{"data":{"slug":"superduper-io-superduper","name":"superduper","tagline":"End-to-end framework for building custom AI applications and agents.","github_url":"https://github.com/superduper-io/superduper","owner":"superduper-io","repo":"superduper","owner_avatar_url":"https://avatars.githubusercontent.com/u/120034956?v=4","primary_language":"Python","stars":5313,"forks":544,"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"],"archived":false,"github_pushed_at":"2025-09-01T15:20:18+00:00","maintenance_label":"Slowing","stars_delta_30d":9,"url":"https://www.graphcanon.com/tools/superduper-io-superduper","markdown_url":"https://www.graphcanon.com/tools/superduper-io-superduper.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/superduper-io-superduper","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=superduper-io-superduper","description":"Superduper: End-to-end framework for building custom AI applications and agents.","homepage_url":"https://superduper.io","license":"Apache-2.0","open_issues":36,"watchers":42,"ai_summary":"Superduper: A comprehensive Python-based platform supporting development, inference, and deployment of AI agents and applications. It provides tools for end-to-end workflows including data handling, model training, inference serving, and more.","readme_excerpt":"## 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\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.","github_created_at":"2022-08-30T12:51:24+00:00","created_at":"2026-07-07T17:42:07.961987+00:00","updated_at":"2026-08-20T12:01:47.620915+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"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":"developer-tools","name":"Developer Tools","url":"https://www.graphcanon.com/categories/developer-tools","markdown_url":"https://www.graphcanon.com/categories/developer-tools.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/developer-tools"},{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"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":"chatbot","name":"chatbot"},{"slug":"data","name":"data"},{"slug":"database","name":"database"},{"slug":"distributed-ml","name":"distributed-ml"},{"slug":"inference","name":"inference"},{"slug":"llm-inference","name":"llm-inference"},{"slug":"llm-serving","name":"llm-serving"}],"trust":{"provenance":{"is_fork":false,"github_id":530655405,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-08-20T12:01:46.511Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":352,"last_release_at":"2025-08-26T07:40:34Z","stars_delta_30d":9,"open_issues_delta_30d":0},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:20:13.612Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-20T12:01:47.324Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-08-20T12:01:47.324Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-20T12:01:47.324Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["Support for specific database backends can be configured via plugins."],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["* You require a comprehensive environment for deploying both AI applications and agents that can integrate with MongoDB or similar backends.","* Your project needs robust support for pre-trained models, allowing quick deployment without extensive model training from scratch."],"when_not_to_use":["* If your team is looking for a more specialized tool tailored to specific aspects of ML workflows (e.g., only serving inference), rather than an all-in-one solution like Superduper.","* When Python 3.10+ is not available or feasible in your project environment, as Superduper requires this version to operate."],"source":"enrich:decision_facts","observed_at":"2026-07-12T03:41:33.999Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"Support for specific database backends can be configured via plugins."},{"label":"Adopt for","value":"Superduper provides an extensive end-to-end framework for building custom AI applications and agents, leveraging a variety of technologies including Python and PyTorch."}]}}