{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "Yinsongxu/LLM2Jev",
 "name": "LLM2Jev",
 "owner": "Yinsongxu",
 "slug": "yinsongxu-llm2jev",
 "github": "https://github.com/Yinsongxu/LLM2Jev",
 "what": "LLM2Jev is an open-source Python project that turns a local language model or multimodal model into a decision model that scores options, rubrics, yes/no questions, and image boxes using prefill only, with no training.",
 "why": "",
 "language": "Python",
 "requirements": [
  "A local model directory supported by SGLang, Transformers, or MLX (Apple Silicon)",
  "For the SGLang path: Linux with a supported NVIDIA GPU",
  "Python with uv or pip, as described in the Installation guide",
  "A text or image input to decide on"
 ],
 "audience_note": "Developers and AI agents who already run a local LLM or MLLM and need classification, scoring, or action selection without fine-tuning.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/",
 "use_case_count": 5,
 "use_cases": [
  {
   "id": "yinsongxu-llm2jev--route-support-tickets-to-departments",
   "title": "Route support tickets to a department with probabilities",
   "best": true,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/route-support-tickets-to-departments/",
   "json": "https://dedupedai.com/use-cases/u/yinsongxu-llm2jev/route-support-tickets-to-departments.json"
  },
  {
   "id": "yinsongxu-llm2jev--score-drafts-against-a-rubric",
   "title": "Score drafts against a rubric and yes/no checks",
   "best": false,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/score-drafts-against-a-rubric/",
   "json": "https://dedupedai.com/use-cases/u/yinsongxu-llm2jev/score-drafts-against-a-rubric.json"
  },
  {
   "id": "yinsongxu-llm2jev--pick-next-action-from-a-screenshot",
   "title": "Pick the next game action from an image",
   "best": false,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/pick-next-action-from-a-screenshot/",
   "json": "https://dedupedai.com/use-cases/u/yinsongxu-llm2jev/pick-next-action-from-a-screenshot.json"
  },
  {
   "id": "yinsongxu-llm2jev--locate-targets-in-images-with-boxes",
   "title": "Locate a target object in an image with boxes",
   "best": false,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/locate-targets-in-images-with-boxes/",
   "json": "https://dedupedai.com/use-cases/u/yinsongxu-llm2jev/locate-targets-in-images-with-boxes.json"
  },
  {
   "id": "yinsongxu-llm2jev--run-decisions-offline-on-apple-silicon",
   "title": "Run decisions offline on a Mac with MLX",
   "best": false,
   "url": "https://dedupedai.com/use-cases/yinsongxu-llm2jev/run-decisions-offline-on-apple-silicon/",
   "json": "https://dedupedai.com/use-cases/u/yinsongxu-llm2jev/run-decisions-offline-on-apple-silicon.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."
}