Code generation and understanding
22
Models
9
Benchmarks
11
Providers
13
Open Weight
15
Deployable Now
13 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 | MMLU | MATH Lvl 5 | HumanEval | $/M In | Speed | Open |
|---|---|---|---|---|---|---|---|---|---|---|---|
5 | CodeLlama 70B Meta Open Weights |
| 80.0 |
| 59.9 |
| 70B |
| 42.4 |
| — |
| — |
| — |
Free Free |
| — |
7 | Devstral Medium Mistral AI Open WeightsStructured | 55.9 | 23.5 | Unknown | — | 70.8 | 70.7 | 33.7 | $0.4000/M Cheapest verified | — |
4 | codex-for-oss OpenAI Not standardizedArchived | 53.3 | 0.0 | Undisclosed | — | — | — | — | — | — |
5 | codex-ambassadors OpenAI Not standardizedArchived | 53.3 | 0.0 | Undisclosed | — | — | — | — | — | — |
7 | codex-and-figma OpenAI Not standardizedArchived | 53.3 | 0.0 | Undisclosed | — | — | — | — | — | — |
11 | Grok Code Fast 1 xAI SubscriptionStructured | 50.9 | 23.0 | Undisclosed | — | 79.3 | — | 65.7 | $0.2000/M Cheapest verified | — |
1 | GPT-5.1 Codex OpenAI SubscriptionStructured | — | — | Undisclosed | 66.0 | — | — | — | $1.25/M Cheapest verified | — |
4 | Qwen3 Next 80B A3B Instruct Qwen Open WeightsStructured | — | — | 80B | 42.4 | 81.9 | — | 68.4 | $0.0900/M Cheapest verified | — |
6 | Qwen3 Coder 30B A3B Instruct Qwen Open WeightsStructured | — | — | 30B | 51.6 | 70.6 | 89.3 | 40.3 | $0.0700/M Cheapest verified | — |
8 | Qwen3 Coder Plus Qwen Open WeightsStructured | — | — | Unknown | — | — | — | — | $0.6500/M Cheapest verified | — |
9 | Qwen3 Coder Flash Qwen Open WeightsStructured | — | — | Unknown | 69.6 | — | — | — | $0.1950/M Cheapest verified | — |
12 | qwen-2.5-coder-32b-instruct Qwen Open WeightsStructured | — | — | 32B | 40.2 | — | — | — | $0.6600/M Cheapest verified | — |
13 | Codex Mini OpenAI Structured | — | — | Undisclosed | — | — | — | — | $1.50/M Cheapest verified | — |
14 | fg-data-profiling Data-Centric-AI-Community Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | Free Free | — |
15 | pytorch-lightning Lightning-AI Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | Free Free | — |
15 | codex-remote-for-engineering OpenAI Not standardized | — | — | Undisclosed | — | — | — | — | — | — |
16 | codex-plugin OpenAI Not standardized | — | — | Undisclosed | — | — | — | — | — | — |
17 | data-profiling Data-Centric-AI-Community Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | Free Free | — |
17 | owl-alpha Openrouter Not standardizedArchived | — | — | Undisclosed | — | — | — | — | Free Cheapest verified | — |
18 | pycaret pycaret Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | Free Free | — |
18 | ydata-profiling ydataai Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | Free Free | — |
18 | Rnj 1 Instruct Essentialai Open WeightsNot standardizedArchived | — | — | Unknown | — | — | — | — | $0.1500/M Cheapest verified | — |