Diagnose and resolve software bugs from error reports, stack traces, and reproduction steps across frontend and backend.
| Model | Provider | |||
|---|---|---|---|---|
| 1 | Claude Opus 4.6 | Anthropic | 94 | |
| 2 | GPT-5.3 Codex | OpenAI | 95 | |
| 3 | Claude Opus 4.5 | Anthropic | 88 | |
| 4 | Gemini 3 Pro | 87 | ||
| 5 | Claude Sonnet 4.6 | Anthropic | 83 | |
| 6 | GLM-5 | Zhipu AI | 80 | |
| 7 | GPT-5.2 | OpenAI | 81 | |
| 8 | Claude Sonnet 4.5 | Anthropic | 76 | |
| 9 | Gemini 2.5 Pro | 75 | ||
| 10 | MiniMax 2.5 | MiniMax | 70 |
Excels at diagnosing bugs from stack traces and error reports with minimal, targeted fixes that don't introduce new issues.
MiniMax 2.5 handles code generation and debugging with surprising competence for its tier. Great for quick implementations, prototypes, and straightforward fixes without the premium price tag.
Identify and fix bugs in existing code, including logic errors, runtime exceptions, and integration issues across tech stacks.
Review code for bugs, security vulnerabilities, performance issues, and adherence to best practices across multiple languages.
Write comprehensive unit tests with proper assertions, mocking, edge case coverage, and test organization for existing codebases.
Mid-Level | 1-2.5 hrs | $50-90/hr
