developing-genkit-python
This skill guide assists developers in building AI-powered applications using the Genkit framework in Python. It covers project setup, code examples, development workflows, and common error troubleshooting, accelerating AI application development.
git clone https://github.com/firebase/agent-skills.gitBefore / After Comparison
1 组Developers often spend significant time on complex configurations, frequent API changes, and hard-to-diagnose errors in Genkit Python projects, leading to low efficiency and slow project progress.
With this skill guide, developers can quickly set up Genkit projects, master best practices, and efficiently resolve common issues, drastically shortening development cycles and accelerating AI application deployment.
Genkit Python
Prerequisites
- Runtime: Python 3.14+,
uvfor deps (install). - CLI:
genkit --version— install vianpm install -g genkit-cliif missing.
New projects: Setup (bootstrap + env). Patterns and code samples: Examples.
Hello World
from genkit import Genkit
from genkit.plugins.google_genai import GoogleAI
ai = Genkit(
plugins=[GoogleAI()],
model='googleai/gemini-flash-latest',
)
async def main():
response = await ai.generate(prompt='Tell me a joke about Python.')
print(response.text)
if __name__ == '__main__':
ai.run_main(main())
Critical: Do Not Trust Internal Knowledge
The Python SDK changes often — verify imports and APIs against the references here or upstream docs. On any error, read Common Errors first.
Development Workflow
- Default provider: Google AI (
GoogleAI()),GEMINI_API_KEYin the environment. - Model IDs: always prefixed, e.g.
googleai/gemini-flash-latest(always-on-latest Flash alias; same pattern as other skills). - Entrypoint:
ai.run_main(main())for Genkit-driven apps (notasyncio.run()for long-lived servers started withgenkit start— see Common Errors). - After generating code, follow Dev Workflow for
genkit startand the Dev UI. - On errors: step 1 is always Common Errors.
References
- Examples: Structured output, streaming, flows, tools, embeddings.
- Setup: New project bootstrap and plugins.
- Common Errors: Read first when something breaks.
- FastAPI: HTTP,
genkit_fastapi_handler, parallel flows. - Dotprompt:
.promptfiles and helpers. - Evals: Evaluators and datasets.
- Dev Workflow:
genkit start, Dev UI, checklist.
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