{
 "schema_version": 1,
 "generated": "2026-10-24",
 "repo": "juxhinr/bindwidth",
 "name": "bindwidth",
 "owner": "juxhinr",
 "slug": "juxhinr-bindwidth",
 "github": "https://github.com/juxhinr/bindwidth",
 "what": "Bindwidth is a browser-only calculator that sizes on-prem hardware for serving a local LLM by checking KV cache memory, serving capacity and session limits, then compares total cost of ownership.",
 "why": "111 stars, launched 84 days ago",
 "language": "JavaScript",
 "requirements": [
  "A web browser (or Python to serve it locally)",
  "Node.js only for running the tests"
 ],
 "audience_note": "IT leads and engineers deciding what hardware to buy or rent to run a private text model.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/juxhinr-bindwidth/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "juxhinr-bindwidth--size-hardware-for-private-llm",
   "title": "Size the hardware you need to run a private LLM",
   "best": true,
   "url": "https://dedupedai.com/use-cases/juxhinr-bindwidth/size-hardware-for-private-llm/",
   "json": "https://dedupedai.com/use-cases/u/juxhinr-bindwidth/size-hardware-for-private-llm.json"
  },
  {
   "id": "juxhinr-bindwidth--compare-buy-vs-rent-tco",
   "title": "Compare buying versus renting GPUs for local AI",
   "best": false,
   "url": "https://dedupedai.com/use-cases/juxhinr-bindwidth/compare-buy-vs-rent-tco/",
   "json": "https://dedupedai.com/use-cases/u/juxhinr-bindwidth/compare-buy-vs-rent-tco.json"
  },
  {
   "id": "juxhinr-bindwidth--run-sizing-calculator-offline-privately",
   "title": "Run the sizing calculator offline with no telemetry",
   "best": false,
   "url": "https://dedupedai.com/use-cases/juxhinr-bindwidth/run-sizing-calculator-offline-privately/",
   "json": "https://dedupedai.com/use-cases/u/juxhinr-bindwidth/run-sizing-calculator-offline-privately.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."
}