{"adoption": {"forks": 91, "observed_at": "2026-09-01T02:13:57.461081+00:00", "stars": 1106}, "canonical_url": "https://ross.abutalabs.com/products/mova", "card": {"archived": false, "artifact_type": "library", "description": "MOVA: Towards Scalable and Synchronized Video–Audio Generation", "domain": ["artificial-intelligence", "deep-learning", "machine-learning"], "enriched": true, "function": ["video-processing", "audio-processing", "deep-learning", "llm-inference", "stable-diffusion"], "health_score": 80, "homepage": "https://mosi.cn/models/mova", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["OpenMOSS/MOVA"], "name": "OpenMOSS/MOVA", "platform": ["python"], "pushed_at": "2026-08-31T06:43:10+00:00", "repo": "OpenMOSS/MOVA", "stars": 1106, "tags": ["video-audio-generation", "diffusion-models", "multimodal-generation", "lip-sync", "sound-effects", "lora-fine-tuning", "comfyui", "sglang", "foundation-model", "text-to-video", "video", "audio", "gpu", "linux", "docker"], "topics": ["video-audio-generation", "diffusion-models", "multimodal", "sglang"], "urls": [], "use_cases": ["generate videos with synchronized audio from text prompts", "create lip-synced talking videos in multiple languages", "add environment-aware sound effects to generated video", "fine-tune video-audio generation with LoRA on custom data", "evaluate video-audio generation models on a benchmark", "generate video programmatically via API", "use video-audio generation inside ComfyUI workflows"], "what_it_is": "MOVA is an open-source foundation model and toolkit for joint video-audio generation, synthesizing synchronized video and audio in a single diffusion-based inference pass. It ships model weights, inference code, training and LoRA fine-tuning pipelines, evaluation code, a benchmark dataset, and ComfyUI integration.", "when_to_avoid": ["you only need video without audio and prefer lighter established text-to-video models", "you lack GPU hardware for large diffusion model inference", "you need a polished end-user product rather than a research toolkit"], "when_to_choose": ["you need open-source video generation with native synchronized audio rather than a cascaded pipeline", "you want lip-sync and sound effects without closed models like Sora 2 or Veo 3", "you need weights, training code, and fine-tuning scripts to build on", "you want reproducible evaluation with a released benchmark"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mova", "repo": "OpenMOSS/MOVA", "role": "main", "score": 60}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-01T02:13:57.461081+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:44:42.909473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0812e7584e518516450792b735423e913be40ba3e4fd5b84ac93fc41b899527d", "fetched_at": "2026-09-01T02:13:57.461081+00:00", "kind": "readme", "missing": false, "url": "https://github.com/OpenMOSS/MOVA"}, {"content_hash": "aaf084a1e7e0ee6d9a3c1b2c06a77ac624bb8019db3f94c7d928cd31eb002750", "fetched_at": "2026-08-29T12:48:17.744312+00:00", "kind": "homepage", "missing": false, "url": "https://mosi.cn/models/mova"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 100, "longevity": 15, "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": 217, "days_push": 2, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 60, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 5, "stale_scrape": false}}