{"adoption": {"forks": 21016, "observed_at": "2026-08-28T04:11:46.987271+00:00", "stars": 26492}, "canonical_url": "https://ross.abutalabs.com/products/darknet", "card": {"archived": false, "artifact_type": "framework", "description": "Convolutional Neural Networks", "domain": ["deep-learning", "computer-vision", "machine-learning", "gpu-computing"], "enriched": true, "function": ["deep-learning", "machine-learning", "computer-vision", "image-processing", "gpu-computing"], "health_score": 20, "homepage": "http://pjreddie.com/darknet/", "language": "C", "license": "NOASSERTION", "license_family": "other", "maturity": "maintenance", "member_repos": ["pjreddie/darknet"], "name": "pjreddie/darknet", "platform": ["cpp"], "pushed_at": "2024-05-03T13:53:58+00:00", "repo": "pjreddie/darknet", "stars": 26492, "tags": ["yolo", "object-detection", "cuda", "neural-networks", "c", "real-time-inference", "linux", "macos", "gpu"], "topics": [], "urls": [], "use_cases": ["run real-time object detection with yolo", "train a custom object detector on my own dataset", "classify images with resnet on cpu or gpu", "lightweight c neural network framework without python dependencies", "detect objects in images and video from the command line", "train an image classifier from scratch"], "what_it_is": "Darknet is an open-source neural network framework written in C and CUDA, best known as the original home of the YOLO real-time object detection system. It supports CPU and GPU computation and includes tools for image classification, object detection, and training custom networks.", "when_to_avoid": ["you need modern tooling, Python APIs, or active development - consider PyTorch-based YOLO implementations", "you need non-vision tasks like transformers or large-scale training", "you require a permissive license - the licensing here is non-standard"], "when_to_choose": ["you want a fast, dependency-light C/CUDA framework for YOLO-style object detection", "you need real-time inference on CPU or NVIDIA GPU without a Python stack", "you want to reproduce or build on classic YOLOv1-v4 research"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/darknet", "repo": "pjreddie/darknet", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:11:46.987271+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T16:55:51.797703+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "6ad278153db31e4358b6c43f38ed95172debd92b3a086c5dca102ba339a07688", "fetched_at": "2026-08-28T04:11:46.987271+00:00", "kind": "readme", "missing": false, "url": "https://github.com/pjreddie/darknet"}, {"content_hash": "4835fa4782caeea35848e45060266385e3320587b7f38ab9879db0f3ccf6e780", "fetched_at": "2026-08-29T07:52:08.595150+00:00", "kind": "homepage", "missing": false, "url": "http://pjreddie.com/darknet/"}, {"content_hash": "cba6380db3d54a603538c6eb4d014d654d498e83625ceef137adc14ceecc8f91", "fetched_at": "2026-08-29T07:52:08.604435+00:00", "kind": "site_page", "missing": false, "url": "https://pjreddie.com/darknet/install"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "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": 4527, "days_push": 852, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}