Skip to content

Exposing and consuming Azure ML as MCP tool to AI Agents via APIM#298

Merged
nourshaker-msft merged 5 commits intoAzure-Samples:mainfrom
ejones18:ml-model-mcp
Mar 5, 2026
Merged

Exposing and consuming Azure ML as MCP tool to AI Agents via APIM#298
nourshaker-msft merged 5 commits intoAzure-Samples:mainfrom
ejones18:ml-model-mcp

Conversation

@ejones18
Copy link
Contributor

@ejones18 ejones18 commented Mar 4, 2026

Purpose

  • Showcases the integration of bespoke machine learning models trained and deployed on Azure Machine Learning with AI Agents within Microsoft Foundry via APIM.

Does this introduce a breaking change?

[ ] Yes
[X] No

Pull Request Type

What kind of change does this Pull Request introduce?

[ ] Bugfix
[X] Feature
[ ] Code style update (formatting, local variables)
[ ] Refactoring (no functional changes, no api changes)
[ ] Documentation content changes
[ ] Other... Please describe:

How to Test

  • Get the code,

  • Run the lab code,

  • Tidy up resources - charges will be run-up if not deleted.

Other Information

  • The ML model used in this lab is a stock forecasting model, trained in Azure ML using the automated ML feature - this leads to a larger requirements file than if the model was trained otherwise.

Ethan Jones and others added 5 commits February 24, 2026 14:02
…ity.

Corrected the bicep template to ensure the endpoint name is regionally unique by appending a random suffix.
Added a wait time after model registration to ensure the model is fully registered before deployment.
Adding graphic to README for better visualization of the architecture.
Offering an alternative, more cost effective instance type for testing in the deployment configuration.
Moving files to new folder structure for better organization to match current structure
@nourshaker-msft nourshaker-msft self-requested a review March 4, 2026 18:05
@nourshaker-msft nourshaker-msft merged commit e680f80 into Azure-Samples:main Mar 5, 2026
4 of 5 checks passed
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants