{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "mrmps/classifier-dev",
 "name": "classifier-dev",
 "owner": "mrmps",
 "slug": "mrmps-classifier-dev",
 "github": "https://github.com/mrmps/classifier-dev",
 "what": "A zero-shot text classifier served over plain HTTP, with a CLI and an MCP server, that needs no API key or account.",
 "why": "",
 "language": "TypeScript",
 "requirements": [
  "A terminal with curl or another HTTP client",
  "npm, only if you want the classify CLI",
  "The texts you want to label and a set of label names"
 ],
 "audience_note": "Useful for developers and AI agents who need to label short texts quickly without training a model or signing up for a service.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/mrmps-classifier-dev/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "mrmps-classifier-dev--sort-texts-into-labels",
   "title": "Sort a batch of texts into labels in one call",
   "best": true,
   "url": "https://dedupedai.com/use-cases/mrmps-classifier-dev/sort-texts-into-labels/",
   "json": "https://dedupedai.com/use-cases/u/mrmps-classifier-dev/sort-texts-into-labels.json"
  },
  {
   "id": "mrmps-classifier-dev--escalate-uncertain-labels",
   "title": "Re-check low-confidence labels with a stronger model",
   "best": false,
   "url": "https://dedupedai.com/use-cases/mrmps-classifier-dev/escalate-uncertain-labels/",
   "json": "https://dedupedai.com/use-cases/u/mrmps-classifier-dev/escalate-uncertain-labels.json"
  },
  {
   "id": "mrmps-classifier-dev--report-classifier-problems",
   "title": "Send a structured bug report when a label looks wrong",
   "best": false,
   "url": "https://dedupedai.com/use-cases/mrmps-classifier-dev/report-classifier-problems/",
   "json": "https://dedupedai.com/use-cases/u/mrmps-classifier-dev/report-classifier-problems.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."
}