Code generation and understanding
10
Models
9
Benchmarks
5
Providers
7
Open Weight
9
Deployable Now
7 self-host
10
Structured benchmark-backed rows
0
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Adoption | Quality | Params | SWE-Bench | TerminalBench 2.0 | GAIA | Aider Polyglot | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|---|
5 | CodeLlama 70B Meta Open Weights |
| 80.0 |
| 59.9 |
| 70B |
| 42.4 |
| — |
| — |
| — |
Free Free |
| — |
1 | GPT-5.1 Codex OpenAI SubscriptionStructured | 61.4 | 41.8 | Undisclosed | 66.0 | 57.8 | — | — | $1.25/M Cheapest verified | — |
12 | qwen-2.5-coder-32b-instruct Qwen Open WeightsStructured | 59.8 | 15.2 | 32B | 40.2 | — | 4.7 | 16.4 | $0.6600/M Cheapest verified | — |
6 | Qwen3 Coder 30B A3B Instruct Qwen Open WeightsStructured | 56.3 | 23.3 | 30B | 51.6 | — | 44.2 | 8.0 | $0.0700/M Cheapest verified | — |
7 | Devstral Medium Mistral AI Open WeightsStructured | 55.9 | 23.5 | Unknown | — | — | — | — | $0.4000/M Cheapest verified | — |
4 | Qwen3 Next 80B A3B Instruct Qwen Open WeightsStructured | 55.7 | 24.8 | 80B | 42.4 | — | 44.2 | 8.0 | $0.0900/M Cheapest verified | — |
9 | Qwen3 Coder Flash Qwen Open WeightsStructured | 55.6 | 21.9 | Unknown | 69.6 | — | 44.2 | 8.0 | $0.1950/M Cheapest verified | — |
8 | Qwen3 Coder Plus Qwen Open WeightsStructured | 55.6 | 21.4 | Unknown | — | — | 44.2 | — | $0.6500/M Cheapest verified | — |
11 | Grok Code Fast 1 xAI SubscriptionStructured | 50.9 | 23.0 | Undisclosed | — | 25.8 | — | — | $0.2000/M Cheapest verified | — |
13 | Codex Mini OpenAI Structured | — | — | Undisclosed | — | 43.1 | — | — | $1.50/M Cheapest verified | — |