{"id":27505083,"url":"https://github.com/mongodb-developer/GenAI-Showcase","last_synced_at":"2025-04-17T18:02:22.317Z","repository":{"id":223195596,"uuid":"750371625","full_name":"mongodb-developer/GenAI-Showcase","owner":"mongodb-developer","description":"GenAI Cookbook","archived":false,"fork":false,"pushed_at":"2025-04-10T22:43:38.000Z","size":70873,"stargazers_count":3511,"open_issues_count":11,"forks_count":582,"subscribers_count":78,"default_branch":"main","last_synced_at":"2025-04-13T10:49:18.780Z","etag":null,"topics":["agents","artificial-intelligence","generative-ai","llms","rag"],"latest_commit_sha":null,"homepage":"https://www.mongodb.com/cloud/atlas/register","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mongodb-developer.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-01-30T14:20:36.000Z","updated_at":"2025-04-13T08:39:53.000Z","dependencies_parsed_at":"2024-02-18T23:19:55.917Z","dependency_job_id":"b083d5e5-d915-40ca-8a7b-b06fdb70b206","html_url":"https://github.com/mongodb-developer/GenAI-Showcase","commit_stats":{"total_commits":250,"total_committers":22,"mean_commits":"11.363636363636363","dds":0.692,"last_synced_commit":"d305556ac410336b0ed7801e8e0bb51a8098f968"},"previous_names":["mongodb-developer/genai-showcase"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodb-developer%2FGenAI-Showcase","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodb-developer%2FGenAI-Showcase/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodb-developer%2FGenAI-Showcase/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mongodb-developer%2FGenAI-Showcase/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mongodb-developer","download_url":"https://codeload.github.com/mongodb-developer/GenAI-Showcase/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":249362769,"owners_count":21257665,"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":["agents","artificial-intelligence","generative-ai","llms","rag"],"created_at":"2025-04-17T18:01:40.595Z","updated_at":"2025-04-17T18:02:22.309Z","avatar_url":"https://github.com/mongodb-developer.png","language":"Jupyter Notebook","readme":"## MongoDB's GenAI Showcase\n\nWelcome to MongoDB's Generative AI Showcase Repository!\n\nWhether you are just starting out on your Generative AI journey, or looking to build advanced GenAI applications, we've got you covered. This repository has an exhaustive list of examples and sample applications that cover Retrieval-Augmented Generation (RAG), AI Agents, and industry-specific use cases.\n\nDiscover how MongoDB integrates into RAG pipelines and AI Agents, serving as a vector database, operational database, and memory provider.\n\n## Contents\n\nThis repo mainly contains:\n\n| Folder | Description |\n|--------|-------------|\n| [`notebooks`](notebooks/README.md) | Jupyter notebooks examples for RAG, agentic applications, evaluations etc. |\n| [`apps`](apps/README.md) | Javascipt and Python apps and demos |\n| [`partners`](partners/README.md) | Contributions from our AI partners |\n\n## Getting Started\n\nYou will need to connect to a MongoDB cluster to run any of the apps or examples in this repo. Follow these steps to get set up:\n\n* Register for a [free MongoDB Atlas account](https://www.mongodb.com/cloud/atlas/register)\n* [Create a new database cluster](https://www.mongodb.com/docs/guides/atlas/cluster/)\n* [Obtain the connection string](https://www.mongodb.com/docs/guides/atlas/connection-string/) for your database cluster\n\n## Contributing\n\nWe welcome contributions! Please read our [Contribution Guidelines](CONTRIBUTING.md) for more information on how to participate.\n\n## License\n\nThis project is licensed under the [MIT License](LICENSE).\n\n## Getting Support\n\nAs you work through these examples, if you encounter any problems, please [open a new issue](https://github.com/mongodb-developer/GenAI-Showcase/issues/new).\n\n## Additional Resources\n\n* [AI Learning Hub](https://www.mongodb.com/resources/use-cases/artificial-intelligence?utm_campaign=ai_learning_hub\u0026utm_source=github\u0026utm_medium=referral)\n* [GenAI Community Forum](https://www.mongodb.com/community/forums/c/generative-ai/162)\n* [Tutorials and code examples from our official docs](https://github.com/mongodb/docs-notebooks)\n","funding_links":[],"categories":["Repos","Autonomous Research \u0026 Content Generation","Jupyter Notebook"],"sub_categories":["Reasoning Frameworks"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmongodb-developer%2FGenAI-Showcase","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmongodb-developer%2FGenAI-Showcase","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmongodb-developer%2FGenAI-Showcase/lists"}