{"adoption": {"forks": 912, "observed_at": "2026-08-28T04:10:37.302948+00:00", "stars": 9808}, "canonical_url": "https://ross.abutalabs.com/products/gorse", "card": {"archived": false, "artifact_type": "service", "description": "AI powered open source recommender system engine supports classical/LLM rankers and multimodal content via embedding", "domain": ["machine-learning", "artificial-intelligence", "large-language-models", "analytics", "self-hosted"], "enriched": true, "function": ["machine-learning", "search-engine", "api-framework", "monitoring", "data-visualization"], "health_score": 100, "homepage": "https://gorse.io", "language": "Go", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["gorse-io/gorse"], "name": "gorse-io/gorse", "platform": ["self-hosted", "go", "windows"], "pushed_at": "2026-08-25T14:20:10+00:00", "repo": "gorse-io/gorse", "stars": 9808, "tags": ["recommender-system", "collaborative-filtering", "llm-reranker", "multimodal-embeddings", "personalization", "restful-api", "docker", "kubernetes", "linux", "macos"], "topics": ["recommender-system", "collaborative-filtering", "go", "knn", "machine-learning"], "urls": [], "use_cases": ["add personalized recommendations to my website or app", "recommend similar items to users based on their history", "build a collaborative filtering recommender without writing ML code", "rerank recommendation lists with an LLM", "recommend content using text and image embeddings", "self-host a recommendation engine with a dashboard", "track user feedback and evaluate recommendation quality"], "what_it_is": "Gorse is an AI-powered open-source recommender system engine written in Go that ingests items, users, and interaction feedback and automatically trains models to generate personalized recommendations. It supports classical recommenders (collaborative filtering, item-to-item, factorization machines) and LLM-based rankers, multimodal content via embeddings, a GUI dashboard, and RESTful APIs with SDKs in many languages.", "when_to_avoid": ["you need a lightweight in-process recommendation library embedded in your application rather than a separate service", "you require fully custom recommendation algorithms beyond the supported recommender types", "you cannot operate additional infrastructure (databases like Redis, MySQL, Postgres, MongoDB, or ClickHouse)", "your project needs a permissive-free commercial arrangement beyond Apache-2.0 terms"], "when_to_choose": ["you need a ready-made, self-hosted recommender system with REST APIs and multi-language SDKs", "you want both classical collaborative filtering and LLM-based ranking in one engine", "you need multimodal recommendations over text, images, or video via embeddings", "you want a GUI dashboard for editing recommendation pipelines and monitoring performance"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/gorse", "repo": "gorse-io/gorse", "role": "main", "score": 97}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:10:37.302948+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:20:57.941866+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "3323d72d05fdfb7a3fe376c11d7e0b8df0facc7e7902d86d44b54b342721f4d3", "fetched_at": "2026-08-28T04:10:37.302948+00:00", "kind": "readme", "missing": false, "url": "https://github.com/gorse-io/gorse"}, {"content_hash": "30de09f61b4e76c9fa4fa470b5733ceb6dbb7e4088e46fcdca45a72eb5781ba1", "fetched_at": "2026-08-29T08:20:39.743900+00:00", "kind": "homepage", "missing": false, "url": "https://gorse.io"}, {"content_hash": "078b84d8e04197b23a7ebcfcf69f0ba46afae277eaf73a695d32882422cd7c5c", "fetched_at": "2026-08-29T08:20:39.753524+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs"}, {"content_hash": "29db9a23f61bbb5a0eae3202557ee81247220ab7693ff4b9b810462699c77395", "fetched_at": "2026-08-29T08:20:39.755495+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/recommenders"}, {"content_hash": "c1c1dcf416b47e2f3c716d845cbbebadfcb66bd5f948fddce6b3bf2d0647b7b5", "fetched_at": "2026-08-29T08:20:39.757590+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/data-source.html"}, {"content_hash": "6e53e7de13ab368abb0a03bf96d5963c97d4c509c248d9c442a2878aa0b7141e", "fetched_at": "2026-08-29T08:20:39.759800+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/ranking.html"}, {"content_hash": "08ecf931a364fd81592877423e3232a0e8fa41a55f7c7ae323d9c5259fead69c", "fetched_at": "2026-08-29T08:20:39.761695+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/dashboard/recflow.html"}, {"content_hash": "63c91905238cc17555b6314b6a858381ea0db0a71840b759a436b6854263508a", "fetched_at": "2026-08-29T08:20:39.763318+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/api/restful-api.html"}, {"content_hash": "a29873e69397970bca4446e41e8389c18a52df1eb7a36b5001cff097a6ba3b71", "fetched_at": "2026-08-29T08:20:39.765266+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/config.html"}, {"content_hash": "ed74e377089d68a1f4de908f37cb0d418751bb519333aa1282782045330df324", "fetched_at": "2026-08-29T08:20:39.767534+00:00", "kind": "site_page", "missing": false, "url": "https://gorse.io/docs/concepts/evaluation.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 93}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2941, "days_push": 8, "days_rel": 50, "gap_med": 25, "n_releases_24m": 14}, "score": 97, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}