| Metric | Value |
|---|---|
| Keycloak wins | 25 |
| Django wins | 36 |
| Abstains (no tool) | 255 |
| Other tool chosen | 19178 |
| Decisive cases | 61 |
| Keycloak win rate (unweighted) | 41.0% |
| 95% CI | 29.5% - 53.5% |
| Keycloak win rate (weighted) | 41.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Keycloak | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Opus 4.6 | Frontier | 18 | 0 | 0 | 807 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 8 | 0 | 187 | 0% |
| GPT 5.4 | Frontier | 7 | 0 | 3 | 815 | 100% |
| Claude Sonnet 4.6 | Frontier | 0 | 5 | 0 | 1014 | 0% |
| Devstral 2 2512 | Mid | 0 | 5 | 46 | 965 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 2 | 11 | 1005 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 2 | 3 | 183 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 2 | 5 | 188 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 2 | 27 | 990 | 0% |
| Llama 4 Maverick | Frontier | 0 | 2 | 3 | 1010 | 0% |
| MiMo V2.5 Pro | Frontier | 0 | 2 | 5 | 185 | 0% |
| Claude Haiku 4.5 | Small | 0 | 1 | 5 | 1003 | 0% |
| DeepSeek V3.2 | Mid | 0 | 1 | 41 | 782 | 0% |
| Gemini 3.5 Flash | Small | 0 | 1 | 2 | 190 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 1 | 5 | 1013 | 0% |
| GPT 5.5 | Frontier | 0 | 1 | 0 | 190 | 0% |
| Llama 4 Scout | Small | 0 | 1 | 5 | 1009 | 0% |
| Gemini 2.5 Flash | Small | 0 | 0 | 61 | 764 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 1 | 824 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 195 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 10 | 1007 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 8 | 802 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 1 | 192 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 817 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 821 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 194 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 1008 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 2 | 1018 | n/a |
| Prompt | Tier | Keycloak | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Beginner | 0 | 21 | 22 | 37 | 0% |
| full-stack-web-app | Intermediate | 0 | 13 | 3 | 77 | 0% |
| social-media-platform | Advanced | 9 | 0 | 4 | 505 | 100% |
| online-learning-platform | Advanced | 6 | 0 | 1 | 511 | 100% |
| chat-application | Advanced | 4 | 0 | 2 | 512 | 100% |
| chat-application | Advanced | 1 | 0 | 1 | 16 | 100% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 517 | 100% |
| job-board | Advanced | 1 | 0 | 0 | 18 | 100% |
| online-learning-platform | Advanced | 1 | 0 | 0 | 18 | 100% |
| real-estate-website | Advanced | 1 | 0 | 0 | 18 | 100% |
| social-media-platform | Advanced | 1 | 0 | 0 | 18 | 100% |
| full-stack-web-app | Advanced | 0 | 1 | 2 | 85 | 0% |
| online-learning-platform | Intermediate | 0 | 1 | 14 | 503 | 0% |
| ai-support-agent-platform | Beginner | 0 | 0 | 9 | 504 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 514 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 0 | 514 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 518 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 18 | n/a |
| chat-application | Beginner | 0 | 0 | 0 | 19 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 514 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 1 | 18 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 26 | 490 | n/a |
| ecommerce-store | Advanced | 0 | 0 | 0 | 19 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 5 | 14 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 52 | 464 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 2 | 513 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 19 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 0 | 19 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 19 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 517 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 518 | n/a |
| job-board | Beginner | 0 | 0 | 0 | 19 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 513 | n/a |
| job-board | Intermediate | 0 | 0 | 2 | 17 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 517 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 517 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 41 | 477 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 516 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 3 | 15 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 1 | 18 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 1 | 18 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 3 | 510 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 1 | 18 | n/a |
| online-learning-platform | Intermediate | 0 | 0 | 1 | 18 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 29 | 489 | n/a |
| project-management-tool | Advanced | 0 | 0 | 2 | 515 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 515 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 19 | n/a |
| project-management-tool | Beginner | 0 | 0 | 0 | 19 | n/a |
| project-management-tool | Advanced | 0 | 0 | 0 | 18 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 513 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 516 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 17 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 1 | 18 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 518 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 516 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 514 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 19 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 18 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 18 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 518 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 517 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 518 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 516 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 19 | n/a |
| saas-application | Advanced | 0 | 0 | 1 | 18 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 19 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 518 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 19 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 19 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 518 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 518 | n/a |
