Firebase Genkit

## Awesome Genkit [](https://awesome.re) [](https://github.com/xavidop/awesome-genkit/actions/workflows/lint.yaml) [](https://www.trackawesomelist.com/xavidop/awesome-firebase-genkit/) A collection of awesome things regarding the Genkit ecosystem.

Code Of Conduct Contribution guide Contributors

Genkit is a framework designed to help you build AI-powered applications and features. It provides open source libraries for Node.js and Go, plus developer tools for testing and debugging.

Plugins

JavaScript - Official

1. Model / Embedding Plugins
2. @genkit-ai/vertexai - The Vertex AI plugin provides interfaces to several AI services: Google generative AI models, A subset of evaluation metrics through the Vertex AI Rapid Evaluation API, Vector Search.
3. @genkit-ai/googleai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API.
4. genkitx-ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.
5. @genkit-ai/compat-oai - Plugin for Compatible OpenAI APIs.
6. @genkit-ai/compat-oai/xai - Plugin for XAI APIs.
7. @genkit-ai/compat-oai/openai - Plugin for OpenAI APIs.
8. Vector Store Plugins
9. @genkit-ai/dev-local-vectorstore - Plugin for Local Vector Store for development purposes.
10. Other Plugins
11. @genkit-ai/firebase - Firebase plugin provides several integrations with Firebase services: Indexers and retrievers using Cloud Firestore vector store, Trace storage using Cloud Firestore, Flow deployment using Cloud Functions, Authorization policies for Firebase Authentication users.
12. @genkit-ai/express - Express plugin provides an Express middleware for Genkit.
13. @genkit-ai/mcp - MCP plugin provides an interface to the MCP (Model Context Procol).

JavaScript - Community

1. Model / Embedding Plugins
2. genkitx-github - Plugin for GitHub Models APIs.
3. genkitx-anthropic - Plugin for Anthropic AI APIs.
4. genkitx-cohere - Plugin for Cohere APIs.
5. genkitx-groq - Plugin for Groq APIs.
6. genkitx-mistral - Plugin for Mistral AI APIs.
7. genkitx-azure-openai - Plugin for Azure OpenAI APIs.
8. genkitx-aws-bedrock - Plugin for AWS Bedrock APIs.
9. genkitx-deepseek - Plugin for Deepseek Cloud APIs.
10. genkitx-huggingface - Plugin for Hugging Face Inference APIs.
11. Vector Store Plugins
12. genkitx-convex - Plugin for Convex Vector Stores.
13. genkitx-hnsw - Plugin for HNSW Vector Stores.
14. genkitx-qdrant - Plugin for Qdrant Vector Stores.
15. genkitx-astra-db - Plugin for AstraDB Vector Stores.
16. genkitx-pgvector - Plugin for PostgeSQL (PGVector) Vector Stores.
17. genkitx-redis - Plugin for Redis Vector Stores.
18. genkitx-voiceflow - Plugin for Voiceflow KB.
19. genkitx-lancedb - Plugin for LanceDB Vector Stores.
20. genkitx-pinecone - Plugin for Pinecone Vector Stores.
21. genkitx-chromadb - Plugin for Chroma Vector Stores.
22. genkitx-neo4j - Plugin for Neo4j Vector Stores.
23. genkitx-cloud-sql-pg - Plugin for Cloud SQL for PostgreSQL Vector Stores.
24. genkitx-weaviate - Plugin for Weaviate Vector Stores.
25. genkitx-mongodb - Plugin for MongoDB Vector Stores.
26. Evaluator Plugins
27. genkitx-promptfoo - Plugin for Promptfoo Evaluations.
28. Other Plugins
29. genkitx-graph - Plugin for building Graph workflows.
30. @invertase/genkit-plugin-redis - A Redis Plugin for Genkit that adds Redis for efficient state storage, trace storage, caching, and rate limiting.
31. genkitx-rxjs - A simple RxJS helper/adapter for Genkit.
32. @agentic/genkit - Agentic Tools adapter for the Genkit SDK.
33. @auth0/ai-genkit - Official Auth0 plugin for Genkit that provides authentication and authorization capabilities.
34. genkitx-langfuse - Plugin to integrate with Langfuse for telemetry and prompt management.
35. genkitx-posthog - Plugin to integrate with PostHog for telemetry and analytics.

Python - Official

1. Model / Embedding Plugins
2. google-genai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API & Vertex AI models.
3. ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.
4. Vector Store Plugins
5. firestore - The Firestore plugin provides interfaces to the Firestore vector store.
6. dev_local_vectorstore - Plugin for Local Vector Store for development purposes.
7. Other Plugins:
8. server flask - Flask plugin for building web applications with Genkit.

