Cursor · CursorBench

CursorBench 4.0

We evaluate agents on ambiguous, multi-file tasks from real Cursor sessions. Higher scores are better.

	Model
1	Opus 5.5 Max	57.8%	$13.43	218,363	185
2	Opus 5.5 Extra High	56.0%	$6.98	101,083	109
3	Opus 5.5 High	56.0%	$3.97	53,078	68
4	Sonnet 5.5 Max	55.5%	$7.05	271,920	170
5	Sonnet 5.5 Extra High	53.1%	$2.81	100,158	78
6	Gemini 4 Argon High	52.9%	$4.57	109,500	118
7	Gemini 4 Argon Medium	52.8%	$4.39	103,600	115
8	Opus 5.5 Medium	52.5%	$2.91	37,954	54
9	Fable 5.1 Max	51.8%	$17.28	117,236	128
10	Fable 5.1 Extra High	51.6%	$13.01	87,294	101
11	Gemini 4 Argon Low	50.6%	$4.09	94,200	110
12	Muse Wonder Max	50.4%	$5.25	49,692	114
13	Fable 5.1 High	49.2%	$9.08	58,438	77
14	Haiku 5.5 Max	48.4%	$1.12	325,934	163
15	Muse Wonder Extra High	48.2%	$4.24	39,564	96
16	Sonnet 5.5 High	47.8%	$1.20	37,391	41
17	DeepSeek V4.1 Flash 1017 Max	47.7%	$0.98	537,047	187
18	Fable 5.1 Medium	46.8%	$7.05	45,411	63
19	Opus 5 Max	46.6%	$11.95	85,384	106
20	Grok 4.7 Extra High	46.3%	$6.01	70,141	88
21	DeepSeek V4.1 Flash 1017 Medium	46.3%	$0.80	398,255	189
22	Opus 5 Extra High	46.1%	$11.43	80,094	103
23	Muse Wonder High	46.1%	$3.51	33,612	84
24	DeepSeek V4.1 Flash 1017 High	45.6%	$0.77	385,196	186
25	Muse Wonder Medium	45.2%	$2.82	27,124	75
26	Fable 5.1 Low	45.1%	$5.44	34,795	51
27	DeepSeek V4.1 Flash 1017 Low	44.9%	$0.60	290,651	161
28	Opus 5 High	44.7%	$9.00	61,405	86
29	Haiku 5.5 Extra High	44.3%	$0.56	143,813	93
30	Grok 4.7 High	43.9%	$4.69	56,382	71
31	Opus 5.5 Low	43.7%	$1.17	15,811	28
32	Opus 5 Medium	43.3%	$6.94	45,272	72
33	GLM 5.3 Max	42.6%	$5.05	96,387	166
34	Haiku 5.5 High	42.3%	$0.32	77,057	59
35	GPT-5.6 Sol Max	41.7%	$8.23	42,944	99
36	Muse Wonder Low	41.7%	$1.91	18,880	56
37	Grok 4.7 Medium	41.6%	$3.49	36,683	60
38	Muse Spark 1.3 Max	41.6%	$2.64	52,005	98
39	Grok 4.6 Extra High	41.4%	$6.10	49,814	56
40	GPT-5.6 Terra Max	41.3%	$5.14	60,814	107
41	Opus 5 Low	40.7%	$4.87	31,995	57
42	Grok 4.6 High	40.4%	$5.20	41,387	48
43	Gemini 3.8 Flash High	39.6%	$4.70	162,565	324
44	Sonnet 5.5 Medium	39.2%	$0.52	16,036	22
45	GLM 5.3 High	38.0%	$3.24	60,031	114
46	GPT-5.6 Sol Extra High	37.7%	$4.40	24,729	55
47	Muse Spark 1.3 Extra High	37.5%	$2.10	40,891	83
48	Gemini 3.8 Flash Medium	37.3%	$4.06	128,364	290
49	Haiku 5.5 Medium	36.9%	$0.17	42,659	39
50	GLM 5.3 Flash Max	36.8%	$0.39	56,410	118
51	Grok 4.6 Medium	36.1%	$3.48	24,893	40
52	GPT-5.6 Luna Max	35.9%	$1.03	87,284	208
53	Sonnet 5.5 Low	35.8%	$0.37	11,668	18
54	GPT-5.6 Sol High	35.7%	$2.85	16,174	41
55	Muse Wonder Minimal	34.2%	$0.84	9,761	33
56	Sonnet 5 Max	34.1%	$7.17	149,257	140
57	GPT-5.6 Terra Extra High	33.6%	$1.81	23,436	43
58	Grok 4.6 Low	33.4%	$2.25	16,307	32
59	Muse Spark 1.3 High	33.4%	$1.66	30,654	69
60	GLM 5.3 Low	33.3%	$2.04	31,983	81
61	Grok 4.7 Low	33.1%	$1.58	15,677	40
62	GPT-5.6 Luna Extra High	33.0%	$0.44	40,598	98
63	Muse Spark 1.3 Medium	32.6%	$1.49	27,255	64
64	Sonnet 5 Extra High	32.0%	$4.55	83,373	102
65	GPT-5.6 Sol Medium	31.1%	$1.77	10,111	32
66	GLM 5.3 Flash High	31.1%	$0.25	35,104	84
67	Haiku 5.5 Low	30.9%	$0.08	23,382	25
68	Sonnet 5 High	30.8%	$3.48	61,146	85
69	GPT-5.6 Terra High	30.7%	$1.11	13,162	33
70	GPT-5.6 Luna High	29.4%	$0.25	23,368	64
71	Muse Spark 1.3 Low	29.3%	$0.93	17,483	47
72	Sonnet 5 Medium	28.0%	$2.31	39,114	65
73	Composer 2.5	27.7%	$0.68	17,347	41
74	GPT-5.6 Terra Medium	27.6%	$0.64	7,307	25
75	GLM 5.3 Flash Low	26.9%	$0.15	17,831	58
76	GPT-5.6 Terra Low	25.2%	$0.52	5,914	23
77	GPT-5.6 Sol Low	24.6%	$0.87	4,885	21
78	Muse Spark 1.3 Minimal	24.3%	$0.56	10,620	34
79	Sonnet 5 Low	24.1%	$1.39	23,772	46
80	GPT-5.6 Luna Medium	22.2%	$0.08	7,642	32
81	GPT-5.6 Luna Low	16.0%	$0.03	3,288	18

