{"adoption": {"forks": 1346, "observed_at": "2026-08-28T04:05:39.888314+00:00", "stars": 1815}, "canonical_url": "https://ross.abutalabs.com/products/openai-quickstart-python", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Python example app from the OpenAI API quickstart tutorial", "domain": ["large-language-models", "artificial-intelligence", "tutorials", "developer-tools"], "enriched": true, "function": ["sdk", "developer-tools", "chatbot"], "health_score": 20, "homepage": "https://platform.openai.com/docs/quickstart?context=python", "language": null, "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["openai/openai-quickstart-python"], "name": "openai/openai-quickstart-python", "platform": ["python", "cross-platform"], "pushed_at": "2024-06-14T11:24:57+00:00", "repo": "openai/openai-quickstart-python", "stars": 1815, "tags": ["openai-api", "quickstart", "example-apps", "gpt", "flask", "sample-code"], "topics": ["openai", "openai-api"], "urls": [], "use_cases": ["learn how to call the openai api from python", "get started with gpt api quickstart", "example code for openai chat completions", "set up openai python sdk with api key", "build a simple flask app using openai api", "try openai assistants api examples"], "what_it_is": "A collection of Python example apps demonstrating how to use the OpenAI API across endpoints like chat and assistants, hosted as the companion repo to the OpenAI API quickstart tutorial. It shows basic setup with the OpenAI Python SDK, environment variable configuration, and running simple scripts or Flask apps.", "when_to_avoid": ["you need a production-ready application or framework", "you want examples in a language other than Python", "you need comprehensive coverage of every OpenAI API feature"], "when_to_choose": ["you are new to the OpenAI API and want runnable starter code in Python", "you want minimal examples of chat or assistants endpoints to copy from", "you are following the official OpenAI quickstart tutorial"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/openai-quickstart-python", "repo": "openai/openai-quickstart-python", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.888314+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:20:39.223333+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9aea86887d4c69da3ebcd2703e52cf1fdacd317cfe882dd2756c860113a2984a", "fetched_at": "2026-08-28T04:05:39.888314+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/openai-quickstart-python"}, {"content_hash": "8f592486a220b7ce0c8f13275f2b320edcfb7fb5ae54f4e98ca3be2df0baf1a5", "fetched_at": "2026-08-29T11:00:01.564089+00:00", "kind": "homepage", "missing": false, "url": "https://platform.openai.com/docs/quickstart?context=python"}, {"content_hash": "d617c5215f2a3c25137a2ffb371a818fc9c246fffe03713dcd7b757690335d76", "fetched_at": "2026-08-29T11:00:01.574645+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs"}, {"content_hash": "863d6abfa5b53910b3cea08cae4e48089ba8727f4364be66d800c16db4d25bf8", "fetched_at": "2026-08-29T11:00:01.584406+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/models"}, {"content_hash": "41a4ac92d6db80dd91a5706873ad6a2e2184be5ebac096e72b00645114736839", "fetched_at": "2026-08-29T11:00:01.587052+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/agents"}, {"content_hash": "3dbb9651c6d5479cab43d52da69b48d79b7ff96b3226380ec56917b694186530", "fetched_at": "2026-08-29T11:00:01.589588+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/tools"}, {"content_hash": "d0c30e183887488d360f13def33a06e0c9ee499f7fdfb5d9b06f5851dfcc63af", "fetched_at": "2026-08-29T11:00:01.592769+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/realtime"}, {"content_hash": "e0ae71fd86d1196940fd65d08af022107b14b938c54797b2391c70b1397ffe09", "fetched_at": "2026-08-29T11:00:01.595480+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/api/docs/guides/production-best-practices"}, {"content_hash": "54ab8ad10fb30d1de338c88423d633988a708a3a7748cf7395de57365986d720", "fetched_at": "2026-08-29T11:00:01.577789+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/codex"}, {"content_hash": "caed4ecaebe42344dce570ddab30de3e1d84e963d8fca423e952c80de1a8231d", "fetched_at": "2026-08-29T11:00:01.580400+00:00", "kind": "site_page", "missing": false, "url": "https://developers.openai.com/learn"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "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": 1737, "days_push": 810, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}