{"adoption": {"forks": 133, "observed_at": "2026-08-28T04:04:38.393708+00:00", "stars": 1407}, "canonical_url": "https://ross.abutalabs.com/products/agentcpm-gui", "card": {"archived": false, "artifact_type": "library", "description": "AgentCPM-GUI: An on-device GUI agent for operating Android apps, enhancing reasoning ability with reinforcement fine-tuning for efficient task execution.", "domain": ["artificial-intelligence", "mobile-development"], "enriched": true, "function": ["machine-learning", "agent-framework", "computer-vision", "llm-inference", "reinforcement-learning"], "health_score": 57, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["OpenBMB/AgentCPM-GUI"], "name": "OpenBMB/AgentCPM-GUI", "platform": ["python"], "pushed_at": "2026-01-11T08:24:15+00:00", "repo": "OpenBMB/AgentCPM-GUI", "stars": 1407, "tags": ["gui-agent", "on-device-llm", "android-automation", "screen-understanding", "reinforcement-fine-tuning", "multimodal", "ai-agents", "natural-language-processing", "android", "gpu"], "topics": [], "urls": [], "use_cases": ["automate tasks on android apps from screenshots", "build a gui agent that operates chinese apps like dianping and bilibili", "run an on-device llm agent for phone automation", "ground ui elements like buttons and input boxes from screenshots", "evaluate gui agents on android task benchmarks", "fine-tune a multimodal model for app automation with rft"], "what_it_is": "AgentCPM-GUI is an open-source 8B-parameter on-device GUI agent built on MiniCPM-V that takes Android screenshots as input and autonomously executes user tasks. It is fine-tuned for Chinese and English apps and enhanced with reinforcement fine-tuning for improved planning and reasoning.", "when_to_avoid": ["you need to automate ios or desktop applications", "you lack a gpu for model inference", "you need a no-code automation tool rather than a model and codebase"], "when_to_choose": ["you need an open-source gui agent optimized for chinese android apps", "you want on-device inference with a compact 8b model and short action sequences", "you need screenshot-based ui grounding and task execution"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/agentcpm-gui", "repo": "OpenBMB/AgentCPM-GUI", "role": "main", "score": 46}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:38.393708+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:38:37.527454+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "06446f86a446019238f981c856af2b5f2d7d5757acf758aec04c59561e4c2465", "fetched_at": "2026-08-28T04:04:38.393708+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenBMB/AgentCPM-GUI"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 61, "longevity": 34, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 477, "days_push": 234, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 46, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}