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Mercury 2 (medium) vs KAT-Coder-Pro V2.5 (medium)

Mercury 2 (medium) leads on average score with 7.0 vs 6.9. Mercury 2 (medium) has the lower benchmark cost at $0.094 vs $0.478. Mercury 2 (medium) is faster at 2.95s vs 24.87s, with pass rates of 53.0% vs 65.2%.

Last updated at: 2026-08-26

Rank
#122
Total Output Tokens
87,554
Response Time (avg)
2.95s
Total Cost
$0.094
Rank
#126
Total Output Tokens
139,375
Response Time (avg)
24.87s
Total Cost
$0.478
Recommended model Mercury 2 (medium)

It has the best score here (7.0), while costing about 5.1x less than KAT-Coder-Pro V2.5 (medium).

Detailed comparison

Metric Mercury 2 Mercury 2 medium Release: 2026-02-24 KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 medium Release: 2026-07-14
Score 7.0 6.9
Rank #122 #126
Reliability 10.0 10.0
Consistency 8.4 7.0
Attempts 66/66 66/66
Tests Correct
Attempt pass rate 53.0% 65.2%
Flaky tests 4 8
Total Runs 66 66
Cost per result 0.933 4.342
Total Cost $0.094 $0.478
Input Price $0.250 / 1M $0.740 / 1M
Output Price $0.750 / 1M $2.960 / 1M
Total Input Tokens 110,515 87,916
Output Tokens 10,325 7,213
Reasoning Tokens 77,229 132,162
Response Time (avg) 2.95s 24.87s
Response Time (max) 14.63s 257.00s
Response Time (total) 61.89s 547.14s
Parameters ~100B ~700B total (~72B active)
Availability Closed Closed

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#122 Mercury 2

medium
Cost
$0.002
Time
2.1s
Tokens
1,702 tok

#126 KAT-Coder-Pro V2.5

medium
Cost
$0.009
Time
25.6s
Tokens
2,939 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Mercury 2 8.2 7.7 77.8% 1 2.04s 7,065 296 11,328
KAT-Coder-Pro V2.5 7.8 10.0 66.7% 0 33.10s 7,893 416 33,658

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