{"adoption": {"forks": 237, "observed_at": "2026-08-28T04:07:21.840327+00:00", "stars": 2784}, "canonical_url": "https://ross.abutalabs.com/products/mobile-use", "card": {"archived": false, "artifact_type": "library", "description": "AI agents can now use real Android and iOS apps, just like a human.", "domain": ["mobile-development", "testing", "large-language-models"], "enriched": true, "function": ["agent-framework", "workflow-automation", "testing", "e2e-testing", "web-scraping", "llm-inference", "mcp"], "health_score": 97, "homepage": "https://minitap.ai", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["minitap-ai/mobile-use"], "name": "minitap-ai/mobile-use", "platform": ["python", "cross-platform", "cli"], "pushed_at": "2026-08-26T13:33:07+00:00", "repo": "minitap-ai/mobile-use", "stars": 2784, "tags": ["mobile-automation", "natural-language-control", "ui-automation", "androidworld-benchmark", "langgraph", "device-control", "qa-automation", "ai-agents", "automation", "android", "ios"], "topics": ["agents", "ai", "browser-use", "langgraph", "mobile", "mobile-use", "python", "qa", "langchain", "langgraph-python"], "urls": [], "use_cases": ["automate tasks on my android phone with natural language", "control an ios app with an ai agent", "scrape structured data from a mobile app", "run autonomous e2e tests on mobile apps", "let an llm agent navigate app uis like a human", "build a phone automation agent with langgraph", "regression test mobile apps without writing scripts"], "what_it_is": "An open-source Python AI agent framework that controls real Android and iOS devices using natural language commands, built on LangGraph. It navigates app UIs, performs tasks, and scrapes structured data from mobile apps, and also powers a commercial autonomous mobile QA product.", "when_to_avoid": ["you need to automate mobile games, which lack accessibility tree data", "you need a fully managed QA service rather than a self-hosted agent library", "you need stable, production-hardened tooling - the project is still quickly evolving"], "when_to_choose": ["you want natural-language automation of real Android or iOS devices", "you need UI-aware agents that use accessibility tree data", "you want to extract structured data from mobile apps", "you need an open-source alternative to scripted mobile testing tools like Appium or Maestro"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mobile-use", "repo": "minitap-ai/mobile-use", "role": "main", "score": 73}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:21.840327+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T08:16:03.076782+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "ce2d2498efedded3b7f02bdbfda913b2d79afbcd2f00eb5d9157847e94ac1cb0", "fetched_at": "2026-08-28T04:07:21.840327+00:00", "kind": "readme", "missing": false, "url": "https://github.com/minitap-ai/mobile-use"}, {"content_hash": "db766b5eb7d412d5aae24884ff76dab1d78aea474b12a7754f9b37b2fbbf5ae9", "fetched_at": "2026-08-29T09:55:24.135450+00:00", "kind": "homepage", "missing": false, "url": "https://minitap.ai"}, {"content_hash": "e845159a1b26e7cf31c14224430d059dfeb578ee575f53d21ace057d8a7cb2b1", "fetched_at": "2026-08-29T09:55:24.146334+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/docs"}, {"content_hash": "707c6f157da521067c0601597dfac104b621f9857fd96eed9657c5293a440e76", "fetched_at": "2026-08-29T09:55:24.147895+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/about"}, {"content_hash": "18785b63369e170a81d1c2b7dac6a0d6f2b1224350a387ca989025f418ebb3ff", "fetched_at": "2026-08-29T09:55:24.144475+00:00", "kind": "site_page", "missing": false, "url": "https://www.minitap.ai/pricing"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 27, "rhythm": 65}, "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": 382, "days_push": 7, "days_rel": 233, "gap_med": 9, "n_releases_24m": 10}, "score": 73, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}