Bench test · AI Coding
CodeGeeX vs Devin
Same rack, same rubric, four independent agents. Here's how they measure up — and which we'd pick.
| CodeGeeX | Devin | |
|---|---|---|
| consensus | score6.0/10 | score6.4/10 |
| agents won | 1 / 4 | 2 / 4 ▲ |
| from | Free | — |
| free tier | yes ▲ | no |
| category | AI Coding | AI Coding |
Agent panel — head to head
| Anthropic | 6.2 | 7.8 ▲ |
| OpenAI | 6.4 | 7.1 ▲ |
| Gemini | 6.8 ▲ | 6.3 |
| Grok | 4.5 | 4.5 |
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
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
Free · free tier
Try CodeGeeX ▸Pricing on their site
Try Devin ▸Verdict
Devin takes it — 6.4 to 6.
The panel gave Devin the edge on 2 of 4 agents. That said, CodeGeeX has a free tier if budget is the deciding factor.