[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-10444":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":23,"hasPages":23,"topics":25,"createdAt":10,"pushedAt":10,"updatedAt":46,"readmeContent":47,"aiSummary":48,"trendingCount":16,"starSnapshotCount":16,"syncStatus":18,"lastSyncTime":49,"discoverSource":50},10444,"superduper","superduper-io\u002Fsuperduper","superduper-io","Superduper: End-to-end framework for building custom AI applications and agents.","https:\u002F\u002Fsuperduper.io",null,"Python",5290,540,42,29,0,1,2,13,3,39.2,"Apache License 2.0",false,"main",[26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45],"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","2026-06-12 02:02:21","\u003Cdiv align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fwww.superduper.io\">\n    \u003Cpicture>\n      \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fsuperduper-io\u002Fsuperduper-docs\u002Fmain\u002Fstatic\u002Fimg\u002FSuperDuperDB_logo_white.svg\">\n      \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fsuperduper-io\u002Fsuperduper-docs\u002Fmain\u002Fstatic\u002Fimg\u002FSuperDuperDB_logo_color.svg\">\n      \u003Cimg width=\"50%\" alt=\"SuperDuper logo\" src=\"https:\u002F\u002Fraw.githubusercontent.com\u002Fsuperduper-io\u002Fsuperduper-docs\u002Fmain\u002Fstatic\u002Fimg\u002FSuperDuperDB_logo_color.svg\">\n    \u003C\u002Fpicture>\n  \u003C\u002Fa>\n\u003C\u002Fdiv>\n\u003Cdiv align=\"center\">\n  \u003Ch1>Build database-integrated AI-agents and applications with your favourite tools\u003C\u002Fh1>\n\u003C\u002Fdiv>\n\n\n\u003Cdiv align=\"center\">\n  \u003Ch2>\n    \u003Ca href=\"https:\u002F\u002Fdocs.superduper.io\">\u003Cstrong>Docs\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fblog.superduper.io\">\u003Cstrong>Blog\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fsuperduper.io\">\u003Cstrong>Website\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fdocs.superduper.io\u002Fdocs\u002Fcategory\u002Ftemplates\">\u003Cstrong>Templates\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fjoin.slack.com\u002Ft\u002Fsuperduper-public\u002Fshared_invite\u002Fzt-1yodhtx8y-KxzECued5QBtT6JFnsSNrQ\">\u003Cstrong>Slack\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fwww.youtube.com\u002Fchannel\u002FUC-clq9x8EGtQc6MHW0GF73g\">\u003Cstrong>Youtube\u003C\u002Fstrong>\u003C\u002Fa> |\n    \u003Ca href=\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fsuperduper-io\">\u003Cstrong>LinkedIn\u003C\u002Fstrong>\u003C\u002Fa>\n  \u003C\u002Fh2>\n\u003C\u002Fdiv>\n\n\u003Cdiv align=\"center\">\n  \u003Ch2>\n    \u003Ca href=\"https:\u002F\u002Fpypi.org\u002Fproject\u002Fsuperduper-framework\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fv\u002Fsuperduper-framework?color=%23007ec6&label=pypi%20package\" alt=\"Package version\">\u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fpypi.org\u002Fproject\u002Fsuperduper-framework\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fpypi\u002Fpyversions\u002Fsuperduper-framework\" alt=\"Supported Python versions\">\u003C\u002Fa>    \n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Factions\u002Fworkflows\u002Fci_code.yml\">\u003Cimg src=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Factions\u002Fworkflows\u002Fci_code.yml\u002Fbadge.svg?branch=main\" \u002F>\u003C\u002Fa>\n    \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fblob\u002Fmain\u002FLICENSE\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Flicense-Apache_2.0-green\" alt=\"License - Apache 2.0\">\u003C\u002Fa>  \n  \u003C\u002Fh2>\n\u003C\u002Fdiv>\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 >= 0.7.0\n```\n\nInstall a plugin for your databackend:\n\n```bash\n# at least one or more of the following:\npip install superduper-mongodb >= 0.7.0\n# or\npip install superduper-sql >= 0.7.0\n# or\npip install superduper-snowflake >= 0.7.0\n# or\npip install superduper-redis >= 0.7.0\n```\n\nInstall additional plugins for your use-case (optional):\n\n```bash\npip install superduper-\u003Cplugin_name>\n```\n\n## Check out the documentation\n\nRight [here](https:\u002F\u002Fdocs.superduper.io).\n\n## Community & getting help \n\nIf you have any problems, questions, comments, or ideas:\n- Join \u003Ca href=\"https:\u002F\u002Fjoin.slack.com\u002Ft\u002Fsuperduper-public\u002Fshared_invite\u002Fzt-1yodhtx8y-KxzECued5QBtT6JFnsSNrQ\">our Slack\u003C\u002Fa> (we look forward to seeing you there).\n- Search through \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fdiscussions\">our GitHub Discussions\u003C\u002Fa>, or \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fdiscussions\u002Fnew\u002Fchoose\">add a new question\u003C\u002Fa>.\n- Comment \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002F\">an existing issue\u003C\u002Fa> or create \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">a new one\u003C\u002Fa>.\n- Help us to improve Superduper by providing your valuable feedback \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fdiscussions\u002Fnew\u002Fchoose\">here\u003C\u002Fa>!\n- Email us at `gethelp@superduper.io`.\n- Visit our [YouTube channel](https:\u002F\u002Fwww.youtube.com\u002F@superduper-io).\n- Follow us on [Twitter (now X)](https:\u002F\u002Ftwitter.com\u002Fsuperduperdb).\n- Connect with us on [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fsuperduper-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:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">Bug reports\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">Documentation improvements\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">Enhancement suggestions\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">Feature requests\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fissues\u002Fnew\u002Fchoose\">Expanding the tutorials and use case examples\u003C\u002Fa>\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:\u002F\u002Fgithub.com\u002Fsuperduper-io\u002Fsuperduper\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Fcontrib.rocks\u002Fimage?repo=superduperdb\u002Fsuperduper\" \u002F>\n\u003C\u002Fa>\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:\u002F\u002Fjoin.com\u002Fcompanies\u002Fsuperduper\">here\u003C\u002Fa>!\n","Superduper 是一个用于构建自定义AI应用和代理的端到端框架。它支持多种数据库后端（如MongoDB、SQL、Snowflake等），并提供了丰富的插件以适应不同场景下的需求，使得开发者能够利用PyTorch、Transformers等流行的机器学习库轻松集成AI能力到应用程序中。该项目采用Python编写，具备良好的扩展性和灵活性，适用于需要将AI模型与数据存储系统紧密结合的应用开发场景，例如智能客服机器人、基于语义搜索的信息检索系统等。","2026-06-11 03:28:25","top_topic"]