Azure AI Foundry

Item: Azure AI Foundry
Rating: 42
Author: M8ven

Integrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive services for machine learning project workflows.

→ microsoft-foundry/mcp-foundry · listed on pulsemcp

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// key findings

⚠️

Tool descriptions don’t match what handlers do

1 tool describes read intent but its handler mutates — agent_query_and_evaluate (line 706: with open(temp_filename, "w") as f:)

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 1 credential: AZURE_OPENAI_API_KEY

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configAZURE_OPENAI_ENDPOINT— Text quality evaluators Endpoint for Azure OpenAI

🔐 secretAZURE_OPENAI_API_KEY— Text quality evaluators API key for Azure OpenAI

configAZURE_OPENAI_DEPLOYMENT— Text quality evaluators Deployment name (e.g., gpt-4o)

configAZURE_OPENAI_API_VERSION— Text quality evaluators Version of the OpenAI API

configEVAL_DATA_DIR— Evaluation Always Path to the JSONL evaluation dataset

configDEFAULT_AGENT_ID

configAZURE_AI_PROJECT_ENDPOINT— Agent services Used for Azure AI Agent querying and evaluation

configSWAGGER_PATH

configLABS_API_URL

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 8 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/microsoft-foundry-mcp-foundry-tpa5pm)](https://m8ven.ai/mcp/microsoft-foundry-mcp-foundry-tpa5pm)

commit: 93bc2600ad0e65f6aac4de319347236be8bed580

code hash: 16d492cd76272ca58e21b29b18f404b0ef24317a76a9348ec34ef1c7c01ab27a

verified: 7/26/2026, 8:45:50 AM

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