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pallets-eco / flask-wtf

Benchmark updated: 10/6/20261 Task
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Simple integration of Flask and WTForms, including CSRF, file upload and Recaptcha integration.

Languages

Python100%

Harness

1

Mini-SWE-agent
1 / 1

$0.01

67.00s

2

Mini-SWE-agent
1 / 1

$0.92

3m17s

Key Takeaways

  • Claude Opus 5 with Mini-SWE-agent resolves 1 of 1 tasks for $0.92 per test in 197 seconds.
  • GPT-5.6 Luna with Mini-SWE-agent resolves 1 of 1 tasks for $0.01 per test in 67 seconds.
  • Both models achieve a 100% score, but the single-task result is directional rather than conclusive.

Cost Analysis

Cost / Test vs. Accuracy
ACCURACYCOST

Average Token Use / Test

Token Usage
InputOutputReasoningCache readCache write
Claude Opus 5
556K
GPT-5.6 Luna
141K

Cost is the clearest tradeoff in this comparison. Claude Opus 5 leads at 100.00% for $0.92 per test. GPT-5.6 Luna is the lower-cost option at 100.00% for $0.01 per test.

Latency Analysis

Latency vs. Accuracy
ACCURACYLATENCY

Average Response Time / Test

Response Time
Claude Opus 5
3m 17s
GPT-5.6 Luna
1m 7s

Latency separates several models with similarly strong scores. Claude Opus 5 leads at 100.00%, while GPT-5.6 Luna is fastest at 1m 7s with 100.00% accuracy.