Changelog

Oct 7, 2026

Reporting

Updated Sonnet 5.5 results to account for adjusted pricing.

Sep 10, 2026

Tasks

CursorBench 4.0
- Introduced new long-horizon problems focused on edit, refactor, investigation, intent understanding, managing jobs, and design adherence.

Aug 11, 2026

Reporting

Updated Sonnet 5 results to account for adjusted pricing.

Jul 30, 2026

Reporting

Updated GPT-5.6 Terra and Luna results to account for adjusted pricing.

Jul 9, 2026

Reporting

Updated GPT-5.6 Sol, Terra, and Luna results to account for cache write costs.

Jul 8, 2026

Tasks

CursorBench 3.2
- Introduced instruction following and advanced tool use problems.

May 19, 2026

Tasks

CursorBench 3.1
- Introduced problems focused on codebase understanding, bugfinding, planning, and code review.
- Improved grading criteria for some edit tasks.

Mar 11, 2026

Tasks

CursorBench 3.0
- Initial set of tasks focused on edit, refactor, and bugfix problems.

Avg cost / task is computed by applying each model's published per-million-token pricing (input, cache read, cache write, and output) to the tokens it used on each task. Results are subject to variance; small differences in scores may not be statistically meaningful.

CursorBench 4.0

We evaluate agents on ambiguous, multi-file tasks from real Cursor sessions. Higher scores are better.

