{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "BootLoops-ai/bootloops",
 "name": "bootloops",
 "owner": "BootLoops-ai",
 "slug": "bootloops-ai-bootloops",
 "github": "https://github.com/BootLoops-ai/bootloops",
 "what": "BootLoops is a Python harness of certified scientific computing tools and house engines that LLM agents can run for exact and high-precision physics and quantitative science.",
 "why": "",
 "language": "Python",
 "requirements": [
  "Git to clone the repository",
  "Python 3.12",
  "Python packages mpmath, sympy, numpy, python-flint, and pytest",
  "Julia only for packages that ship Julia components",
  "An LLM agent such as Claude Code, Codex, or Cursor, or any agent you prefer"
 ],
 "audience_note": "Researchers and physicists who need checkable numerical or symbolic results, and the agents they direct, should use this when a computation must be trusted.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "bootloops-ai-bootloops--validate-fresh-clone",
   "title": "Validate a fresh BootLoops clone before trusting it",
   "best": true,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/validate-fresh-clone/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/validate-fresh-clone.json"
  },
  {
   "id": "bootloops-ai-bootloops--reproduce-landau-one-loop-box",
   "title": "Reproduce the one-loop box with the Landau Alphabet engine",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/reproduce-landau-one-loop-box/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/reproduce-landau-one-loop-box.json"
  },
  {
   "id": "bootloops-ai-bootloops--agent-plan-for-precision-problem",
   "title": "Have an agent map a precision problem to the right tools",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/agent-plan-for-precision-problem/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/agent-plan-for-precision-problem.json"
  },
  {
   "id": "bootloops-ai-bootloops--audit-prose-with-skills",
   "title": "Audit a draft's prose and bibliography with the skills",
   "best": false,
   "url": "https://dedupedai.com/use-cases/bootloops-ai-bootloops/audit-prose-with-skills/",
   "json": "https://dedupedai.com/use-cases/u/bootloops-ai-bootloops/audit-prose-with-skills.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."
}