GoogleCloudPlatform/generative-aiPublic

Sample code and notebooks for Generative AI on Google Cloud, with Gemini Enterprise Agent Platform

AI summary: A comprehensive collection of sample code, notebooks, and tutorials for building generative AI applications on Google Cloud.

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17.8K
+4 today
Forks
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Watchers
283
Open issues
78
Open PRs
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Contributors
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Jupyter NotebookApache-2.0Created May 5, 2023Last push 1d ago+21 stars this week+120 this month

Quick answers

What is generative-ai?
A comprehensive collection of sample code, notebooks, and tutorials for building generative AI applications on Google Cloud.
What does generative-ai do?
This repository serves as Google Cloud's official hub for generative AI examples and best practices. It provides developers with concrete, runnable code demonstrating how to integrate Google's foundation models (like Gemini) and AI infrastructure (like Vertex AI) into real-world applications. The repo covers a massive surface area, from simple prompt engineering and text generation to complex RAG (Retrieval-Augmented Generation) pipelines, multimodal analysis, and agentic workflows. By providing reference implementations in Python, Node.js, and Java, it helps teams bridge the gap between reading API documentation and deploying functional AI features in enterprise environments. It essentially acts as a living cookbook for the Google Cloud AI ecosystem.
Who is generative-ai for?
This repository is intended for software engineers, data scientists, and cloud architects building applications on Google Cloud Platform. It requires familiarity with cloud concepts, basic machine learning principles, and programming in Python or Node.js.
How do I get started with generative-ai?
git clone https://github.com/GoogleCloudPlatform/generative-ai.git && cd generative-ai/gemini/getting-started
How popular is generative-ai on GitHub?
GoogleCloudPlatform/generative-ai has 17,780 stars and 4,481 forks on GitHub, and gained 21 stars in the last 7 days.
What license does generative-ai use?
GoogleCloudPlatform/generative-ai is released under the Apache-2.0 license.

Star history

since May 7, 2023
05K10K15KMay 2023Jun 2024Aug 2025Oct 2026
17.8K stars as of Oct 3, 2026. Before Jul 28, 2026, reconstructed from public GitHub event archives (checked against the repository's real star total); since then measured daily.

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Signals and awards

derived from tracked data
  • Widely adopted

    17,780 stars

  • Actively maintained

    Pushed within 48 hours

  • Community-driven

    ~310 contributors

  • Well documented

    High community health score

  • Permissive license

    Apache-2.0

  • Continuous integration

    Automated checks passing

What generative-ai does

This repository serves as Google Cloud's official hub for generative AI examples and best practices. It provides developers with concrete, runnable code demonstrating how to integrate Google's foundation models (like Gemini) and AI infrastructure (like Vertex AI) into real-world applications. The repo covers a massive surface area, from simple prompt engineering and text generation to complex RAG (Retrieval-Augmented Generation) pipelines, multimodal analysis, and agentic workflows. By providing reference implementations in Python, Node.js, and Java, it helps teams bridge the gap between reading API documentation and deploying functional AI features in enterprise environments. It essentially acts as a living cookbook for the Google Cloud AI ecosystem.

This repository is intended for software engineers, data scientists, and cloud architects building applications on Google Cloud Platform. It requires familiarity with cloud concepts, basic machine learning principles, and programming in Python or Node.js.

  • Extensive Jupyter notebooks: Step-by-step tutorials for interacting with Vertex AI and Gemini APIs.
  • RAG implementations: Reference architectures for grounding LLMs in enterprise data using Vector Search.
  • Multimodal examples: Code showing how to process and analyze text, images, video, and audio simultaneously.
  • Agent and tool use: Demonstrations of connecting models to external APIs and databases for action-taking.
  • Multi-language support: Examples provided in Python, Node.js, Java, and Go.
  • Enterprise integration: Guides on using LangChain, LlamaIndex, and other frameworks within Google Cloud.

Where teams use it

Learning Vertex AI

Developers new to Google Cloud use the introductory notebooks to understand how to authenticate and call the Gemini API.

Building RAG systems

Enterprise teams copy reference architectures to build internal knowledge bots grounded in their own documents.

