Identify and fix bugs in existing code, including logic errors, runtime exceptions, and integration issues across tech stacks.
| Model | Provider | |||
|---|---|---|---|---|
| 1 | Claude Opus 4.6 | Anthropic | 94 | |
| 2 | GPT-5.3 Codex | OpenAI | 94 | |
| 3 | Claude Opus 4.5 | Anthropic | 90 | |
| 4 | Gemini 3 Pro | 88 | ||
| 5 | Claude Sonnet 4.6 | Anthropic | 84 | |
| 6 | GLM-5 | Zhipu AI | 80 | |
| 7 | GPT-5.2 | OpenAI | 81 | |
| 8 | Claude Sonnet 4.5 | Anthropic | 76 | |
| 9 | Gemini 2.5 Pro | 73 | ||
| 10 | MiniMax 2.5 | MiniMax | 73 |
Excels at systematic debugging with ability to trace logic flows and identify root causes with clear fix suggestions.
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.
Review code for bugs, security vulnerabilities, performance issues, and adherence to best practices across multiple languages.
Diagnose and resolve software bugs from error reports, stack traces, and reproduction steps across frontend and backend.
Build new features from specifications including frontend components, backend logic, API endpoints, and database changes.
Mid-Level | 1-2.5 hrs | $50-90/hr