
google-cloud-solution-guided-gke-ai-migration
Guides the migration of existing AI workloads
by googleFree
Description
GKE AI migration is an agent skill that guides the move of existing AI inference workloads, such as those running on Cloud Run, the Gemini API or Gemini Enterprise Agent Platform, to self-hosted inference on Google Kubernetes Engine. The agent acts as an interactive architect and works through a structured four-phase process: discovering requirements, designing a Google Cloud-native solution, carrying out the implementation with the gcloud and kubectl command-line tools, and validating the deployment. The skill is specifically for manual, architect-guided migration. Automated migration belongs to the Gemini Cloud Assist MCP server, and the skill says how it routes between the two. If you ask to use Cloud Assist or MCP automation for the migration, the skill stops the manual workflow, explains what the MCP server can do, including automated analysis and direct resource changes, and links the MCP documentation and a codelab for setting it up. If you mention MCP only in passing or decline it, the skill carries on with the manual steps. The skill is intended for teams who want to run open models on their own GKE cluster and want a guided path that they can follow and review step by step. It is published by Google on skills.sh under the google skills repository, with about 4.3K installs. The skills.sh listing shows Gen Agent Trust Hub and Socket passing, with Snyk showing Warn.…
Highlights
- Four-phase guided migration to GKE inference
- Covers Cloud Run, Gemini API and Agent Platform sources
- Implementation with gcloud and kubectl
- Routes automated migrations to Gemini Cloud Assist MCP
- Validates the deployment at the end
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google-cloud-solution-guided-gke-ai-migration FAQ
What does the skill migrate?
AI inference workloads from Cloud Run, the Gemini API or Gemini Enterprise Agent Platform to self-hosted inference on GKE.
Is the migration automated?
No. This skill is for manual, architect-guided migration with gcloud and kubectl. Automated migration is handled by the Gemini Cloud Assist MCP server.
What are the four phases?
Requirements discovery, solution design, implementation with the CLIs, and validation of the deployment.
How do I install it?
Run npx skills add https://github.com/google/skills --skill google-cloud-solution-guided-gke-ai-migration.
What are the best google-cloud-solution-guided-gke-ai-migration alternatives?
Popular alternatives to google-cloud-solution-guided-gke-ai-migration include gke-backup-dr, gke-cluster-autoscaler and gke-node-notready. See all google-cloud-solution-guided-gke-ai-migration alternatives







