genkit

Build production-ready AI workflows using Firebase Genkit. Use when creating flows, tool-calling agents, RAG pipelines, multi-agent systems, or deploying AI to Firebase/Cloud Run. Supports TypeScript, Go, and Python with Gemini, OpenAI, Anthropic, Ollama, and Vertex AI plugins.

1.13x

Quality

88%

Does it follow best practices?

Impact

92%

1.13x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

Evaluation results

100%

16%

Product Review Analysis Pipeline

Flow definitions with Zod schemas and null output handling

Criteria

Without context

With context

Zod input schema

100%

Zod output schema

100%

ai.defineFlow usage

100%

Null output guard

100%

No hardcoded API keys

100%

Env var API key

100%

Correct model reference

100%

ESM module type

100%

Correct package names

100%

genkit start with command

100%

inputSchema and outputSchema on flow

100%

78%

Customer Support Assistant with Tool Lookup

Tool-calling agent with ai.run() tracing

Criteria

Without context

With context

ai.defineTool name field

100%

ai.defineTool description field

100%

Tool inputSchema

100%

Tool outputSchema

100%

Async tool handlers

100%

Tools array in generate

100%

returnToolRequests false

ai.run() for custom steps

100%

Agent wrapped in defineFlow

100%

Flow Zod schemas

100%

55%

No hardcoded API keys

100%

Null output guard

GENKIT_ENV=dev documentation

60%

98%

Long-Form Article Generation Pipeline

Streaming flows and multi-agent pipeline separation

Criteria

Without context

With context

streamSchema defined

100%

sendChunk usage

90%

100%

generateStream used

37%

75%

Separate specialist subflows

100%

Orchestrator delegates to subflows

100%

Dotprompt file created

100%

Dotprompt YAML frontmatter

100%

Dotprompt loaded in code

100%

Flow Zod schemas

100%

No hardcoded API keys

100%

genkit start with command

100%

Null output guard

40%

100%

Repository: supercent-io/skills-template
Commit: c033769

Evaluated: 28 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Product Review Analysis Pipeline Customer Support Assistant with Tool Lookup Long-Form Article Generation Pipeline

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