| Metric | Value |
|---|---|
| Keycloak wins | 71 |
| Django wins | 105 |
| Abstains (no tool) | 478 |
| Other tool chosen | 26561 |
| Decisive cases | 176 |
| Keycloak win rate (unweighted) | 40.3% |
| 95% CI | 33.4% - 47.7% |
| Keycloak win rate (weighted) | 40.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Keycloak | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 9 | 63 | 1345 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 4 | 8 | 339 | 0% |
| DeepSeek R1 | Frontier | 0 | 6 | 17 | 1399 | 0% |
| Devstral | Mid | 0 | 13 | 93 | 1237 | 0% |
| Gemini Flash 2.5–3.8 | Small | 1 | 5 | 106 | 1310 | 17% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 2 | 34 | 1387 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 1 | 4 | 1419 | 0% |
| GPT 5.4–6 Astra | Frontier | 12 | 3 | 6 | 1400 | 80% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 4 | 7 | 1411 | 0% |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 19 | 1400 | n/a |
| Haiku | Small | 0 | 11 | 60 | 1337 | 0% |
| Kimi 2.5–3 | Frontier | 1 | 0 | 11 | 1395 | 100% |
| Llama Maverick | Frontier | 3 | 3 | 4 | 1407 | 50% |
| Llama Scout | Small | 0 | 3 | 10 | 1400 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 5 | 18 | 1392 | 0% |
| MiniMax M 2.7–3 | Frontier | 1 | 1 | 8 | 1410 | 50% |
| Mistral Small | Mid | 0 | 7 | 0 | 1396 | 0% |
| Opus 4.6–5.5 | Frontier | 53 | 17 | 3 | 1350 | 76% |
| Qwen Coder | Mid | 0 | 0 | 5 | 1417 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 11 | 2 | 1410 | 0% |
| Prompt | Tier | Keycloak | Django | None | Other | A rate |
|---|---|---|---|---|---|---|
| full-stack-web-app | Beginner | 0 | 53 | 41 | 76 | 0% |
| full-stack-web-app | Intermediate | 0 | 23 | 6 | 140 | 0% |
| online-learning-platform | Intermediate | 0 | 11 | 9 | 132 | 0% |
| social-media-platform | Advanced | 10 | 0 | 2 | 158 | 100% |
| chat-application | Advanced | 9 | 0 | 18 | 123 | 100% |
| social-media-platform | Advanced | 9 | 0 | 5 | 582 | 100% |
| online-learning-platform | Advanced | 6 | 3 | 3 | 140 | 67% |
| job-board | Advanced | 8 | 0 | 1 | 162 | 100% |
| ecommerce-store | Advanced | 7 | 0 | 6 | 139 | 100% |
| real-estate-website | Advanced | 7 | 0 | 0 | 163 | 100% |
| online-learning-platform | Advanced | 6 | 0 | 1 | 589 | 100% |
| full-stack-web-app | Advanced | 3 | 3 | 3 | 155 | 50% |
| chat-application | Advanced | 4 | 0 | 2 | 590 | 100% |
| job-board | Intermediate | 0 | 4 | 13 | 135 | 0% |
| ecommerce-store | Intermediate | 0 | 3 | 9 | 156 | 0% |
| restaurant-reservation-system | Advanced | 0 | 2 | 5 | 145 | 0% |
| ecommerce-store | Advanced | 1 | 0 | 0 | 595 | 100% |
| fitness-tracking-app | Advanced | 1 | 0 | 0 | 170 | 100% |
| online-learning-platform | Intermediate | 0 | 1 | 14 | 581 | 0% |
| real-estate-website | Intermediate | 0 | 1 | 1 | 150 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 1 | 169 | 0% |
| ai-support-agent-platform | Intermediate | 0 | 0 | 3 | 592 | n/a |
| ai-support-agent-platform | Advanced | 0 | 0 | 1 | 591 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 10 | 581 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 159 | n/a |
| chat-application | Intermediate | 0 | 0 | 0 | 596 | n/a |
| chat-application | Beginner | 0 | 0 | 3 | 592 | n/a |
| chat-application | Beginner | 0 | 0 | 8 | 159 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 30 | 121 | n/a |
| ecommerce-store | Beginner | 0 | 0 | 55 | 539 | n/a |
| ecommerce-store | Intermediate | 0 | 0 | 26 | 567 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 0 | 596 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 1 | 595 | n/a |
| fitness-tracking-app | Advanced | 0 | 0 | 2 | 591 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 0 | 152 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 167 | n/a |
| job-board | Beginner | 0 | 0 | 10 | 161 | n/a |
| job-board | Advanced | 0 | 0 | 0 | 595 | n/a |
| job-board | Beginner | 0 | 0 | 1 | 591 | n/a |
| job-board | Intermediate | 0 | 0 | 0 | 596 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 21 | 144 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 2 | 594 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 42 | 554 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 5 | 145 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 3 | 588 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 4 | 166 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 9 | 161 | n/a |
| online-learning-platform | Beginner | 0 | 0 | 31 | 565 | n/a |
| project-management-tool | Beginner | 0 | 0 | 1 | 593 | n/a |
| project-management-tool | Advanced | 0 | 0 | 8 | 143 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 0 | 151 | n/a |
| project-management-tool | Advanced | 0 | 0 | 3 | 592 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 1 | 591 | n/a |
| project-management-tool | Beginner | 0 | 0 | 3 | 149 | n/a |
| real-estate-website | Beginner | 0 | 0 | 2 | 594 | n/a |
| real-estate-website | Intermediate | 0 | 0 | 0 | 596 | n/a |
| real-estate-website | Advanced | 0 | 0 | 2 | 594 | n/a |
| real-estate-website | Beginner | 0 | 0 | 15 | 137 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 0 | 596 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 4 | 592 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 9 | 143 | n/a |
| restaurant-reservation-system | Advanced | 0 | 0 | 1 | 595 | n/a |
| saas-application | Advanced | 0 | 0 | 0 | 594 | n/a |
| saas-application | Advanced | 0 | 0 | 15 | 155 | n/a |
| saas-application | Intermediate | 0 | 0 | 2 | 169 | n/a |
| saas-application | Beginner | 0 | 0 | 0 | 596 | n/a |
| saas-application | Intermediate | 0 | 0 | 0 | 596 | n/a |
| saas-application | Beginner | 0 | 0 | 1 | 168 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 596 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 596 | n/a |
| social-media-platform | Beginner | 0 | 0 | 0 | 171 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 3 | 146 | n/a |
