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VCF Agentic AI Hub (Code Assist) MCP Server Fling

10.05.2026 by William Lam // 11 Comments

Creating scripts to help automate repetitive tasks or generate reports is a common need for every VMware administrator, and with Agentic coding tools like Claude Code, Codex, and Cursor, to name a few, the barrier to entry has been significantly lowered. In fact, when I spoke with attendees at VMware Explore Las Vegas 2026 about their use of coding agents, I saw a dramatic shift compared to the previous year, from maybe 20% to now over 80%!

However, one key challenge you may have experienced when using AI models (LLMs) is that they can still hallucinate and make up a non-existent REST API endpoint or PowerCLI cmdlet. LLMs are designed to always provide an answer, even when that answer may be wrong.

To help address this challenge and provide modern LLMs with the required VCF context for developing scripts and automation, a new Fling has just been released called VCF Agentic AI Hub (VCF-AI), which is delivered as a standalone virtual appliance. VCF-AI includes a VCF Code Assist MCP Server that currently supports code generation for the following VCF SDKs:

  • VCF PowerCLI
    • vCenter Server
    • vSAN
    • VCF Operations
    • SDDC Manager
    • NSX
    • vSphere Supervisor
    • HCX
    • SRM
  • VCF Python SDK
    • vCenter Server
    • vSAN
    • vSAN Data Protection
    • VCF Operations
    • VCF Installer
    • SDDC Manager
    • NSX
    • vSphere Supervisor
    • VCF Operations for Networks
    • Log Management
    • VCF Fleet and SDDC LCM

VCF-AI includes all the OpenAPI specifications and documentation for the two SDKs, which cover a number of VCF components along with skill files that have been created by VCF Engineering to allow users to easily create automation using their favorite Agentic coding agent.

[Read more...]

Categories // PowerCLI, VMware Cloud Foundation Tags // MCP, PowerCLI, python, VCF

Quick Tip - Retrieving vSAN File Share Network Permissions using vSAN API & PowerCLI

10.16.2024 by William Lam // Leave a Comment

When creating a new vSAN File Share, which is powered by vSAN File Services,  additional network access controls (no access, allow access from any IP or custom) can be configured.


To view the configured network permissions, users must expand each file share to get the relevant information. For those interesting in automating the retrieval of this information for reporting and/or compliance purposes, you can use the vSAN Management API and specifically the vSAN queryFileShares() API.

The vSAN File Share API can also be consumed through PowerCLI using the Get-VsanFileShare cmdlet, but the network permission configuration is not part of the default output which might lead users to believe this information is not available.

[Read more...]

Categories // PowerCLI, VSAN Tags // PowerCLI, VSAN

Quick Tip - Using PowerCLI to query VMware Tools Configuration at scale 

10.11.2024 by William Lam // Leave a Comment

One of the most powerful and versatile VM management capability in vSphere is the Guest Operations API, providing a rich set of operations from transferring files to/from the guest to running commands directly on the guest as if you were logged in!

An easy way to consume the Guest Operations API is via PowerCLI and using the Invoke-VMScript cmdlet, which I have extensively written about, showcasing all the creative ways this can be used to solve various automation challenges.

I recently came across a Reddit thread where the OP wanted to check to query for a specific VMware Tools configuration as part of the vSphere Security Configuration Guide and was looking for some help as logging into each and every system did not seem like a good idea, which it is NOT! 🙂

Any time you have a use case where you need to scale a specific operation (reading or writing) a change, you should consider Guest Operations API, you can easily use a single API to perform this operation at scale!

[Read more...]

Categories // Uncategorized Tags // guest operations, PowerCLI, vmware tools

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William is Distinguished Platform Engineering Architect in the VMware Cloud Foundation (VCF) Division at Broadcom. His primary focus is helping customers and partners build, run and operate a modern Private Cloud using the VMware Cloud Foundation (VCF) platform.

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