Samples

All samples are located in the samples/ directory.

Running a sample

# Set your API key
export OPENAI_API_KEY=your-api-key
# Or: export GOOGLE_GENAI_API_KEY=your-api-key

# Navigate to a sample and run
cd samples/openai
./run.sh

# Or with Genkit Dev UI (recommended)
genkit start -- ./run.sh

Available samples

Model provider samples

Sample	Description
openai	Basic OpenAI integration with flows and tools
google-genai	Google Gemini integration with image generation
anthropic	Anthropic Claude integration with streaming
aws-bedrock	AWS Bedrock models integration
azure-foundry	Azure AI Foundry models integration
xai	xAI Grok models integration
deepseek	DeepSeek models integration
cohere	Cohere Command models integration
mistral	Mistral AI models integration
groq	Groq ultra-fast inference integration
ollama	Local Ollama models with Gemma 3n

Feature samples

Sample	Description
agents-weather	Weather assistant agent demonstrating the beta Agents API (server-managed and client-managed sessions)
dotprompt	DotPrompt files with complex inputs/outputs, variants, and partials
structured-output	Type-safe structured output generation
rag	RAG application with local vector store
evaluations	Custom evaluators and evaluation workflows
evaluators-plugin	Pre-built RAGAS-style evaluators plugin demo
complex-io	Complex nested types, arrays, maps in flow inputs/outputs
middleware	Middleware patterns for logging, caching, rate limiting
interrupts	Flow interrupts and human-in-the-loop patterns
mcp	Model Context Protocol (MCP) integration

Deployment & infrastructure samples

Sample	Description
firebase	Firebase integration with Firestore RAG and Cloud Functions
spring	Spring Boot HTTP server integration
weaviate	Weaviate vector database RAG
postgresql	PostgreSQL pgvector RAG
pinecone	Pinecone vector database RAG