6.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
Rank
#83
#44
#130
#18
Reliability
9.3First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
Consistency
8.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
8.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
9.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
8.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
Tests Correct
A test is fully passed only if every run passed for that test.Wrong answer: 6Did not follow instructions: 2No answer: 1Response Time (avg)58.92sResponse Time (max)358.35sResponse Time (total)1119.51sA test is fully passed only if every run passed for that test.โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 6Did not follow instructions: 2Response Time (avg)46.36sResponse Time (max)218.13sResponse Time (total)927.27sA test is fully passed only if every run passed for that test.โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 9Did not follow instructions: 2Invalid tool call: 2Response Time (avg)9.34sResponse Time (max)35.34sResponse Time (total)177.48sA test is fully passed only if every run passed for that test.โฆ
7.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
75.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)16.53sResponse Time (max)39.91sResponse Time (total)66.11sA test is fully passed only if every run passed for that test.โฆ
8.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
75.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)28.51sResponse Time (max)39.73sResponse Time (total)114.05sA test is fully passed only if every run passed for that test.โฆ
6.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
8.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
58.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Wrong answer: 1Response Time (avg)11.81sResponse Time (max)16.60sResponse Time (total)47.23sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)23.66sResponse Time (max)25.06sResponse Time (total)47.32sA test is fully passed only if every run passed for that test.โฆ
2.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
25.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1No answer: 1Response Time (avg)51.77sResponse Time (max)51.77sResponse Time (total)51.77sA test is fully passed only if every run passed for that test.โฆ
6.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)58.13sResponse Time (max)62.48sResponse Time (total)116.27sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)11.21sResponse Time (max)11.21sResponse Time (total)11.21sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)89.47sResponse Time (max)99.85sResponse Time (total)178.93sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)65.02sResponse Time (max)65.02sResponse Time (total)65.02sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)76.57sResponse Time (max)76.57sResponse Time (total)76.57sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Invalid tool call: 1Response Time (avg)35.34sResponse Time (max)35.34sResponse Time (total)35.34sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)28.96sResponse Time (max)28.96sResponse Time (total)28.96sA test is fully passed only if every run passed for that test.โฆ
8.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)23.62sResponse Time (max)36.44sResponse Time (total)47.24sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)28.03sResponse Time (max)30.49sResponse Time (total)56.07sA test is fully passed only if every run passed for that test.โฆ
6.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)8.48sResponse Time (max)12.71sResponse Time (total)16.96sA test is fully passed only if every run passed for that test.โฆ
7.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
83.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No answer: 1Response Time (avg)8.90sResponse Time (max)8.90sResponse Time (total)8.90sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
6.9Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
16.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)205.66sResponse Time (max)358.35sResponse Time (total)616.97sA test is fully passed only if every run passed for that test.โฆ
4.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
44.5%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)100.31sResponse Time (max)218.13sResponse Time (total)300.92sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)4.95sResponse Time (max)7.65sResponse Time (total)14.84sA test is fully passed only if every run passed for that test.โฆ
3.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
33.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2Timed out: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)25.09sResponse Time (max)25.09sResponse Time (total)25.09sA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)25.15sResponse Time (max)25.15sResponse Time (total)25.15sA test is fully passed only if every run passed for that test.โฆ
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)1.45sResponse Time (max)1.45sResponse Time (total)1.45sA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)14.69sResponse Time (max)14.69sResponse Time (total)14.69sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)41.16sResponse Time (max)43.56sResponse Time (total)82.32sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)15.36sResponse Time (max)19.53sResponse Time (total)30.73sA test is fully passed only if every run passed for that test.โฆ
9.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)5.52sResponse Time (max)8.19sResponse Time (total)11.04sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)7.25sResponse Time (max)7.25sResponse Time (total)7.25sA test is fully passed only if every run passed for that test.โฆ
6.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)34.84sResponse Time (max)76.46sResponse Time (total)104.52sA test is fully passed only if every run passed for that test.โฆ
8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
88.9%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)26.11sResponse Time (max)32.37sResponse Time (total)78.32sA test is fully passed only if every run passed for that test.โฆ
2.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
11.1%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2Did not follow instructions: 1Response Time (avg)6.51sResponse Time (max)17.06sResponse Time (total)19.54sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)11.33sResponse Time (max)16.34sResponse Time (total)22.66sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)21.33sResponse Time (max)21.33sResponse Time (total)21.33sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)74.73sResponse Time (max)74.73sResponse Time (total)74.73sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Invalid tool call: 1Response Time (avg)18.80sResponse Time (max)18.80sResponse Time (total)18.80sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)15.93sResponse Time (max)15.93sResponse Time (total)15.93sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)39.14sResponse Time (max)39.14sResponse Time (total)39.14sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)54.46sResponse Time (max)54.46sResponse Time (total)54.46sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)1.06sResponse Time (max)1.06sResponse Time (total)1.06sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)67.37sResponse Time (max)67.37sResponse Time (total)67.37sA test is fully passed only if every run passed for that test.โฆ