{"adoption": {"forks": 189, "observed_at": "2026-08-28T04:06:59.267889+00:00", "stars": 2539}, "canonical_url": "https://ross.abutalabs.com/products/mplug-owl", "card": {"archived": false, "artifact_type": "library", "description": "mPLUG-Owl: The Powerful Multi-modal Large Language Model  Family", "domain": ["large-language-models", "artificial-intelligence", "computer-vision", "machine-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-inference", "chatbot", "image-processing", "video-processing", "nlp"], "health_score": 29, "homepage": "https://www.modelscope.cn/studios/damo/mPLUG-Owl", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["X-PLUG/mPLUG-Owl"], "name": "X-PLUG/mPLUG-Owl", "platform": ["python", "cross-platform"], "pushed_at": "2025-04-02T12:30:45+00:00", "repo": "X-PLUG/mPLUG-Owl", "stars": 2539, "tags": ["multimodal", "vision-language-model", "instruction-tuning", "huggingface", "pytorch", "llama", "image-understanding", "video-understanding", "mplug-owl", "modelscope", "natural-language-processing", "gpu"], "topics": ["chatbot", "chatgpt", "large-language-models", "llama", "multimodal", "damo", "mplug", "instruction-tuning", "pretraining", "mplug-owl", "huggingface", "pytorch", "transformer", "alpaca", "visual-recognition", "gpt", "gpt4", "gpt4-api", "dialogue", "video"], "urls": [], "use_cases": ["chat with an AI about images", "build a multimodal chatbot that understands pictures", "run visual question answering on images and videos", "fine-tune a vision-language model on my own data", "understand long sequences of images with an LLM", "describe video content with a large language model", "deploy a GPT-4-like multimodal assistant locally"], "what_it_is": "mPLUG-Owl is a family of open-source multimodal large language models that combine visual encoders with LLMs (built on LLaMA) for image and video understanding plus dialogue. It includes mPLUG-Owl, Owl2, and Owl3 with pretrained weights and training/inference code released on HuggingFace.", "when_to_avoid": ["you only need text-only LLM inference", "you lack GPU resources for 7B-scale models", "you need a production-ready commercial API rather than research code", "you need audio or speech modality support"], "when_to_choose": ["you need an open-source multimodal LLM for image or video understanding", "you want to fine-tune or research vision-language models", "you need Chinese and English multimodal dialogue support", "you want CVPR-validated architectures with released weights"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mplug-owl", "repo": "X-PLUG/mPLUG-Owl", "role": "main", "score": 36}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:59.267889+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:25:09.879215+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0cf8abbdd149e518450427bae9a0331f9fd9636ffca7a72d9f00b8ee9582f886", "fetched_at": "2026-08-28T04:06:59.267889+00:00", "kind": "readme", "missing": false, "url": "https://github.com/X-PLUG/mPLUG-Owl"}, {"content_hash": "473f667bb4f3bb49aefbf0808d91d1204a96efea61242e0edba7863f1b16ec07", "fetched_at": "2026-08-29T10:07:14.164832+00:00", "kind": "homepage", "missing": false, "url": "https://www.modelscope.cn/studios/damo/mPLUG-Owl"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 14, "longevity": 87, "rhythm": 35}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1227, "days_push": 518, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 36, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}