Benchmarks / Coding

Real-SWE (Specific Labs)

Resolution rate of coding agents on private, licensed enterprise codebases, published as pass@1 over eight runs per task on a ten-task sample. Maintained by Specific Labs. Score: Resolution rate = pass@1 correctness averaged over eight independent runs per task, with a published 95% confidence interval.

8models
–Open Index weight
–last updated

Real-SWE (Specific Labs)

Higher is better · best effort per model

Chart settings
8 of 8 selected

full table below

#ModelEffortScoreCost / taskHarness
1Fable 5.1max38.8%–Claude Code
2GPT-6 Astramax33.8%–Codex CLI
3Gemini 3.8 Flashmax31.3%–Gemini CLI
4GLM 5.3max28.8%–Claude Code
5Muse Spark 1.3max23.8%–Muse Code
6Grok 4.6max23.8%–Grok Build
7Kimi K3max18.8%–Kimi Code
8GPT-5.6 Solmax16.3%–Codex CLI