Bench test · AI Coding
Devin vs CodeGeeX
Same rack, same rubric, four independent agents. Here's how they measure up — and which we'd pick.
| Devin | CodeGeeX | |
|---|---|---|
| consensus | score7.6/10 | score7.5/10 |
| agents won | 2 / 4 ▲ | 1 / 4 |
| from | Custom | Custom |
| free tier | no | no |
| category | AI Coding | AI Coding |
Agent panel — head to head
| Anthropic | 7.8 ▲ | 7.2 |
| OpenAI | 8.5 ▲ | 7.5 |
| Gemini | 7.2 | 8.2 ▲ |
| Grok | 7.0 | 7.0 |
Devin
- ✓Significantly accelerates development cycles
- ✓Reduces manual coding time and human errors
- ✓Handles repetitive and boilerplate code generation
- —May struggle with highly complex or novel problem domains
- —Requires oversight to ensure code quality and security
- —Limited understanding of specific business logic nuances
Autonomous code writing and executionReal-time debugging and error fixingProject planning and task breakdownIntegration with development tools and repositoriesCollaborative pair programming with humansApplication deployment capabilities
CodeGeeX
- ✓Supports diverse programming languages
- ✓Speeds up development workflow
- ✓Accessible through multiple platforms
- —May require refinement of generated code
- —Limited by training data quality
- —Privacy concerns with code submission
Multi-language support (Python, Java, C++, JavaScript, etc.)Context-aware code completion and generationNatural language to code conversionIDE/editor integrationCode explanation and documentationReal-time suggestion capabilities
Custom · no free tier
Try Devin ▸Custom · no free tier
Try CodeGeeX ▸Verdict
Devin takes it — 7.6 to 7.5 (a photo finish).
The panel gave Devin the edge on 2 of 4 agents. It's close enough that CodeGeeX is a fair pick if it fits your workflow better.