Morphiq Agent Experience Index for Developer Tools
Morphiq benchmarks how coding agents use developer tools and helps providers improve task success and output quality while reducing cost, latency, and provider-controlled friction.
Developer Sandbox Benchmark & Leaderboard
Developer sandbox platforms provide isolated environments to execute code, manage files, and run application workloads. They differ in how easily coding agents can understand their interfaces and complete development work correctly and efficiently.
Top providers by Morphiq Agent Experience Index (MAXI)
modal.com
81.8
Modal
www.daytona.io
77.5
Daytona
e2b.dev
74.2
E2B
Providers are ordered by Morphiq Agent Experience Index for the selected tasks. This summary does not change the official practical Pareto tiers.