Golang - Official

1. Model / Embedding Plugins
2. googlegenai - The Google Generative AI plugin provides interfaces to Google's Gemini models through the Gemini API & Vertex AI Models.
3. ollama - The Ollama plugin provides interfaces to any of the local LLMs supported by Ollama.
4. compat_oai,compat_oai/openai,compat_oai/anthropic - Plugin for Compatible OpenAI APIs (OpenAI, Anthropic providers).
5. Vector Store Plugins
6. pinecone - Plugin for Pinecone Vector Stores.
7. alloydb - Plugin for AlloyDB Vector Stores.
8. localvec - Plugin for Local Vector Store for development purposes.
9. pgvector - Plugin for PostgreSQL (PGVector) Vector Stores.
10. postgresql - Plugin for Cloud SQL for PostgreSQL Vector Stores.
11. weaviate - Plugin for Weaviate Vector Stores.
12. Monitoring Plugins
13. googlecloud - The Google Cloud plugin exports Genkit's telemetry and logging data to Google Cloud's operation suite.
14. Other Plugins:
15. mcp - The MCP plugin provides interfaces to the MCP (Managed Context Protocol).

Golang - Community

1. Model / Embedding Plugins
2. bedrock - Plugin for AWS Bedrock APIs.
3. azureaifoundry - Plugin for Azure AI Foundry.
4. Vector Store Plugins
5. qdrant - Plugin for Qdrant Vector Stores.
6. Monitoring Plugin:
7. opentelemetry - Plugin for OpenTelemetry to monitor Genkit applications.

Dart - Official

1. Core
2. genkit - A Dart SDK for Genkit, providing a unified interface for text generation, structured output, tool calling, and agentic workflows.
3. Model / Embedding Plugins
4. genkit_google_genai - Google AI plugin for Genkit Dart.
5. genkit_anthropic - Anthropic plugin for Genkit Dart.
6. genkit_openai - OpenAI plugin for Genkit Dart.
7. genkit_chrome - Chrome Prompt API (Gemini Nano) plugin for Genkit Dart.
8. genkit_firebase_ai - Firebase AI plugin for Genkit Dart.
9. Other Plugins
10. genkit_mcp - Model Context Protocol (MCP) plugin for Genkit Dart.
11. genkit_middleware - Common middlewares (filesystem, skills, toolApproval) for Genkit Dart.
12. genkit_shelf - Shelf HTTP Server integration for Genkit Dart.

Java (Unofficial) - Community

1. Core
2. genkit-java - An unofficial Java SDK for Genkit, providing Java support for building AI-powered applications.
3. Model / Embedding Plugins
4. genkit-plugin-openai - Plugin for OpenAI models (GPT-4o, GPT-4o-mini, etc.) and embeddings.
5. genkit-plugin-google-genai - Plugin for Google Gemini models and Imagen image generation.
6. genkit-plugin-anthropic - Plugin for Anthropic Claude models.
7. genkit-plugin-aws-bedrock - Plugin for AWS Bedrock models (Amazon Nova, Claude, LLaMA, Mistral, etc.).
8. genkit-plugin-azure-foundry - Plugin for Azure AI Foundry models.
9. genkit-plugin-xai - Plugin for XAI (x.ai) Grok models.
10. genkit-plugin-deepseek - Plugin for DeepSeek models.
11. genkit-plugin-cohere - Plugin for Cohere Command models.
12. genkit-plugin-mistral - Plugin for Mistral AI models.
13. genkit-plugin-groq - Plugin for Groq ultra-fast inference.
14. genkit-plugin-ollama - Plugin for local Ollama models.
15. genkit-plugin-compat-oai - Plugin for any OpenAI-compatible API endpoint.
16. Vector Store Plugins
17. genkit-plugin-localvec - Plugin for local file-based vector store for development.
18. genkit-plugin-firebase - Plugin for Firebase (Firestore vector search, Cloud Functions, telemetry).
19. genkit-plugin-weaviate - Plugin for Weaviate vector database.
20. genkit-plugin-postgresql - Plugin for PostgreSQL with pgvector.
21. genkit-plugin-pinecone - Plugin for Pinecone vector database.
22. Evaluator Plugins
23. genkit-plugin-evaluators - Plugin for pre-built RAGAS-style evaluators (faithfulness, relevancy, etc.).
24. Other Plugins
25. genkit-plugin-jetty - HTTP server plugin using Jetty 12.
26. genkit-plugin-spring - HTTP server plugin using Spring Boot.
27. genkit-plugin-mcp - Plugin for Model Context Protocol (MCP) client integration.

API References

1. JavaScript - Specs for the JavaScript API.
2. Python - Specs for the Python API.
3. Golang - Specs for the Golang API.

Books

1. Mastering Genkit: Go Edition - Build Production-Ready AI Applications with Go and Genkit.

Solutions

• internal AI - An open-source Genkit-based internal AI chat application.
• Perplexity CLI - A command-line interface (CLI) tool that leverages Genkit to provide AI-powered answers to user queries by utilizing web search results from Tavily AI simulating how Perplexity works.
• GCP Cost MCP Server - An MCP server built with Genkit for Go that enables AI assistants to estimate Google Cloud costs directly, replacing manual use of the GCP Pricing Calculator.
• Genkit Azure Function AI Foundry - A sample project demonstrating how to use Genkit with Azure Functions and Azure AI Foundry.
• Genkit AWS Lambda Bedrock - A sample project demonstrating how to use Genkit with AWS Lambda and Amazon Bedrock.

