{
 "schema_version": 1,
 "generated": "2026-11-01",
 "id": "gorse-io-gorse--try-a-recommender-engine-in-playground-mode-with-gorse",
 "repo": "gorse-io/gorse",
 "repo_url": "https://github.com/gorse-io/gorse",
 "repo_slug": "gorse-io-gorse",
 "title": "Spin up a working recommender in one command",
 "page_title": "How to spin up a working recommender in one command with Gorse",
 "summary": "Run the playground image, which imports GitHub repository data and trains recommendations you can explore.",
 "who": "A developer evaluating whether a self-hosted recommender fits their product.",
 "problem": "Setting up a recommender usually means data pipelines and model training before any demo.",
 "outcome": "A running Gorse instance with a dashboard at localhost:8088.",
 "steps": [
  "Start the playground with `docker run -p 8088:8088 zhenghaoz/gorse-in-one --playground`",
  "Open the dashboard at http://localhost:8088",
  "Wait for the Generate item-to-item recommendation task to complete on the Tasks page",
  "Browse items, users and recommendations in the dashboard"
 ],
 "agent_prompt": "Using gorse-io/gorse, run `docker run -p 8088:8088 zhenghaoz/gorse-in-one --playground`, wait for the item-to-item task to finish, and describe what the dashboard shows.",
 "agents": [
  "claude-code",
  "codex",
  "cursor",
  "gemini-cli"
 ],
 "difficulty": "Beginner",
 "time": "20 minutes",
 "basis": "readme",
 "caveat": "Playground mode downloads data from GitRec on startup, so it needs internet access.",
 "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": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/gorse-io-gorse/try-a-recommender-engine-in-playground-mode-with-gorse/",
 "md": "https://dedupedai.com/use-cases/gorse-io-gorse/try-a-recommender-engine-in-playground-mode-with-gorse/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 The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong.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--try-a-recommender-engine-in-playground-mode-with-gorse.json",
 "api_version": "v1"
}