{"id":13441364,"url":"https://github.com/superduper-io/superduper","last_synced_at":"2025-05-14T22:05:40.357Z","repository":{"id":185603269,"uuid":"530655405","full_name":"superduper-io/superduper","owner":"superduper-io","description":"Superduper: End-to-end framework for building custom AI applications and agents.","archived":false,"fork":false,"pushed_at":"2025-05-14T13:12:03.000Z","size":77217,"stargazers_count":5057,"open_issues_count":91,"forks_count":494,"subscribers_count":44,"default_branch":"main","last_synced_at":"2025-05-14T22:05:07.403Z","etag":null,"topics":["ai","chatbot","data","database","distributed-ml","inference","llm-inference","llm-serving","llmops","ml","mlops","mongodb","pretrained-models","python","pytorch","rag","semantic-search","torch","transformers","vector-search"],"latest_commit_sha":null,"homepage":"https://superduper.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/superduper-io.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2022-08-30T12:51:24.000Z","updated_at":"2025-05-14T13:12:08.000Z","dependencies_parsed_at":"2024-01-02T02:47:40.511Z","dependency_job_id":"198321ba-928f-4a00-9260-5bd33b80c98b","html_url":"https://github.com/superduper-io/superduper","commit_stats":{"total_commits":2307,"total_committers":48,"mean_commits":48.0625,"dds":0.6948417858690941,"last_synced_commit":"05abed0536683099179473920a492a1f68e54b36"},"previous_names":["superduperdb/superduperdb","superduperdb/superduper","superduper-io/superduper"],"tags_count":82,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superduper-io%2Fsuperduper","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superduper-io%2Fsuperduper/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superduper-io%2Fsuperduper/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superduper-io%2Fsuperduper/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/superduper-io","download_url":"https://codeload.github.com/superduper-io/superduper/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254235687,"owners_count":22036962,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","chatbot","data","database","distributed-ml","inference","llm-inference","llm-serving","llmops","ml","mlops","mongodb","pretrained-models","python","pytorch","rag","semantic-search","torch","transformers","vector-search"],"created_at":"2024-07-31T03:01:33.134Z","updated_at":"2025-05-14T22:05:40.265Z","avatar_url":"https://github.com/superduper-io.png","language":"Python","funding_links":[],"categories":["Python","*Ops for AI","AI拓展工具","HarmonyOS","排行榜 [2025-03-18]","chatbot","\u003ca name=\"Python\"\u003e\u003c/a\u003ePython","Chatbots \u0026 Virtual Companions"],"sub_categories":["Model Serving \u0026 Inference","Windows Manager"],"readme":"\u003cdiv align=\"center\"\u003e\n  \u003ca href=\"https://www.superduper.io\"\u003e\n    \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/superduper-io/superduper-docs/main/static/img/SuperDuperDB_logo_white.svg\"\u003e\n      \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"https://raw.githubusercontent.com/superduper-io/superduper-docs/main/static/img/SuperDuperDB_logo_color.svg\"\u003e\n      \u003cimg width=\"50%\" alt=\"SuperDuper logo\" src=\"https://raw.githubusercontent.com/superduper-io/superduper-docs/main/static/img/SuperDuperDB_logo_color.svg\"\u003e\n    \u003c/picture\u003e\n  \u003c/a\u003e\n\u003c/div\u003e\n\u003cdiv align=\"center\"\u003e\n  \u003ch1\u003eBuild database-integrated AI-agents and applications with your favourite tools\u003c/h1\u003e\n\u003c/div\u003e\n\n\n\u003cdiv align=\"center\"\u003e\n  \u003ch2\u003e\n    \u003ca href=\"https://docs.superduper.io\"\u003e\u003cstrong\u003eDocs\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://blog.superduper.io\"\u003e\u003cstrong\u003eBlog\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://superduper.io\"\u003e\u003cstrong\u003eWebsite\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://docs.superduper.io/docs/category/templates\"\u003e\u003cstrong\u003eTemplates\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://join.slack.com/t/superduper-public/shared_invite/zt-1yodhtx8y-KxzECued5QBtT6JFnsSNrQ\"\u003e\u003cstrong\u003eSlack\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://www.youtube.com/channel/UC-clq9x8EGtQc6MHW0GF73g\"\u003e\u003cstrong\u003eYoutube\u003c/strong\u003e\u003c/a\u003e |\n    \u003ca href=\"https://www.linkedin.com/company/superduper-io\"\u003e\u003cstrong\u003eLinkedIn\u003c/strong\u003e\u003c/a\u003e\n  \u003c/h2\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003ch2\u003e\n    \u003ca href=\"https://pypi.org/project/superduper-framework\"\u003e\u003cimg src=\"https://img.shields.io/pypi/v/superduper-framework?color=%23007ec6\u0026label=pypi%20package\" alt=\"Package version\"\u003e\u003c/a\u003e\n    \u003ca href=\"https://pypi.org/project/superduper-framework\"\u003e\u003cimg src=\"https://img.shields.io/pypi/pyversions/superduper-framework\" alt=\"Supported Python versions\"\u003e\u003c/a\u003e    \n    \u003ca href=\"https://github.com/superduper-io/superduper/actions/workflows/ci_code.yml\"\u003e\u003cimg src=\"https://github.com/superduper-io/superduper/actions/workflows/ci_code.yml/badge.svg?branch=main\" /\u003e\u003c/a\u003e\n    \u003ca href=\"https://github.com/superduper-io/superduper/blob/main/LICENSE\"\u003e\u003cimg src=\"https://img.shields.io/badge/license-Apache_2.0-green\" alt=\"License - Apache 2.0\"\u003e\u003c/a\u003e  \n  \u003c/h2\u003e\n\u003c/div\u003e\n\n## Installation\n\n*Required: Make sure that you have Python 3.10+ installed.*\n\nInstall the base package:\n\n```bash\npip install superduper-framework \u003e= 0.6.0\n```\n\nInstall a plugin for your databackend:\n\n```bash\n# at least one or more of the following:\npip install superduper-mongodb \u003e= 0.6.0\n# or\npip install superduper-sql \u003e= 0.6.0\n# or\npip install superduper-snowflake \u003e= 0.6.0\n```\n\nInstall additional plugins for your use-case (optional):\n\n```bash\npip install superduper-\u003cplugin_name\u003e\n```\n\n## Check out the documentation\n\nRight [here](https://docs.superduper.io).\n\n## Community \u0026 getting help \n\nIf you have any problems, questions, comments, or ideas:\n- Join \u003ca href=\"https://join.slack.com/t/superduper-public/shared_invite/zt-1yodhtx8y-KxzECued5QBtT6JFnsSNrQ\"\u003eour Slack\u003c/a\u003e (we look forward to seeing you there).\n- Search through \u003ca href=\"https://github.com/superduper-io/superduper/discussions\"\u003eour GitHub Discussions\u003c/a\u003e, or \u003ca href=\"https://github.com/superduper-io/superduper/discussions/new/choose\"\u003eadd a new question\u003c/a\u003e.\n- Comment \u003ca href=\"https://github.com/superduper-io/superduper/issues/\"\u003ean existing issue\u003c/a\u003e or create \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003ea new one\u003c/a\u003e.\n- Help us to improve Superduper by providing your valuable feedback \u003ca href=\"https://github.com/superduper-io/superduper/discussions/new/choose\"\u003ehere\u003c/a\u003e!\n- Email us at `gethelp@superduper.io`.\n- Visit our [YouTube channel](https://www.youtube.com/@superduper-io).\n- Follow us on [Twitter (now X)](https://twitter.com/superduperdb).\n- Connect with us on [LinkedIn](https://www.linkedin.com/company/superduper-io).\n- Feel free to contact a maintainer or community volunteer directly! \n\n## Contributing  \nThere are many ways to contribute, and they are not limited to writing code. We welcome all contributions such as:\n\n- \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003eBug reports\u003c/a\u003e\n- \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003eDocumentation improvements\u003c/a\u003e\n- \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003eEnhancement suggestions\u003c/a\u003e\n- \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003eFeature requests\u003c/a\u003e\n- \u003ca href=\"https://github.com/superduper-io/superduper/issues/new/choose\"\u003eExpanding the tutorials and use case examples\u003c/a\u003e\n\nPlease see our [Contributing Guide](CONTRIBUTING.md) for details.\n\n## Contributors\n\nThanks goes to these wonderful people:\n\n\u003ca href=\"https://github.com/superduper-io/superduper/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=superduperdb/superduper\" /\u003e\n\u003c/a\u003e\n\n\n## License  \n\nSuperduper is open-source and intended to be a community effort, and it wouldn't be possible without your support and enthusiasm.\nIt is distributed under the terms of the Apache 2.0 license. Any contribution made to this project will be subject to the same provisions.\n\n## Join Us \nWe are looking for nice people who are invested in the problem we are trying to solve to join us full-time. Find roles that we are trying to fill \u003ca href=\"https://join.com/companies/superduper\"\u003ehere\u003c/a\u003e!\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuperduper-io%2Fsuperduper","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsuperduper-io%2Fsuperduper","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuperduper-io%2Fsuperduper/lists"}