More about CursorBench

	Model
1	Opus 5.5 Max	57.8%	$13.43	218,363	185
2	Opus 5.5 Extra High	56.0%	$6.98	101,083	109
3	Opus 5.5 High	56.0%	$3.97	53,078	68
4	Sonnet 5.5 Max	55.5%	$7.05	271,920	170
5	Sonnet 5.5 Extra High	53.1%	$2.81	100,158	78
6	Gemini 4 Argon High	52.9%	$4.57	109,500	118
7	Gemini 4 Argon Medium	52.8%	$4.39	103,600	115
8	Opus 5.5 Medium	52.5%	$2.91	37,954	54
9	Fable 5.1 Max	51.8%	$17.28	117,236	128
10	Fable 5.1 Extra High	51.6%	$13.01	87,294	101
11	Gemini 4 Argon Low	50.6%	$4.09	94,200	110
12	Muse Wonder Max	50.4%	$5.25	49,692	114
13	Fable 5.1 High	49.2%	$9.08	58,438	77
14	Haiku 5.5 Max	48.4%	$1.12	325,934	163
15	Muse Wonder Extra High	48.2%	$4.24	39,564	96
16	Sonnet 5.5 High	47.8%	$1.20	37,391	41
17	DeepSeek V4.1 Flash 1017 Max	47.7%	$0.98	537,047	187
18	Fable 5.1 Medium	46.8%	$7.05	45,411	63
19	Opus 5 Max	46.6%	$11.95	85,384	106
20	Grok 4.7 Extra High	46.3%	$6.01	70,141	88
21	DeepSeek V4.1 Flash 1017 Medium	46.3%	$0.80	398,255	189
22	Opus 5 Extra High	46.1%	$11.43	80,094	103
23	Muse Wonder High	46.1%	$3.51	33,612	84
24	DeepSeek V4.1 Flash 1017 High	45.6%	$0.77	385,196	186
25	Muse Wonder Medium	45.2%	$2.82	27,124	75
26	Fable 5.1 Low	45.1%	$5.44	34,795	51
27	DeepSeek V4.1 Flash 1017 Low	44.9%	$0.60	290,651	161
28	Opus 5 High	44.7%	$9.00	61,405	86
29	Haiku 5.5 Extra High	44.3%	$0.56	143,813	93
30	Grok 4.7 High	43.9%	$4.69	56,382	71
31	Opus 5.5 Low	43.7%	$1.17	15,811	28
32	Opus 5 Medium	43.3%	$6.94	45,272	72
33	GLM 5.3 Max	42.6%	$5.05	96,387	166
34	Haiku 5.5 High	42.3%	$0.32	77,057	59
35	GPT-5.6 Sol Max	41.7%	$8.23	42,944	99
36	Muse Wonder Low	41.7%	$1.91	18,880	56
37	Grok 4.7 Medium	41.6%	$3.49	36,683	60
38	Muse Spark 1.3 Max	41.6%	$2.64	52,005	98
39	Grok 4.6 Extra High	41.4%	$6.10	49,814	56
40	GPT-5.6 Terra Max	41.3%	$5.14	60,814	107
41	Opus 5 Low	40.7%	$4.87	31,995	57
42	Grok 4.6 High	40.4%	$5.20	41,387	48
43	Gemini 3.8 Flash High	39.6%	$4.70	162,565	324
44	Sonnet 5.5 Medium	39.2%	$0.52	16,036	22
45	GLM 5.3 High	38.0%	$3.24	60,031	114
46	GPT-5.6 Sol Extra High	37.7%	$4.40	24,729	55
47	Muse Spark 1.3 Extra High	37.5%	$2.10	40,891	83
48	Gemini 3.8 Flash Medium	37.3%	$4.06	128,364	290
49	Haiku 5.5 Medium	36.9%	$0.17	42,659	39
50	GLM 5.3 Flash Max	36.8%	$0.39	56,410	118
51	Grok 4.6 Medium	36.1%	$3.48	24,893	40
52	GPT-5.6 Luna Max	35.9%	$1.03	87,284	208
53	Sonnet 5.5 Low	35.8%	$0.37	11,668	18
54	GPT-5.6 Sol High	35.7%	$2.85	16,174	41
55	Muse Wonder Minimal	34.2%	$0.84	9,761	33
56	Sonnet 5 Max	34.1%	$7.17	149,257	140
57	GPT-5.6 Terra Extra High	33.6%	$1.81	23,436	43
58	Grok 4.6 Low	33.4%	$2.25	16,307	32
59	Muse Spark 1.3 High	33.4%	$1.66	30,654	69
60	GLM 5.3 Low	33.3%	$2.04	31,983	81
61	Grok 4.7 Low	33.1%	$1.58	15,677	40
62	GPT-5.6 Luna Extra High	33.0%	$0.44	40,598	98
63	Muse Spark 1.3 Medium	32.6%	$1.49	27,255	64
64	Sonnet 5 Extra High	32.0%	$4.55	83,373	102
65	GPT-5.6 Sol Medium	31.1%	$1.77	10,111	32
66	GLM 5.3 Flash High	31.1%	$0.25	35,104	84
67	Haiku 5.5 Low	30.9%	$0.08	23,382	25
68	Sonnet 5 High	30.8%	$3.48	61,146	85
69	GPT-5.6 Terra High	30.7%	$1.11	13,162	33
70	GPT-5.6 Luna High	29.4%	$0.25	23,368	64
71	Muse Spark 1.3 Low	29.3%	$0.93	17,483	47
72	Sonnet 5 Medium	28.0%	$2.31	39,114	65
73	Composer 2.5	27.7%	$0.68	17,347	41
74	GPT-5.6 Terra Medium	27.6%	$0.64	7,307	25
75	GLM 5.3 Flash Low	26.9%	$0.15	17,831	58
76	GPT-5.6 Terra Low	25.2%	$0.52	5,914	23
77	GPT-5.6 Sol Low	24.6%	$0.87	4,885	21
78	Muse Spark 1.3 Minimal	24.3%	$0.56	10,620	34
79	Sonnet 5 Low	24.1%	$1.39	23,772	46
80	GPT-5.6 Luna Medium	22.2%	$0.08	7,642	32
81	GPT-5.6 Luna Low	16.0%	$0.03	3,288	18

