh)	71.1%	$7.05	66	trace →
16	Claude Opus 4.7 (xhigh)	69.5%	$15.28	176	trace →
17	Claude Opus 4.6	69.4%	$10.77	253	trace →
18	GPT 5.5 (high)	68.0%	$2.92	30	trace →
19	Muse Spark 1.2 (xhigh)	65.7%	$1.44	205	trace →
20	Claude Opus 4.7	64.1%	$11.77	211	trace →
21	Gemini 3.5 Flash	62.8%	$4.16	135	trace →
22	GPT 5.5	62.4%	$1.19	17	trace →
23	GPT-5.6 Sol	61.2%	$0.84	20	trace →
24	Gemini 3 Flash	53.0%	$0.25	62	trace →
25	Gemini 3.1 Pro	40.3%	$1.11	70	trace →
26	Claude Haiku 4.5	31.6%	$0.85	132	trace →
27	GPT 5.4	28.5%	$0.66	17	trace →
28	GPT 5.4 mini	28.4%	$0.05	24	trace →
29	GPT 5 mini	24.6%	$0.03	24	trace →
30	Muse Spark 1.1 (xhigh)	0.0%	$0.16	72	trace →

Click a row to replay how that model rebuilt this program, or the model name to open its full run