cvat Alternatives
Safer and better-maintained options, ranked by Nerq Trust Score. Updated 2026-09-02.
cvat has a Nerq Trust Score of 49 (D).
| # | Name | Trust | Grade | Stars | Key Difference |
|---|---|---|---|---|---|
| 1 | Qwen/Qwen3.8-Flash-Next | 90 | A | 4.7k | Higher trust (90 vs 49); Much larger community; Category: image-text-to-text |
| 2 | zai-org/GLM-5.3-Flash | 90 | A | 1.9k | Higher trust (90 vs 49); Much larger community; Category: image-text-to-text |
| 3 | ornith-ai/Ornith-1.5-35B-A3B-GGUF | 89 | A | 300 | Higher trust (89 vs 49); Much larger community; Category: text-generation |
| 4 | IBM/mcp-context-forge | 86 | A | 3.5k | Higher trust (86 vs 49); Much larger community; Category: infrastructure |
| 5 | vstorm-co/full-stack-fastapi-nextjs-llm-template | 86 | A | 585 | Higher trust (86 vs 49); Much larger community; Category: infrastructure |
| 6 | promptfoo/promptfoo | 86 | A | 18.4k | Higher trust (86 vs 49); Much larger community; Category: security |
| 7 | Giskard-AI/giskard-oss | 86 | A | 5.1k | Higher trust (86 vs 49); Much larger community; Category: AI tool |
| 8 | mikeyobrien/ralph-orchestrator | 85 | A | 2.4k | Higher trust (85 vs 49); Much larger community; Category: infrastructure |
| 9 | OBLITERATUS/Qwen3.8-27B-OBLITERATED | 84 | A- | 761 | Higher trust (84 vs 49); Much larger community; Category: text-generation |
| 10 | unsloth/Qwen3.8-Flash-Next-GGUF | 84 | A- | 680 | Higher trust (84 vs 49); Much larger community; Category: image-text-to-text |
| 11 | Qwen/Qwen3.8-27B-FP8 | 84 | A- | 568 | Higher trust (84 vs 49); Much larger community; Category: image-text-to-text |
| 12 | LuffyTheFox/Qwen3.6-35B-A3B-Uncensored-Genesis-Hermes-V9-GGUF | 84 | A- | 521 | Higher trust (84 vs 49); Much larger community; Category: image-text-to-text |
| 13 | Comfy-Org/MiniMax-Music-3 | 84 | A- | 185 | Higher trust (84 vs 49); Much larger community |
| 14 | Qwen/Qwen3.8-Flash-Next-FP8 | 84 | A- | 180 | Higher trust (84 vs 49); Much larger community; Category: image-text-to-text |
| 15 | empero-ai/Qwen3.8-9B-Distill-GGUF | 84 | A- | 161 | Higher trust (84 vs 49); Much larger community; Category: text-generation |
Compare
- cvat vs Qwen/Qwen3.8-Flash-Next
- cvat vs zai-org/GLM-5.3-Flash
- cvat vs ornith-ai/Ornith-1.5-35B-A3B-GGUF
- cvat vs IBM/mcp-context-forge
- cvat vs vstorm-co/full-stack-fastapi-nextjs-llm-template
FAQ
What are the best alternatives to cvat?
The top alternatives based on Nerq Trust Score are listed above, all independently evaluated for security and reliability.
Is it safe to switch from cvat?
Check each alternative's safety report by clicking its name. Trust scores above 70 indicate strong reliability.
How does Nerq rank cvat alternatives?
Alternatives are ranked by Trust Score v2, combining security, maintenance, documentation, and community signals.