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-**AI/ML Engineers**: Building custom tools and integrations for AI agents with rapid iteration and testing
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-**Platform Teams**: Managing multiple MCP servers across development, staging, and production environments
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-**DevOps Engineers**: Deploying and scaling MCP infrastructure using familiar Kubernetes patterns
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-**Enterprise Organizations**: Standardizing MCP server development and deployment across teams
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-**Startups**: Quickly prototyping and deploying AI-powered features without infrastructure overhead
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Due to the variety of personas that benefit from kmcp, we define quickstart journeys. Please choose the ones that are most relevant to you, and [feel free to add more](/CONTRIBUTING.md)!
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