Changelog

Oct 7, 2026

Reporting

Updated Sonnet 5.5 results to account for adjusted pricing.

Sep 10, 2026

Tasks

CursorBench 4.0
- Introduced new long-horizon problems focused on edit, refactor, investigation, intent understanding, managing jobs, and design adherence.

Aug 11, 2026

Reporting

Updated Sonnet 5 results to account for adjusted pricing.

Jul 30, 2026

Reporting

Updated GPT-5.6 Terra and Luna results to account for adjusted pricing.

Jul 9, 2026

Reporting

Updated GPT-5.6 Sol, Terra, and Luna results to account for cache write costs.

Jul 8, 2026

Tasks

CursorBench 3.2
- Introduced instruction following and advanced tool use problems.

May 19, 2026

Tasks

CursorBench 3.1
- Introduced problems focused on codebase understanding, bugfinding, planning, and code review.
- Improved grading criteria for some edit tasks.

Mar 11, 2026

Tasks

CursorBench 3.0
- Initial set of tasks focused on edit, refactor, and bugfix problems.

CursorBench 4.0

We evaluate agents on ambiguous, multi-file tasks from real Cursor sessions. Higher scores are better.

More about CursorBench

	Model
1	Opus 5.5 Max	57.8%	$13.43	218,363	185
2	Opus 5.5 Extra High	56.0%	$6.98	101,083	109
3	Opus 5.5 High	56.0%	$3.97	53,078	68
4	Sonnet 5.5 Max	55.5%	$7.05	271,920	170
5	Sonnet 5.5 Extra High	53.1%	$2.81	100,158	78
6	Gemini 4 Argon High	52.9%	$4.57	109,500	118
7	Gemini 4 Argon Medium	52.8%	$4.39	103,600	115
8	Opus 5.5 Medium	52.5%	$2.91	37,954	54
9	Fable 5.1 Max	51.8%	$17.28	117,236	128
10	Fable 5.1 Extra High	51.6%	$13.01	87,294	101
11	Gemini 4 Argon Low	50.6%	$4.09	94,200	110
12	Muse Wonder Max	50.4%	$5.25	49,692	114
13	Fable 5.1 High	49.2%	$9.08	58,438	77
14	Haiku 5.5 Max	48.4%	$1.12	325,934	163
15	Muse Wonder Extra High	48.2%	$4.24	39,564	96
16	Sonnet 5.5 High	47.8%	$1.20	37,391	41
17	DeepSeek V4.1 Flash 1017 Max	47.7%	$0.98	537,047	187
18	Fable 5.1 Medium	46.8%	$7.05	45,411	63
19	Opus 5 Max	46.6%	$11.95	85,384	106
20	Grok 4.7 Extra High	46.3%	$6.01	70,141	88
21	DeepSeek V4.1 Flash 1017 Medium	46.3%	$0.80	398,255	189
22	Opus 5 Extra High	46.1%	$11.43	80,094	103
23	Muse Wonder High	46.1%	$3.51	33,612	84
24	DeepSeek V4.1 Flash 1017 High	45.6%	$0.77	385,196	186
25	Muse Wonder Medium	45.2%	$2.82	27,124	75
26	Fable 5.1 Low	45.1%	$5.44	34,795	51
27	DeepSeek V4.1 Flash 1017 Low	44.9%	$0.60	290,651	161
