{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "OmniJev/OneJev",
 "name": "OneJev",
 "owner": "OmniJev",
 "slug": "omnijev-onejev",
 "github": "https://github.com/OmniJev/OneJev",
 "what": "OneJev is a Python package and set of Qwen-based multimodal models that return calibrated probabilities for typed questions about screenshots, photos, video and text in one forward pass.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Python with pip",
  "An NVIDIA GPU for the PyTorch backend, or llama.cpp installed for the GGUF backend",
  "Docker, only if you use the Docker option",
  "A Hugging Face token only for gated or private repos (set HF_TOKEN in docker/.env for Docker)"
 ],
 "audience_note": "Developers and AI agent builders who need a local model to judge screens, photos, video or text and return probabilities for yes/no, choice and score questions.",
 "risk": "dual-use",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/omnijev-onejev/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "omnijev-onejev--pick-next-ui-action-from-screenshot",
   "title": "Pick the next UI action from a screenshot",
   "best": true,
   "url": "https://dedupedai.com/use-cases/omnijev-onejev/pick-next-ui-action-from-screenshot/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-onejev/pick-next-ui-action-from-screenshot.json"
  },
  {
   "id": "omnijev-onejev--run-onejev-docker-api-and-playground",
   "title": "Run the One Jev API and playground in Docker",
   "best": false,
   "url": "https://dedupedai.com/use-cases/omnijev-onejev/run-onejev-docker-api-and-playground/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-onejev/run-onejev-docker-api-and-playground.json"
  },
  {
   "id": "omnijev-onejev--run-small-onejev-on-laptop-with-llama-cpp",
   "title": "Run a small One Jev model on a laptop with llama.cpp",
   "best": false,
   "url": "https://dedupedai.com/use-cases/omnijev-onejev/run-small-onejev-on-laptop-with-llama-cpp/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-onejev/run-small-onejev-on-laptop-with-llama-cpp.json"
  },
  {
   "id": "omnijev-onejev--fine-tune-onejev-on-own-questions",
   "title": "Fine-tune One Jev on your own labeled questions",
   "best": false,
   "url": "https://dedupedai.com/use-cases/omnijev-onejev/fine-tune-onejev-on-own-questions/",
   "json": "https://dedupedai.com/use-cases/u/omnijev-onejev/fine-tune-onejev-on-own-questions.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}