{"adoption": {"forks": 365, "observed_at": "2026-08-28T04:06:27.994033+00:00", "stars": 2225}, "canonical_url": "https://ross.abutalabs.com/products/cugraph", "card": {"archived": false, "artifact_type": "library", "description": "cuGraph - RAPIDS Graph Analytics Library", "domain": ["graph-processing", "machine-learning", "data-science", "gpu-computing"], "enriched": true, "function": ["machine-learning", "data-science", "etl", "graphics"], "health_score": 100, "homepage": "https://docs.rapids.ai/api/cugraph/stable/", "language": "Cuda", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["rapidsai/cugraph"], "name": "rapidsai/cugraph", "platform": ["python", "cpp"], "pushed_at": "2026-08-26T20:46:37+00:00", "repo": "rapidsai/cugraph", "stars": 2225, "tags": ["graph-analytics", "cuda", "rapids", "networkx-backend", "graph-neural-networks", "pagerank", "community-detection", "multi-gpu", "algorithms", "gpu", "linux", "docker"], "topics": ["rapids", "nvidia", "gpu", "cuda", "graph", "graph-algorithms", "graph-analysis", "graph-framework", "graphml", "complex-networks"], "urls": [], "use_cases": ["run pagerank on large graphs on gpu", "accelerate networkx algorithms with zero code changes", "detect communities with louvain or leiden at scale", "compute shortest paths and centrality on massive graphs", "train graph neural networks with pytorch geometric on gpu", "multi-gpu distributed graph analytics", "find connected components in billion-edge graphs"], "what_it_is": "cuGraph is NVIDIA's RAPIDS collection of GPU-accelerated graph analytics libraries, offering Python, C, and C++ APIs for building graphs and running scalable graph algorithms like PageRank, centrality, community detection, and traversal. It integrates with cuDF/pandas DataFrames, NetworkX (via nx-cugraph), and PyTorch Geometric for graph neural network workflows.", "when_to_avoid": ["you have no CUDA-capable GPU hardware", "your graphs are small enough that CPU libraries like NetworkX suffice", "you need algorithms not in cuGraph's supported list", "you need a pure-CPU or portable solution"], "when_to_choose": ["you have NVIDIA GPUs and need fast graph algorithms on large graphs", "your NetworkX workflows are too slow and you want a drop-in backend", "you're doing GNN training and need GPU graph sampling and storage", "you want seamless integration with RAPIDS cuDF ETL pipelines"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/cugraph", "repo": "rapidsai/cugraph", "role": "main", "score": 94}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.994033+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:44:56.050796+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6f77ff934497291a84d4622e062f72583f3f8f0fd26e4db279db4f56cde54306", "fetched_at": "2026-08-28T04:06:27.994033+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rapidsai/cugraph"}, {"content_hash": "8bab271b8c77ad2b8744e6b0dee9b84d3eeed3caa3bc0ef155467a4f17c92716", "fetched_at": "2026-08-29T10:25:41.845502+00:00", "kind": "homepage", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/"}, {"content_hash": "51848e7c9deca00132f1773255282f101fc9745da97f7508aa5abade4810239a", "fetched_at": "2026-08-29T10:25:41.854492+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/installation"}, {"content_hash": "e714f8364efbaa6fc9289e64a88fabb429559cd3e625074e18292eb4dbd4a194", "fetched_at": "2026-08-29T10:25:41.856387+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs"}, {"content_hash": "4b6354dbd1b3a2e3af531229abfa1cfbf486166bd168c6ea3161b7a7751fe2cf", "fetched_at": "2026-08-29T10:25:41.858623+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph"}, {"content_hash": "6a5b48f029b20788ed61609aca2519cc7ea60e748cdc3369f7ed7cc3799a516f", "fetched_at": "2026-08-29T10:25:41.860357+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/plc/pylibcugraph"}, {"content_hash": "dd4315c457f2ebe443ea7773db9274d012273608f15922229f64b0987d73c0d3", "fetched_at": "2026-08-29T10:25:41.863058+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_c"}, {"content_hash": "1ae6e44c85200f1235020ca0bc60378b29582258600df5b7d0e2ec898de299aa", "fetched_at": "2026-08-29T10:25:41.864939+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph_cpp"}, {"content_hash": "c8bd486dc9b08f61d6e2da838587951a09f2ee44336789328481713f1b3d5dce", "fetched_at": "2026-08-29T10:25:41.866779+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/cugraph-pyg/cugraph_pyg"}, {"content_hash": "0744b5414188868a52caffe6fbc695ff1d9bcc6b9c909404ca427f5104df0511", "fetched_at": "2026-08-29T10:25:41.868472+00:00", "kind": "site_page", "missing": false, "url": "https://docs.rapids.ai/api/cugraph/stable/api_docs/wholegraph/pylibwholegraph"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 84}, "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": 2848, "days_push": 7, "days_rel": 28, "gap_med": 56, "n_releases_24m": 16}, "score": 94, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}