{
 "schema_version": 1,
 "generated": "2026-11-01",
 "id": "gorse-io-gorse--send-user-feedback-to-gorse-rest-api",
 "repo": "gorse-io/gorse",
 "repo_url": "https://github.com/gorse-io/gorse",
 "repo_slug": "gorse-io-gorse",
 "title": "Feed user behavior into recommendations over REST",
 "page_title": "How to feed user behavior into recommendations over REST with Gorse",
 "summary": "Post star or click feedback for a user and watch it change what Gorse recommends.",
 "who": "A backend developer wiring product events into a recommender.",
 "problem": "Recommendations are only as good as the user signals you can feed in.",
 "outcome": "Feedback records stored in Gorse for a user, ready for training.",
 "steps": [
  "Start Gorse, for example with the playground image",
  "Build a JSON array of feedback objects with FeedbackType, UserId, ItemId, Value and Timestamp",
  "Send it with `curl -X POST http://127.0.0.1:8088/api/feedback` using the Content-Type header and -d payload shown in the README",
  "Check the stored feedback in the dashboard"
 ],
 "agent_prompt": "Using gorse-io/gorse, post five star feedback events for user <user id> to the /api/feedback endpoint as the README shows, then confirm they appear in the dashboard.",
 "agents": [
  "claude-code",
  "codex",
  "cursor",
  "gemini-cli"
 ],
 "difficulty": "Beginner",
 "time": "20 minutes",
 "basis": "readme",
 "caveat": "",
 "category": "Data and analytics",
 "tags": [
  "Data and analytics"
 ],
 "lang": "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"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/gorse-io-gorse/send-user-feedback-to-gorse-rest-api/",
 "md": "https://dedupedai.com/use-cases/gorse-io-gorse/send-user-feedback-to-gorse-rest-api/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/gorse-io-gorse--send-user-feedback-to-gorse-rest-api.json",
 "api_version": "v1"
}