Multimodal processing pipelines

Engineers build systems that automatically extract metadata and summaries from uploaded videos and images.

Evaluating LLM outputs

Data scientists use provided scripts to benchmark different prompts and models against custom evaluation datasets.

Getting started: git clone https://github.com/GoogleCloudPlatform/generative-ai.git && cd generative-ai/gemini/getting-started

README

main branch

Generative AI on Google Cloud

The latest Gemini models are available! Try out Gemini 3.8 Flash.

Gemini Enterprise Agent Platform, the latest evolution of Vertex AI, has been released!

Check out the Google-Cloud-AI/agent-platform repository for a curated list of assets for agent building on Google Cloud.

This repository contains notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage generative AI workflows using Generative AI with Agent Platform.

Intro Video

What is Gemini Enterprise Agent Platform?

Description
Gemini
gemini/
Discover Gemini through starter notebooks, use cases, function calling, sample apps, and more.
Search
search/
Use this folder if you're interested in using Agent Search, a Google-managed solution to help you rapidly build search engines for websites and across enterprise data. (Formerly known as Enterprise Search on Generative AI App Builder).
RAG Grounding
rag-grounding/
Use this folder for information on Retrieval Augmented Generation (RAG) and Grounding. This is an index of notebooks and samples across other directories focused on this topic.
Vision
vision/
Use this folder if you're interested in building your own solutions from scratch using features from Imagen and Veo.
Speech
audio/
Use this folder if you're interested in building your own solutions from scratch using features from Chirp, a version of Google's Universal Speech Model (USM).
Setup Env
setup-env/
Instructions on how to set up Google Cloud, the Gen AI Python SDK, and notebook environments on Google Colab and Workbench.
Resources
RESOURCES.md
Learning resources (e.g. blogs, YouTube playlists) about Generative AI on Google Cloud.

Related Repositories

Contributing

Contributions welcome! See the Contributing Guide.

Getting help

Please use the issues page to provide suggestions, feedback or submit a bug report.

Disclaimer

This repository itself is not an officially supported Google product. The code in this repository is for demonstrative purposes only.

