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goharbor / harbor

Benchmark updated: 8/13/202630 Tasks
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An open source trusted cloud native registry project that stores, signs, and scans content.

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Harness

1

Mini-SWE-agent
18 / 30

$3.04

10m14s

2

Mini-SWE-agent
17 / 30

$3.59

14m40s

3

Mini-SWE-agent
16 / 30

$0.41

4m04s

4

Mini-SWE-agent
14 / 30

$0.33

3m11s

Key Takeaways

  • Claude Sonnet 5 with Mini-SWE-agent resolves 17 tasks, followed by Grok 4.5 with Mini-SWE-agent at 16 and Claude Haiku 4.5 (Nonthinking) with Mini-SWE-agent at 14.
  • Grok 4.5 with Mini-SWE-agent has the lowest cost per test at $0.41 and lowest latency at 244.04 seconds among the supplied runs.

Cost Analysis

Cost / Test vs. Accuracy
ACCURACYCOST

Average Token Use / Test

Token Usage
InputOutputReasoningCache readCache write
Claude Sonnet 5
7.6M
Claude Opus 5
2.8M
Claude Haiku 4.5 (Nonthinking)
1.9M
Grok 4.5
792K

Cost is the clearest tradeoff in this comparison. Claude Opus 5 leads at 60.00% for $3.04 per test. No other model in this comparison is cheaper.

Latency Analysis

Latency vs. Accuracy
ACCURACYLATENCY

Average Response Time / Test

Response Time
Claude Sonnet 5
14m 40s
Claude Opus 5
10m 14s
Grok 4.5
4m 4s
Claude Haiku 4.5 (Nonthinking)
3m 11s

Latency separates several models with similarly strong scores. Claude Opus 5 leads at 60.00%, while Claude Haiku 4.5 (Nonthinking) is fastest at 3m 11s with 46.67% accuracy.