{"id":37637057,"url":"https://github.com/superlinked/superlinked-recipes","last_synced_at":"2026-01-16T11:10:35.078Z","repository":{"id":268431764,"uuid":"904333578","full_name":"superlinked/superlinked-recipes","owner":"superlinked","description":null,"archived":false,"fork":false,"pushed_at":"2025-10-26T12:47:24.000Z","size":2321,"stargazers_count":10,"open_issues_count":0,"forks_count":0,"subscribers_count":6,"default_branch":"main","last_synced_at":"2026-01-15T16:15:29.216Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/superlinked.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2024-12-16T17:26:48.000Z","updated_at":"2025-12-06T05:07:19.000Z","dependencies_parsed_at":"2024-12-16T18:40:23.506Z","dependency_job_id":"9664e914-7bb4-40bc-b1ef-52589b9bfdea","html_url":"https://github.com/superlinked/superlinked-recipes","commit_stats":null,"previous_names":["superlinked/superlinked-recipes"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/superlinked/superlinked-recipes","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superlinked%2Fsuperlinked-recipes","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superlinked%2Fsuperlinked-recipes/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superlinked%2Fsuperlinked-recipes/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superlinked%2Fsuperlinked-recipes/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/superlinked","download_url":"https://codeload.github.com/superlinked/superlinked-recipes/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/superlinked%2Fsuperlinked-recipes/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28478122,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-16T06:30:42.265Z","status":"ssl_error","status_checked_at":"2026-01-16T06:30:16.248Z","response_time":107,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":[],"created_at":"2026-01-16T11:10:35.017Z","updated_at":"2026-01-16T11:10:35.067Z","avatar_url":"https://github.com/superlinked.png","language":"Jupyter Notebook","readme":"# Superlinked Recipes\n\nThis repository showcases projects using Superlinked for various use cases: Multi-Modal Semantic Search, Recommendation System, and RAG.\n\nEach project is a standalone application utilizing Superlinked. A public Streamlit app is available for experimentation. Projects can be run locally or via our free-tier cloud solution with GCP. Detailed tutorials are provided for each project.\n\nSuperlinked is a framework for building scalable applications with multi-modal vector search. The core is open-source, but the Cloud solution offers additional features like batch-module, CLI, monitoring, and more.\n\nLearn more about Superlinked:\n- [Website](https://superlinked.com)\n- [GitHub](https://github.com/superlinked/superlinked)\n- [Documentation](https://docs.superlinked.com)\n\n## Multi-Modal Semantic Search\n\nMulti-Modal Semantic Search enables you to search across diverse data types by understanding the context and meaning, rather than relying solely on keywords. Superlinked supports various modalities as primary features, including [text](https://github.com/superlinked/superlinked/blob/main/notebook/feature/text_embedding.ipynb), [images](https://github.com/superlinked/superlinked/blob/main/notebook/image_search_e_commerce.ipynb), [numbers](https://github.com/superlinked/superlinked/blob/main/notebook/feature/number_embedding_minmax.ipynb), [categories](https://github.com/superlinked/superlinked/blob/main/notebook/feature/categorical_embedding.ipynb), and [recency](https://github.com/superlinked/superlinked/blob/main/notebook/feature/recency_embedding.ipynb). If you prefer to use your own embeddings, Superlinked offers a [CustomSpace](https://github.com/superlinked/superlinked/blob/main/notebook/feature/custom_space.ipynb) feature to accommodate this need.\n\nSuperlinked allows you to fine-tune the importance of different attributes for each query by adjusting [weights at query time](https://github.com/superlinked/superlinked/blob/main/notebook/feature/dynamic_parameters.ipynb), making the process straightforward and intuitive. To further simplify the experience, Superlinked offers a [Natural Language Interface](https://github.com/superlinked/superlinked/blob/main/notebook/feature/natural_language_querying.ipynb), enabling users to input their queries in plain, everyday language.\n\nA standout feature of Superlinked is its ability to handle data objects holistically, eliminating the need for Reciprocal Rank Fusion (RRF), which significantly enhances system performance. For those who require keyword search capabilities, Superlinked also provides Hybrid Search, again without the need for RRF.\n\nBelow is a table showcasing projects built using Superlinked, demonstrating the power of multi-modal semantic search.\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth valign=\"top\"\u003eRecipe\u003c/th\u003e\n    \u003cth valign=\"top\"\u003eKey Features\u003c/th\u003e\n    \u003cth valign=\"top\"\u003eModalities\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd valign=\"top\"\u003e\n      \u003ca href=\"./projects/hotel-search\"\u003e\u003cstrong\u003e📂 Hotel Search\u003c/strong\u003e\u003c/a\u003e\u003cbr\u003e\n      \u003ca href=\"https://hotel-search-recipe.superlinked.io/\"\u003e🚀 Try it now\u003c/a\u003e\u003cbr\u003e\n      \u003c!-- \u003ca href=\"https://www.loom.com/share/not-found\"\u003e💁 Video walkthrough\u003c/a\u003e --\u003e\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n        Natural Language Queries\u003cbr\u003e\n        Multi-modal Semantic Search\u003cbr\u003e\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n        Text\u003cbr\u003e\n        Numbers\u003cbr\u003e\n        Categories\u003cbr\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n## Recommendation System\n\nRecommendation Systems combine Semantic Search and personalization for relevant suggestions based on user preferences.\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003cth valign=\"top\"\u003eRecipe\u003c/th\u003e\n    \u003cth valign=\"top\"\u003eKey Features\u003c/th\u003e\n    \u003cth valign=\"top\"\u003eModalities\u003c/th\u003e\n  \u003c/tr\u003e\n  \u003ctr\u003e\n    \u003ctd valign=\"top\"\u003e\n      \u003ca href=\"./projects/e-commerce\"\u003e\u003cstrong\u003e📂 E-Commerce RecSys\u003c/strong\u003e\u003cbr\u003e\n      \u003ca href=\"https://e-commerce-recsys-recipe.superlinked.io\"\u003e🚀 Try it now\u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n      Item-to-item recommendations\u003cbr\u003e\n      Item-to-user recommendations\u003cbr\u003e\n      Collaborative filtering\u003cbr\u003e\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n      Images\u003cbr\u003e\n      Text\u003cbr\u003e\n      Categories\u003cbr\u003e\n      Numbers\u003cbr\u003e\n    \u003c/td\u003e\n    \u003ctr\u003e\n    \u003ctd valign=\"top\"\u003e\n      \u003ca href=\"./projects/recsys-nlq\"\u003e\u003cstrong\u003e📂 RecSys NLQ\u003c/strong\u003e\u003cbr\u003e\n      \u003ca href=\"https://recsys-nlq-demo.superlinked.io/\"\u003e🚀 Try it now\u003c/a\u003e\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n      Item-to-item recommendations\u003cbr\u003e\n      Item-to-user recommendations\u003cbr\u003e\n      Collaborative filtering\u003cbr\u003e\n      NLQ\n    \u003c/td\u003e\n    \u003ctd valign=\"top\"\u003e\n      Images\u003cbr\u003e\n      Text\u003cbr\u003e\n      Categories\u003cbr\u003e\n      Numbers\u003cbr\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuperlinked%2Fsuperlinked-recipes","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsuperlinked%2Fsuperlinked-recipes","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsuperlinked%2Fsuperlinked-recipes/lists"}