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Recent activity

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When work happens

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SunMonTueWedThuFriSat036912151821Sun 0:00 — 0 commitsSun 1:00 — 0 commitsSun 2:00 — 0 commitsSun 3:00 — 0 commitsSun 4:00 — 0 commitsSun 5:00 — 0 commitsSun 6:00 — 1 commitsSun 7:00 — 0 commitsSun 8:00 — 0 commitsSun 9:00 — 1 commitsSun 10:00 — 0 commitsSun 11:00 — 0 commitsSun 12:00 — 1 commitsSun 13:00 — 1 commitsSun 14:00 — 3 commitsSun 15:00 — 4 commitsSun 16:00 — 1 commitsSun 17:00 — 5 commitsSun 18:00 — 1 commitsSun 19:00 — 0 commitsSun 20:00 — 3 commitsSun 21:00 — 0 commitsSun 22:00 — 0 commitsSun 23:00 — 1 commitsMon 0:00 — 0 commitsMon 1:00 — 0 commitsMon 2:00 — 0 commitsMon 3:00 — 0 commitsMon 4:00 — 0 commitsMon 5:00 — 2 commitsMon 6:00 — 2 commitsMon 7:00 — 4 commitsMon 8:00 — 18 commitsMon 9:00 — 23 commitsMon 10:00 — 48 commitsMon 11:00 — 40 commitsMon 12:00 — 18 commitsMon 13:00 — 11 commitsMon 14:00 — 24 commitsMon 15:00 — 27 commitsMon 16:00 — 27 commitsMon 17:00 — 34 commitsMon 18:00 — 19 commitsMon 19:00 — 11 commitsMon 20:00 — 26 commitsMon 21:00 — 12 commitsMon 22:00 — 9 commitsMon 23:00 — 6 commitsTue 0:00 — 15 commitsTue 1:00 — 7 commitsTue 2:00 — 4 commitsTue 3:00 — 5 commitsTue 4:00 — 3 commitsTue 5:00 — 8 commitsTue 6:00 — 7 commitsTue 7:00 — 16 commitsTue 8:00 — 28 commitsTue 9:00 — 29 commitsTue 10:00 — 35 commitsTue 11:00 — 62 commitsTue 12:00 — 35 commitsTue 13:00 — 26 commitsTue 14:00 — 44 commitsTue 15:00 — 26 commitsTue 16:00 — 35 commitsTue 17:00 — 26 commitsTue 18:00 — 19 commitsTue 19:00 — 18 commitsTue 20:00 — 14 commitsTue 21:00 — 17 commitsTue 22:00 — 7 commitsTue 23:00 — 14 commitsWed 0:00 — 12 commitsWed 1:00 — 4 commitsWed 2:00 — 4 commitsWed 3:00 — 1 commitsWed 4:00 — 1 commitsWed 5:00 — 4 commitsWed 6:00 — 1 commitsWed 7:00 — 12 commitsWed 8:00 — 20 commitsWed 9:00 — 35 commitsWed 10:00 — 39 commitsWed 11:00 — 44 commitsWed 12:00 — 34 commitsWed 13:00 — 23 commitsWed 14:00 — 22 commitsWed 15:00 — 10 commitsWed 16:00 — 31 commitsWed 17:00 — 40 commitsWed 18:00 — 19 commitsWed 19:00 — 8 commitsWed 20:00 — 14 commitsWed 21:00 — 9 commitsWed 22:00 — 11 commitsWed 23:00 — 12 commitsThu 0:00 — 10 commitsThu 1:00 — 5 commitsThu 2:00 — 1 commitsThu 3:00 — 0 commitsThu 4:00 — 4 commitsThu 5:00 — 4 commitsThu 6:00 — 5 commitsThu 7:00 — 12 commitsThu 8:00 — 18 commitsThu 9:00 — 27 commitsThu 10:00 — 54 commitsThu 11:00 — 62 commitsThu 12:00 — 54 commitsThu 13:00 — 34 commitsThu 14:00 — 32 commitsThu 15:00 — 30 commitsThu 16:00 — 24 commitsThu 17:00 — 35 commitsThu 18:00 — 18 commitsThu 19:00 — 15 commitsThu 20:00 — 12 commitsThu 21:00 — 8 commitsThu 22:00 — 6 commitsThu 23:00 — 4 commitsFri 0:00 — 6 commitsFri 1:00 — 6 commitsFri 2:00 — 7 commitsFri 3:00 — 4 commitsFri 4:00 — 2 commitsFri 5:00 — 3 commitsFri 6:00 — 7 commitsFri 7:00 — 10 commitsFri 8:00 — 11 commitsFri 9:00 — 19 commitsFri 10:00 — 53 commitsFri 11:00 — 30 commitsFri 12:00 — 31 commitsFri 13:00 — 23 commitsFri 14:00 — 23 commitsFri 15:00 — 24 commitsFri 16:00 — 30 commitsFri 17:00 — 22 commitsFri 18:00 — 14 commitsFri 19:00 — 12 commitsFri 20:00 — 16 commitsFri 21:00 — 5 commitsFri 22:00 — 6 commitsFri 23:00 — 11 commitsSat 0:00 — 6 commitsSat 1:00 — 4 commitsSat 2:00 — 2 commitsSat 3:00 — 1 commitsSat 4:00 — 2 commitsSat 5:00 — 1 commitsSat 6:00 — 2 commitsSat 7:00 — 2 commitsSat 8:00 — 0 commitsSat 9:00 — 0 commitsSat 10:00 — 0 commitsSat 11:00 — 0 commitsSat 12:00 — 1 commitsSat 13:00 — 0 commitsSat 14:00 — 1 commitsSat 15:00 — 0 commitsSat 16:00 — 2 commitsSat 17:00 — 2 commitsSat 18:00 — 0 commitsSat 19:00 — 1 commitsSat 20:00 — 4 commitsSat 21:00 — 0 commitsSat 22:00 — 0 commitsSat 23:00 — 1 commits
Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Mar 9, 2026daily#14+194
Mar 8, 2026daily#18+252
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