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| Metric | KoboldCpp | LocalAI | LM Studio |
|---|---|---|---|
| Score | F38 | F37 | F33 |
| Type | |||
| Execution | hybrid | hybrid | hybrid |
| Interface | gui | api | gui |
| Cold Start | 1500ms | 3000ms | 2000ms |
| Memory | 400MB | 800MB | 800MB |
| Startup | 300ms | 1000ms | 500ms |
| Isolation | process | container | process |
| Maturity | stable | stable | stable |
| Languages | C++, Python | Go, Python | Python |
| License | AGPL-3.0 | MIT | Proprietary |
| Links |