{"id":"zhenghaoz-gorse-server","name":"gorse-server","homepage":"https://hub.docker.com/r/zhenghaoz/gorse-server","repo_url":"https://hub.docker.com/r/zhenghaoz/gorse-server","category":"ai-ml","subcategories":[],"tags":["recommendation","recommendation-engine","server","ranking","open-source"],"what_it_does":"gorse-server is the server component for Gorse, an open-source recommendation system. It typically provides APIs and serves recommendation results (and related indexing/training workflows) backed by a datastore.","use_cases":["Recommendation endpoints for web/mobile applications","Personalization based on user interactions","Building an item/user ranking service for products, content, or ads","Offline/online recommendation workflows where a server process exposes results"],"not_for":["Use as a general-purpose search engine","Replacing a full analytics/ML platform without operational support","Use without providing the required persistence/indexing setup (otherwise recommendations may be unavailable or stale)"],"best_when":null,"avoid_when":null,"alternatives":["Vespa","OpenSearch/Lucene-based personalization (custom)","RecBole + custom serving","Elasticsearch Learning to Rank / Learning2Rank systems","Other open-source recommender stacks (e.g., Vowpal Wabbit-based solutions with custom serving)"],"af_score":38.8,"security_score":46.5,"reliability_score":30.0,"package_type":"mcp_server","discovery_source":["docker_mcp"],"priority":"low","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-04-04T19:55:42.656596+00:00","interface":{"has_rest_api":true,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["API key or token (typical for self-hosted servers)","No auth (if bound to private network; depends on configuration)"],"oauth":false,"scopes":false,"notes":"Authentication mechanisms are not verifiable from the provided info. For self-hosted recommendation servers, auth is usually optional and configured at deployment time; consult the repository docs/config for exact behavior and whether auth is enforced by default."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Open-source/self-hosted; costs depend on your infrastructure and operational overhead."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":38.8,"security_score":46.5,"reliability_score":30.0,"mcp_server_quality":0.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":60.0,"rate_limit_clarity":10.0,"tls_enforcement":70.0,"auth_strength":50.0,"scope_granularity":20.0,"dependency_hygiene":40.0,"secret_handling":50.0,"security_notes":"As self-hosted software, security strongly depends on deployment configuration (TLS termination, auth enforcement, network exposure). Without concrete repository evidence here, scores assume typical patterns: TLS may be supported but not guaranteed; auth/scopes likely coarse or optional; secret handling is configurable but cannot be confirmed from the provided prompt.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":30.0,"error_recovery":40.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_gotchas":["gorse-server is commonly self-hosted; agent interactions depend on correct server configuration (datastore, indexing/training, ports)","Recommendation quality/availability can lag until ingestion/indexing completes","If no auth is configured, agents should assume the service is only safe on trusted networks"]}}