Code generation and understanding
11
Models
9
Benchmarks
6
Providers
8
Open Weight
10
Deployable Now
8 self-host
11
Structured benchmark-backed rows
0
Signal-backed rows without full normalized tables
0
Benchmark-expected rows still catching up
| # | Model | Popularity | Quality | Params | SWE-Bench | GAIA | Aider Polyglot | TerminalBench 2.0 | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|---|
15 | CodeLlama 70B Meta Open Weights |
| 48.9 |
| 49.3 |
| 70B |
| 42.4 |
| — |
| — |
| — |
Free Free |
| — |
10 | qwen-2.5-coder-32b-instruct Qwen Open WeightsStructured | 43.9 | 15.0 | 32B | 40.2 | 4.7 | 16.4 | — | $0.6600/M Cheapest verified | — |
2 | GPT-5.1 Codex OpenAI SubscriptionStructured | 42.5 | 41.4 | Undisclosed | 66.0 | — | — | 57.8 | $1.25/M Cheapest verified | — |
5 | Qwen3 Coder 30B A3B Instruct Qwen Open WeightsStructured | 39.5 | 23.0 | 30B | 51.6 | 44.2 | 8.0 | — | $0.0700/M Cheapest verified | — |
11 | Devstral Medium Mistral AI Open WeightsStructured | 39.4 | 23.2 | Unknown | — | — | — | — | $0.4000/M Cheapest verified | — |
9 | Grok Code Fast 1 xAI SubscriptionStructured | 39.1 | 22.6 | Undisclosed | — | — | — | 25.8 | $0.2000/M Cheapest verified | — |
4 | Qwen3 Next 80B A3B Instruct Qwen Open WeightsStructured | 38.8 | 24.5 | 80B | 42.4 | 44.2 | 8.0 | — | $0.0900/M Cheapest verified | — |
8 | Qwen3 Coder Flash Qwen Open WeightsStructured | 38.7 | 21.5 | Unknown | 69.6 | 44.2 | 8.0 | — | $0.1950/M Cheapest verified | — |
6 | Qwen3 Coder Plus Qwen Open WeightsStructured | 38.6 | 21.2 | Unknown | — | 44.2 | — | — | $0.6500/M Cheapest verified | — |
12 | North Mini Code Cohere Open WeightsStructured | 37.2 | 40.6 | 30B | 67.6 | — | — | 36.0 | Free Free | — |
11 | Codex Mini OpenAI Structured | — | — | Undisclosed | — | — | — | 43.1 | $1.50/M Cheapest verified | — |