{
 "schema_version": 1,
 "generated": "2026-11-01",
 "repo": "gorse-io/gorse",
 "name": "gorse",
 "owner": "gorse-io",
 "slug": "gorse-io-gorse",
 "github": "https://github.com/gorse-io/gorse",
 "what": "Gorse is an open-source recommender system engine written in Go. You import items, users and feedback, and it trains models and serves recommendations from latest, user-to-user, item-to-item and collaborative filtering sources through RESTful APIs, with a GUI dashboard for pipeline editing, monitoring and data management.",
 "why": "9.9k stars, talked about in 2 AI sources we track",
 "language": "Go",
 "requirements": [
  "Docker for the gorse-in-one image",
  "curl or any HTTP client for the REST API",
  "For production: MySQL (MariaDB), MongoDB or Postgres for storage, with a cache such as Redis"
 ],
 "audience_note": "Developers adding recommendations to a product who would rather run a service than build a model pipeline.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Data and analytics",
 "url": "https://dedupedai.com/use-cases/gorse-io-gorse/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "gorse-io-gorse--try-a-recommender-engine-in-playground-mode-with-gorse",
   "title": "Spin up a working recommender in one command",
   "best": true,
   "url": "https://dedupedai.com/use-cases/gorse-io-gorse/try-a-recommender-engine-in-playground-mode-with-gorse/",
   "json": "https://dedupedai.com/use-cases/u/gorse-io-gorse/try-a-recommender-engine-in-playground-mode-with-gorse.json"
  },
  {
   "id": "gorse-io-gorse--send-user-feedback-to-gorse-rest-api",
   "title": "Feed user behavior into recommendations over REST",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gorse-io-gorse/send-user-feedback-to-gorse-rest-api/",
   "json": "https://dedupedai.com/use-cases/u/gorse-io-gorse/send-user-feedback-to-gorse-rest-api.json"
  },
  {
   "id": "gorse-io-gorse--serve-personalized-recommendations-with-gorse",
   "title": "Fetch personalized recommendations for a user",
   "best": false,
   "url": "https://dedupedai.com/use-cases/gorse-io-gorse/serve-personalized-recommendations-with-gorse/",
   "json": "https://dedupedai.com/use-cases/u/gorse-io-gorse/serve-personalized-recommendations-with-gorse.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."
}