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Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted agent scaffold/develop/run/deploy/troubleshoot, prompt agent create, create agent, update agent, add tool to agent, invoke agent, agent.yaml, agent insights, pull agent insights, evaluate agent, batch eval, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, prompt optimizer, optimize agent instructions, Agent Optimizer scaffold, dataset curation from traces, deploy model, model fine-tuning (SFT/DPO/RFT), Foundry project, RBAC, role assignment, permissions, quota, capacity, region, deployment failure, AI Services, create Foundry resource, knowledge index, customize deployment, onboard, availability, training-data, grader, distillation, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure-prepare).

Use this Skill: https://skilld.dev/gh/microsoft/skills/microsoft-foundry

This session only. Nothing lands on disk.

foundry-agenttoolboxreferencestool-web-search.md

≈797 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Tool — Web Search (type: web_search)

Basic Bing web search (Grounding with Bing Search) is a connectionless built-in — declared under a tools: block; no project connection required. This is the supported path today. For the toolbox concept, versions, and endpoint, see toolbox.md.

🚦 Before creating a toolbox/connection either way, read create-hosted.md → Toolbox creation boundary.


A. