model profile
Rank · overall#224
Score45.6
Benchmark scores
6 benchmarksCodingAgentBench96%Pass rate
ixio runs83.3%Pass rate · 2026-06-21
Chatbot Arena (Coding)1398Coding Elo
Artificial Analysis24.1Intelligence Index
SWE-bench Pro16.2%% Resolved
MathArena Apex1%Accuracy
Across harnesses
12 agentsAiderCLI
96%—————
100OpenCodeTUI
92%—————
99Qwen CodeCLI
84%—————
96Codex CLICLI
80%—————
91CrushTUI
80%—————
91Copilot CLICLI
76%—————
89piCLI
76%—————
89GooseCLI
52%—————
73PlandexCLI
52%—————
73Claude CodeCLI
—83.3%————
42OpenHandsAgent
0%—————
34mini-SWE-agentAgent
—2%————
8Per-benchmark score · composite per harness. Tap a row to open that board.
Scraped and aggregated from public leaderboards · 2026-08-16