{"adoption": {"forks": 280, "observed_at": "2026-08-28T04:03:40.566953+00:00", "stars": 1123}, "canonical_url": "https://ross.abutalabs.com/products/elasticsearch-labs", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Notebooks & Example Apps for Search & AI Applications with Elasticsearch", "domain": ["large-language-models", "artificial-intelligence", "databases", "developer-tools"], "enriched": true, "function": ["search-engine", "vector-database", "rag", "llm-inference", "chatbot", "machine-learning"], "health_score": 80, "homepage": "https://www.elastic.co/search-labs", "language": "Jupyter Notebook", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["elastic/elasticsearch-labs"], "name": "elastic/elasticsearch-labs", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-26T14:22:31+00:00", "repo": "elastic/elasticsearch-labs", "stars": 1123, "tags": ["elasticsearch", "jupyter-notebooks", "example-apps", "langchain", "openai", "semantic-search", "hybrid-search", "elser", "sample-code", "search", "retrieval-augmented-generation"], "topics": ["ai", "chatgpt", "chatlog", "elastic", "elasticsearch", "genai", "genaistack", "openai", "openai-chatgpt", "search", "langchain", "applications", "python", "vector", "vectordatabase", "langchain-python"], "urls": [], "use_cases": ["build a RAG chatbot with elasticsearch", "learn vector search with elasticsearch notebooks", "semantic search examples with python", "hybrid search with reciprocal rank fusion", "use langchain with elasticsearch vector store", "question answering over documents with llms", "try elser sparse embeddings", "example apps for internal knowledge search"], "what_it_is": "A collection of executable Python notebooks and example applications from Elastic demonstrating how to use Elasticsearch as a vector database for search and AI applications. It covers RAG, semantic and hybrid search, question answering, and integrations with OpenAI, LangChain, Hugging Face, and Anthropic.", "when_to_avoid": ["you need a production-ready application rather than examples and tutorials", "you use a search backend other than Elasticsearch", "you want a non-Python or non-notebook workflow"], "when_to_choose": ["you want runnable notebooks to learn Elasticsearch vector search and RAG", "you need reference implementations for chatbot or knowledge search apps on Elastic", "you want to integrate Elasticsearch with LangChain, OpenAI, or Anthropic"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/elasticsearch-labs", "repo": "elastic/elasticsearch-labs", "role": "main", "score": 74}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.566953+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:40:45.143281+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "495181a202cb23862279435bf9999fc5ca8b7c540ca62a17812d329dae7c452e", "fetched_at": "2026-08-28T04:03:40.566953+00:00", "kind": "readme", "missing": false, "url": "https://github.com/elastic/elasticsearch-labs"}, {"content_hash": "4474e57454b52541b3c72266d5ee2efe1eab37cb6ec359a833c3db87f939b923", "fetched_at": "2026-08-29T12:44:36.869063+00:00", "kind": "homepage", "missing": false, "url": "https://www.elastic.co/search-labs"}, {"content_hash": "db2e52d19b84661edf705cdd097eb43ecb2f4770ac4bedc80a2cd91d6446bdff", "fetched_at": "2026-08-29T12:44:36.890831+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs/get-started"}, {"content_hash": "dcc190ae197dd277879bbef1f0e2302990a611650f3b7ec374de3f05eba30f0e", "fetched_at": "2026-08-29T12:44:36.878094+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/about"}, {"content_hash": "7de41ab1d939a5af450171b4da4eea58e4e7678e87901df7e3d5a2d100ec0ea9", "fetched_at": "2026-08-29T12:44:36.881820+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/getting-started"}, {"content_hash": "c4139162fd2c6bc8ac9179e67afe6322a6e8c4f5c3dc4151fe4434aef7e30f55", "fetched_at": "2026-08-29T12:44:36.885293+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/docs"}, {"content_hash": "87dba7e5abe673a28246f0db9866966d095d2fb2ab34a9c2856e3b3f1f46e77b", "fetched_at": "2026-08-29T12:44:36.880063+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/partners/ai-ecosystem"}, {"content_hash": "75f0e785f92adc8a97f23af9c8c3f6e8852d84facb18b6f4ef9757ccb3150e3f", "fetched_at": "2026-08-29T12:44:36.883529+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/integrations/data-integrations"}, {"content_hash": "6ab7886d790c0a04631b6ba771538cd38a84645ddb69684d75bef1e94571ea4b", "fetched_at": "2026-08-29T12:44:36.887298+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/pricing"}, {"content_hash": "0457e27ae2af66e4d4023d776ae8f392a3a9b8788311dbd974b325eb1b6fc140", "fetched_at": "2026-08-29T12:44:36.889108+00:00", "kind": "site_page", "missing": false, "url": "https://www.elastic.co/search-labs/integrations"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 84, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1176, "days_push": 7, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 74, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}