{"adoption": {"forks": 3441, "observed_at": "2026-09-06T21:20:33.019334+00:00", "stars": 14436}, "canonical_url": "https://ross.abutalabs.com/products/dlib", "card": {"archived": false, "artifact_type": "library", "description": "A toolkit for making real world machine learning and data analysis applications in C++", "domain": ["machine-learning", "computer-vision", "deep-learning", "data-science", "image-processing", "developer-tools"], "enriched": true, "function": ["machine-learning", "deep-learning", "computer-vision", "image-processing", "nlp", "data-science", "graphics", "gui", "http-server", "math"], "health_score": 96, "homepage": "http://dlib.net", "language": "C++", "license": "BSL-1.0", "license_family": "other", "maturity": "stable", "member_repos": ["davisking/dlib", "davisking/dlib-models"], "name": "dlib", "platform": ["cpp", "python", "cross-platform", "windows"], "pushed_at": "2026-08-11T03:03:36+00:00", "repo": "davisking/dlib", "stars": 14436, "tags": ["face-detection", "face-landmarks", "svm", "object-detection", "linear-algebra", "cmake", "boost-license", "pretrained-models", "algorithms", "linux", "macos"], "topics": ["machine-learning", "deep-learning", "c-plus-plus", "python", "computer-vision", "machine-learning-library", "dlib"], "urls": [{"kind": "homepage", "url": "http://dlib.net"}, {"kind": "site_page", "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"kind": "site_page", "url": "https://dlib.net/faq.html"}], "use_cases": ["detect faces and facial landmarks in images", "train object detection models in C++", "run deep learning inference without a heavy framework", "perform SVM classification and regression", "do linear algebra and matrix computations in C++", "build image processing pipelines", "use machine learning from Python via pip install dlib"], "what_it_is": "Dlib is a modern C++ toolkit containing machine learning algorithms, deep learning tools, computer vision, linear algebra, and general-purpose utilities for building real-world applications. It also ships a Python API installable via pip and provides pretrained models for tasks like face detection and landmark estimation.", "when_to_avoid": ["you need GPU-accelerated transformer or LLM workloads better served by PyTorch", "you want a Python-first ecosystem with extensive community tooling", "you need prebuilt wheels for every platform or quick prototyping over performance"], "when_to_choose": ["you need high-performance ML/computer vision in C++ with minimal dependencies", "you want face detection or landmark models that run on CPU", "you need a broad set of algorithms (SVM, clustering, optimization, geometry) in one library", "you want a permissive Boost license for commercial use"]}, "data_as_of": "2026-09-07T08:21:23.190159+00:00", "members": [{"path": "/repos/davisking/dlib", "repo": "davisking/dlib", "role": "main", "score": 86}, {"path": "/repos/davisking/dlib-models", "repo": "davisking/dlib-models", "role": "docs", "score": 33}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-09-06T21:20:33.019334+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:12:34.548126+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "94b0e54cb251e7d63b80df05b3999b92d5129da6762208e6b7b9de2147e052ad", "fetched_at": "2026-09-06T21:20:33.019334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/davisking/dlib"}, {"content_hash": "0c54511dd6a16530bce7c7a6c618072946d1ee802f1103076f30d47aabbfda91", "fetched_at": "2026-08-29T08:06:04.117144+00:00", "kind": "homepage", "missing": false, "url": "http://dlib.net"}, {"content_hash": "06c4c21353a66313be3bbf1c6493e2609a6bcc374cac169ae5bfff16cb9f3cc2", "fetched_at": "2026-08-29T08:06:04.126696+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/rank_features_ex.cpp.html"}, {"content_hash": "ef0f727787f00fd940d48269e5b110da702bc03abbc42481d93cacfacf29958c", "fetched_at": "2026-08-29T08:06:04.128886+00:00", "kind": "site_page", "missing": false, "url": "https://dlib.net/faq.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 96, "longevity": 100, "rhythm": 64}, "computed_at": "2026-09-07T02:58:08.109385+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4604, "days_push": 26, "days_rel": 161, "gap_med": 42.0, "n_releases_24m": 5}, "score": 86, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 0, "stale_scrape": false}}