28	Opus 5 High	44.7%	$9.00	61,405	86
29	Haiku 5.5 Extra High	44.3%	$0.56	143,813	93
30	Grok 4.7 High	43.9%	$4.69	56,382	71
31	Opus 5.5 Low	43.7%	$1.17	15,811	28
32	Opus 5 Medium	43.3%	$6.94	45,272	72
33	GLM 5.3 Max	42.6%	$5.05	96,387	166
34	Haiku 5.5 High	42.3%	$0.32	77,057	59
35	GPT-5.6 Sol Max	41.7%	$8.23	42,944	99
36	Muse Wonder Low	41.7%	$1.91	18,880	56
37	Grok 4.7 Medium	41.6%	$3.49	36,683	60
38	Muse Spark 1.3 Max	41.6%	$2.64	52,005	98
39	Grok 4.6 Extra High	41.4%	$6.10	49,814	56
40	GPT-5.6 Terra Max	41.3%	$5.14	60,814	107
41	Opus 5 Low	40.7%	$4.87	31,995	57
42	Grok 4.6 High	40.4%	$5.20	41,387	48
43	Gemini 3.8 Flash High	39.6%	$4.70	162,565	324
44	Sonnet 5.5 Medium	39.2%	$0.52	16,036	22
45	GLM 5.3 High	38.0%	$3.24	60,031	114
46	GPT-5.6 Sol Extra High	37.7%	$4.40	24,729	55
47	Muse Spark 1.3 Extra High	37.5%	$2.10	40,891	83
48	Gemini 3.8 Flash Medium	37.3%	$4.06	128,364	290
49	Haiku 5.5 Medium	36.9%	$0.17	42,659	39
50	GLM 5.3 Flash Max	36.8%	$0.39	56,410	118
51	Grok 4.6 Medium	36.1%	$3.48	24,893	40
52	GPT-5.6 Luna Max	35.9%	$1.03	87,284	208
53	Sonnet 5.5 Low	35.8%	$0.37	11,668	18
54	GPT-5.6 Sol High	35.7%	$2.85	16,174	41
55	Muse Wonder Minimal	34.2%	$0.84	9,761	33
56	Sonnet 5 Max	34.1%	$7.17	149,257	140
57	GPT-5.6 Terra Extra High	33.6%	$1.81	23,436	43
58	Grok 4.6 Low	33.4%	$2.25	16,307	32
59	Muse Spark 1.3 High	33.4%	$1.66	30,654	69
60	GLM 5.3 Low	33.3%	$2.04	31,983	81
61	Grok 4.7 Low	33.1%	$1.58	15,677	40
62	GPT-5.6 Luna Extra High	33.0%	$0.44	40,598	98
63	Muse Spark 1.3 Medium	32.6%	$1.49	27,255	64
64	Sonnet 5 Extra High	32.0%	$4.55	83,373	102
65	GPT-5.6 Sol Medium	31.1%	$1.77	10,111	32
66	GLM 5.3 Flash High	31.1%	$0.25	35,104	84
67	Haiku 5.5 Low	30.9%	$0.08	23,382	25
68	Sonnet 5 High	30.8%	$3.48	61,146	85
69	GPT-5.6 Terra High	30.7%	$1.11	13,162	33
70	GPT-5.6 Luna High	29.4%	$0.25	23,368	64
71	Muse Spark 1.3 Low	29.3%	$0.93	17,483	47
72	Sonnet 5 Medium	28.0%	$2.31	39,114	65
73	Composer 2.5	27.7%	$0.68	17,347	41
74	GPT-5.6 Terra Medium	27.6%	$0.64	7,307	25
75	GLM 5.3 Flash Low	26.9%	$0.15	17,831	58
76	GPT-5.6 Terra Low	25.2%	$0.52	5,914	23
77	GPT-5.6 Sol Low	24.6%	$0.87	4,885	21
78	Muse Spark 1.3 Minimal	24.3%	$0.56	10,620	34
79	Sonnet 5 Low	24.1%	$1.39	23,772	46
80	GPT-5.6 Luna Medium	22.2%	$0.08	7,642	32
81	GPT-5.6 Luna Low	16.0%	$0.03	3,288	18

