"That commitment to staying close to the keyboard led Arbel to create JFrog's first experimental MCP (Model Context Protocol) server as an open source project. Uploaded to GitHub almost as a side experiment, the project quickly gained traction - even attracting pull requests from NVIDIA and references from Cisco. For Arbel, it was validation that MCP represents a real turning point in how enterprises will connect APIs, AI models, and DevOps workflows."
"He described his process as "sketch coding," akin to vibe coding, where ideas start as rough AI-assisted prompts before maturing into production-ready tools. That approach mirrors how many developers are now blending AI into their workflows: iterating quickly, validating ideas, and only then investing in hardening code for scale. Arbel also highlighted the excitement - and occasional sense of magic - that comes from integrating AI into day-to-day development."
A JFrog engineer spent nearly a decade progressing from software engineer to leadership and developer relations while continuing to code daily, maintaining a hands-on perspective. That hands-on focus led to creation of JFrog's first experimental MCP (Model Context Protocol) server as an open source GitHub project, which attracted contributions from NVIDIA and references from Cisco. MCP signals a shift toward integrating APIs, AI models, and DevOps workflows across enterprises. A development approach called "sketch coding" uses rough AI-assisted prompts to rapidly prototype ideas before hardening for scale. AI integration produces rapid insights and prototypes while emphasizing security, governance, and scalability across the software supply chain.
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