Integrated Multi-Agent Analysis

Codex Gemini CLI Claude Code
Suite Selection
10 Active
Aider Polyglot

Polyglot coding benchmark

200 Tasks
Codex GPT-5.4
75.4% n=1
Analyze Suite
GPQA Diamond

Graduate-level science Q&A (diamond subset)

198 Tasks
Codex GPT-5.4
91.9% n=1
Analyze Suite
AIME

American Invitational Mathematics Examination

60 Tasks
Codex GPT-5.4
96.7% n=1
Analyze Suite
GAIA

General AI Assistants benchmark

165 Tasks
Codex GPT-5.4
79.3% n=1
Analyze Suite
LiveCodeBench

Live competitive programming benchmark

100 Tasks
Codex GPT-5.4
91.8% n=1
Analyze Suite
BigCodeBench Hard Complete

Hard code generation with complete specs

145 Tasks
Codex GPT-5.4
47.0% n=1
Analyze Suite
SWE-Bench Multilingual

Multilingual SWE-Bench tasks

300 Tasks
Codex GPT-5.4
50.7% n=1
Gemini CLI Gemini 3.1 Pro Preview
54.4% n=1
Claude Code Claude Opus 4.6
54.1% n=1
Analyze Suite
Quantum Circuit Bench

Quantum circuit reasoning benchmark

28 Tasks
Codex GPT-5.4
47.6% n=1
Gemini CLI Gemini 3.1 Pro Preview
46.4% n=1
Claude Code Claude Opus 4.6
42.9% n=1
Analyze Suite
Legacy-Bench

Legacy code modernization benchmark (e.g. COBOL → modern languages)

10 Tasks
Codex GPT-5.4
0.0% n=1
Gemini CLI Gemini 3.1 Pro Preview
50.0% n=1
Claude Code Claude Opus 4.6
30.0% n=1
Analyze Suite
ARC-AGI 2

ARC-AGI 2 reasoning tasks

167 Tasks
Codex GPT-5.4
19.8% n=1
Analyze Suite