Changelog

Oct 7, 2026

Reporting

Updated Sonnet 5.5 results to account for adjusted pricing.

Sep 10, 2026

Tasks

CursorBench 4.0
- Introduced new long-horizon problems focused on edit, refactor, investigation, intent understanding, managing jobs, and design adherence.

Aug 11, 2026

Reporting

Updated Sonnet 5 results to account for adjusted pricing.

Jul 30, 2026

Reporting

Updated GPT-5.6 Terra and Luna results to account for adjusted pricing.

Jul 9, 2026

Reporting

Updated GPT-5.6 Sol, Terra, and Luna results to account for cache write costs.

Jul 8, 2026

Tasks

CursorBench 3.2
- Introduced instruction following and advanced tool use problems.

May 19, 2026

Tasks

CursorBench 3.1
- Introduced problems focused on codebase understanding, bugfinding, planning, and code review.
- Improved grading criteria for some edit tasks.

Mar 11, 2026

Tasks

CursorBench 3.0
- Initial set of tasks focused on edit, refactor, and bugfix problems.

Sunbelt Computer Software

PL/B Language Development and Support

Changelog

Oct 7, 2026

Reporting

Sep 10, 2026

Tasks

Aug 11, 2026

Reporting

Jul 30, 2026

Reporting

Jul 9, 2026

Reporting

Jul 8, 2026

Tasks

May 19, 2026

Tasks

Mar 11, 2026

Tasks

Changelog

Oct 7, 2026

Reporting

Sep 10, 2026

Tasks

Aug 11, 2026

Reporting

Jul 30, 2026

Reporting

Jul 9, 2026

Reporting

Jul 8, 2026

Tasks

May 19, 2026

Tasks

Mar 11, 2026

Tasks

Changelog

Oct 7, 2026

Reporting

Sep 10, 2026

Tasks

Aug 11, 2026

Reporting

Jul 30, 2026

Reporting

Jul 9, 2026

Reporting

Jul 8, 2026

Tasks

May 19, 2026

Tasks

Mar 11, 2026

Tasks