{"data":{"slug":"google-research-google-research","name":"google-research","tagline":"Google Research Repository","github_url":"https://github.com/google-research/google-research","owner":"google-research","repo":"google-research","owner_avatar_url":"https://avatars.githubusercontent.com/u/43830688?v=4","primary_language":"Jupyter Notebook","stars":38480,"forks":8461,"topics":["ai","machine-learning","research"],"archived":false,"github_pushed_at":"2026-07-30T10:19:37+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/google-research-google-research","markdown_url":"https://www.graphcanon.com/tools/google-research-google-research.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/google-research-google-research","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=google-research-google-research","description":"Google Research","homepage_url":"https://research.google","license":"Apache-2.0","open_issues":1984,"watchers":780,"ai_summary":"Houses diverse machine-learning projects and datasets.","readme_excerpt":"# Google Research\n\nThis repository contains code released by\n[Google Research](https://research.google).\n\nAll datasets in this repository are released under the CC BY 4.0 International\nlicense, which can be found here:\nhttps://creativecommons.org/licenses/by/4.0/legalcode.  All source files in this\nrepository are released under the Apache 2.0 license, the text of which can be\nfound in the LICENSE file.\n\n---\n\nBecause the repo is large, we recommend you download only the subdirectory of\ninterest:\n\n* Use GitHub editor to open the project. To open the editor change the url from\ngithub.com to github.dev in the address bar.\n* In the left navigation panel, right-click on the folder of interest and select\ndownload.\n\nIf you'd like to submit a pull request, you'll need to clone the repository;\nwe recommend making a shallow clone (without history).\n\n```\ngit clone git@github.com:google-research/google-research.git --depth=1\n```\n\n---\n\n*Disclaimer: This is not an official Google product.*\n\nUpdated in 2023.","github_created_at":"2018-10-04T18:42:48+00:00","created_at":"2026-07-11T23:46:36.554161+00:00","updated_at":"2026-08-05T18:01:28.095363+00:00","categories":[{"slug":"data-retrieval","name":"Data & Retrieval","url":"https://www.graphcanon.com/categories/data-retrieval","markdown_url":"https://www.graphcanon.com/categories/data-retrieval.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/data-retrieval"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"ai","name":"ai"},{"slug":"machine-learning","name":"machine-learning"},{"slug":"research","name":"research"}],"trust":{"provenance":{"is_fork":false,"github_id":151619717,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-05T18:01:27.283Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":0,"days_since_push":6,"last_release_at":null},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T23:46:38.572Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-05T18:01:27.796Z"},"languages":{"value":["jupyter notebook"],"source":"github.language","observed_at":"2026-08-05T18:01:27.796Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-05T18:01:27.796Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["Requires a working understanding of how to navigate large repositories and selectively clone desired subdirectories."],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["When you need access to high-quality machine learning datasets released under the CC BY 4.0 International license alongside Apache-2.0 licensed code from Google researchers.","If your project requires the use of Jupyter Notebooks and benefits from a large, academic-grade set of resources that align with Apache licensing requirements."],"when_not_to_use":["When the need is for simpler or more streamlined datasets that match different licensing needs apart from CC BY 4.0 International and Apache-2.0.","If you require a repository with an official product-level support guarantee from Google, as this resource has explicitly declared itself as non-official."],"source":"enrich:decision_facts","observed_at":"2026-07-15T12:21:22.898Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"Requires a working understanding of how to navigate large repositories and selectively clone desired subdirectories."},{"label":"Adopt for","value":"Popular for its research-grade projects hosted by Google Research, this repository offers diverse machine-learning datasets and source files under specific licenses."},{"label":"License detail","value":"Code is under Apache-2.0 license while datasets are released under CC BY 4.0 International license."}]}}