Talks

• Supercharge your app with Genkit - A talk on how to supercharge your app with Genkit.
• Accelerating Generative AI App Development with Flutter & Genkit - Slides from a presentation at FlutterGakkai, a Flutter conference in Japan, showcasing how to integrate Genkit with Flutter for rapid generative AI app development.
• Dart client for Genkit: Call Genkit Flows from Flutter/Dart - Slides - Slides from a lightning talk at Google I/O Extended Tokyo 2025, introducing the Dart client library for calling Genkit flows from Flutter/Dart applications.
• Dart client for Genkit: Call Genkit Flows from Flutter/Dart - Video - Video from a lightning talk at Google I/O Extended Tokyo 2025, introducing the Dart client library for calling Genkit flows from Flutter/Dart applications.

Videos

• Getting started with Genkit/JS 1.0 - Learn how to get started with Genkit/JS 1.0.
• Getting started with Genkit (outdated) - A video tutorial on how to get started with Genkit.
• What are Genkit flows? (outdated) - Flows are a key concept in Genkit. Learn what makes them special, and how to use them.
• Build an Angular app with Genkit and deploy to Firebase (outdated) - Join Pavel as he builds an Angular app and deploys it to Firebase.
• DeepDive #1 - Genkit's reflection API and how it powers Genkit's developer UI (outdated) - Learn how the Genkit developer UI communicates with Genkit through the reflection API.
• Retrieval Augmented Generation (RAG) with Genkit (outdated) - Learn how to efficiently parse PDFs, convert their content into searchable vectors using Genkit's local vector store, and implement a re-ranker to pinpoint the most relevant documents for your queries.
• Firebase After Hours #3 - Genkit: More than Meets the AI! (outdated) - Hang out with Nohe and Peter to learn more about Genkit, Google's open source AI integration framework. With special guest Pavel Jbanov, lead engineer on the Genkit team.
• Firebase After Hours #4 - Genkit: Tooltime (outdated) - Learn how to give LLMs superpowers by conneting the to the real world using tool calling.

Articles

• Extracting structured data from PDFs using Gemini 2.0 and Genkit - Learn how to extract structured data from PDFs using Gemini 2.0 and Genkit 1.0.
• Genkit in Node, Building a Weather Service with AI Integration - Explore how to build a weather service using Genkit in Node.js using Express, GitHub Models and Tools.
• Build Genkit Node.js apps with Dash Agents - A step-by-step guide to building Genkit Node.js apps by leveraging Dash Agents.
• Genkit with Gemma using Ollama - Firebase project that uses the Gen AI Kit with Gemma using Ollama.
• Master Gemma2 and Genkit - Learn how to integrate Gemma2 with Genkit.
• Unleash the Power of Function Calling with Genkit - Learn how to implement function calling using Genkit.
• Unlocking the power of code execution in Genkit - Learn how to integrate Python code within Genkit.
• Understanding Genkit flows with Czech language tricks - Learn how to work with Genkit flows and use the features of Genkit UI.
• Orchestrating Firebase and AI: 8 Genkit Architecture Patterns - A guide to 8 architecture patterns for integrating Firebase and AI using Genkit.
• High-Precision Responses with Genkits Google Search Integration - Learn how to integrate Google Search with Genkit.
• How to Develop Firebase functions with Genkit - A practical guide to efficient local testing of Firebase Functions with Genkit Firebase product integrations.
• Genkit for Go Developers: A Guide to Building LLM Applications - A getting started guide for Go developers using Genkit.
• Orchestrating Firebase and AI: Genkit architecture example - Presented in a lightning talk at GDG DevFest Tokyo 2024.
• Getting Started with AI Image Generation Apps on Flutter, Genkit, and Imagen 3 - A guide to building an AI image generation app using Flutter, Genkit, and Google's Imagen 3.
• Extending Your AI Application with Genkit MCP - Learn how to integrate Google Maps using Genkit MCP client to query MCP servers for enhanced location-based AI features.
• Understanding Model Context Protocol Through Building the Genkit for Dart MCP Plugin - A deep dive into the MCP specification, sharing insights gained from implementing the MCP plugin for Genkit Dart.
• Genkit vs Agent Development Kit (ADK): Choosing the Right Google‑Backed AI Framework - A comparison of two Google-backed AI frameworks, helping developers choose the right tool for their needs.
• Dart Client for Genkit: Call Genkit Flows from Flutter/Dart - A comprehensive guide to using the Dart client library for calling Genkit flows from Flutter and Dart applications with streaming support and type safety.
• Gemini in your Slack workspace using Firebase & Genkit - Learn how to integrate Gemini using Genkit as a Slackbot.
• Set up RAG with Genkit and Firebase in 15 minutes - Introduction to RAG, Genkit and using Firebase Firestore as Vector DB.

Tutorials

• Slack Bot App - A tutorial on how to build a Slack Bot App with Genkit.

Follow

• Firebase - Official Twitter account for Firebase.
• Genkit Discord server - Official Discord server for Genkit.
• Genkit GitHub - Official GitHub repository for Genkit.
• Genkit Dart GitHub - Official GitHub repository for Genkit Dart.
• Genkit Java GitHub - Unofficial GitHub repository for Genkit Java.