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pallets / click

Benchmark updated: 8/17/202630 Tasks
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Python composable command line interface toolkit

Languages

Python100%Shell<0.1%

Harness

1

Mini-SWE-agent
27 / 30

$1.65

6m34s

Key Takeaways

  • This single 30-task run provides no comparison with other models or harnesses.
  • Average latency was 393.84 seconds per test.

Cost Analysis

Cost / Test vs. Accuracy
ACCURACYCOST

Average Token Use / Test

Token Usage
InputOutputReasoningCache readCache write

No token usage data available.

Cost is the clearest tradeoff in this comparison. Claude Opus 5 leads at 90.00% for $1.65 per test. No other model in this comparison is cheaper.

Latency Analysis

Latency vs. Accuracy
ACCURACYLATENCY

Average Response Time / Test

Response Time
Claude Opus 5
6m 34s

Claude Opus 5 is both the most accurate and fastest model in this comparison at 90.00% and 6m 34s.