{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "ZJU-REAL/Polaris",
 "name": "Polaris",
 "owner": "ZJU-REAL",
 "slug": "zju-real-polaris",
 "github": "https://github.com/ZJU-REAL/Polaris",
 "what": "Polaris is a desktop app that runs the full AI research lifecycle locally, from literature survey and idea generation through GPU experiments, LaTeX paper writing, and paper review.",
 "why": "261 stars",
 "language": "Python",
 "requirements": [
  "A computer where the Polaris desktop app can run (the README says new releases are desktop-only)",
  "A model source: an agent you already use, such as Claude Code, Codex or Gemini CLI, or a model API key",
  "For experiments: SSH access to a GPU server and your own SSH credentials",
  "A research direction or topic you want to explore"
 ],
 "audience_note": "Built for a single researcher working on their own computer who wants to run long research tasks that can be paused, resumed and checked.",
 "risk": "sensitive",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/zju-real-polaris/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "zju-real-polaris--build-literature-wiki-for-direction",
   "title": "Build a cross-linked wiki for a research direction",
   "best": true,
   "url": "https://dedupedai.com/use-cases/zju-real-polaris/build-literature-wiki-for-direction/",
   "json": "https://dedupedai.com/use-cases/u/zju-real-polaris/build-literature-wiki-for-direction.json"
  },
  {
   "id": "zju-real-polaris--run-gpu-experiment-over-ssh",
   "title": "Run a GPU experiment on your lab server with a Voyage",
   "best": false,
   "url": "https://dedupedai.com/use-cases/zju-real-polaris/run-gpu-experiment-over-ssh/",
   "json": "https://dedupedai.com/use-cases/u/zju-real-polaris/run-gpu-experiment-over-ssh.json"
  },
  {
   "id": "zju-real-polaris--fact-check-draft-paper-citations-and-numbers",
   "title": "Fact-check a draft paper's citations and numbers",
   "best": false,
   "url": "https://dedupedai.com/use-cases/zju-real-polaris/fact-check-draft-paper-citations-and-numbers/",
   "json": "https://dedupedai.com/use-cases/u/zju-real-polaris/fact-check-draft-paper-citations-and-numbers.json"
  },
  {
   "id": "zju-real-polaris--query-research-library-from-coding-agent",
   "title": "Query your research library from Claude Code or Cursor",
   "best": false,
   "url": "https://dedupedai.com/use-cases/zju-real-polaris/query-research-library-from-coding-agent/",
   "json": "https://dedupedai.com/use-cases/u/zju-real-polaris/query-research-library-from-coding-agent.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."
}