{"adoption": {"forks": 0, "observed_at": "2026-08-28T04:05:00.108649+00:00", "stars": 1537}, "canonical_url": "https://ross.abutalabs.com/products/ai-map-py", "card": {"archived": false, "artifact_type": "library", "description": "AI Map is an AI-powered website mapping tool by Oxylabs AI Studio that uses natural language prompts to intelligently discover and extract relevant URLs from any website.", "domain": ["crawlers", "web-development", "developer-tools"], "enriched": true, "function": ["web-scraping", "search-engine", "sdk", "nlp"], "health_score": 65, "homepage": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67", "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["oxylabs/ai-map-py"], "name": "oxylabs/ai-map-py", "platform": ["python", "cli"], "pushed_at": "2026-04-02T09:43:21+00:00", "repo": "oxylabs/ai-map-py", "stars": 1537, "tags": ["ai-map", "site-mapping", "url-discovery", "oxylabs", "ai-studio", "prompt-based-crawling", "api-client", "data-engineering", "web-server"], "topics": ["ai-map", "ai-studio", "web-scraping", "map-scraper", "site-mapping", "map-search"], "urls": [], "use_cases": ["map all job ad pages on a careers site", "discover product URLs from an e-commerce domain", "find blog article links matching a topic prompt", "enumerate relevant pages without writing crawl logic", "deep-crawl a website up to 10,000 URLs", "filter site URLs by natural language description"], "what_it_is": "AI-Map is a Python SDK client for Oxylabs AI Studio's AI-powered website mapping service, which discovers and extracts relevant URLs from any domain using natural language prompts. It replaces traditional crawlers and sitemap parsing with an agent that returns structured lists of matching URLs.", "when_to_avoid": ["you need a fully free, self-hosted crawler with no API costs", "you only need a standard sitemap.xml parse", "you cannot rely on a third-party paid API service"], "when_to_choose": ["you need targeted URL discovery from a domain using plain-language prompts", "you want structured URL lists without building custom crawlers", "you already use Oxylabs AI Studio and want Python integration"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ai-map-py", "repo": "oxylabs/ai-map-py", "role": "main", "score": 50}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:00.108649+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:31:01.607331+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d75e8fd5d1372fa54f911f4be5512ffe6582ad41442f9250a8179dcbd21e17ff", "fetched_at": "2026-08-28T04:05:00.108649+00:00", "kind": "readme", "missing": false, "url": "https://github.com/oxylabs/ai-map-py"}, {"content_hash": "a2391e039add2bbcc8950f38f328f1742b3e7eb65bf353518fa4455231e7727c", "fetched_at": "2026-08-29T11:33:10.074687+00:00", "kind": "homepage", "missing": false, "url": "https://aistudio.oxylabs.io/apps/map?utm_source=877&utm_medium=affiliate&utm_campaign=ai_studio&utm_content=ai-map&groupid=877&transaction_id=102f49063ab94276ae8f116d224b67"}, {"content_hash": "9226846bdd8d0ee2eab52adb401f4ee5c7058a2a3c46f8813d0a0a24ad623d23", "fetched_at": "2026-08-29T11:33:10.084001+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/pricing"}, {"content_hash": "2807647bbec53f2eddc1c38fe7b615226487cb760126ac5c8bc07dfca25bc019", "fetched_at": "2026-08-29T11:33:10.086367+00:00", "kind": "site_page", "missing": false, "url": "https://aistudio.oxylabs.io/releases"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 75, "longevity": 22, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 308, "days_push": 153, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 50, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}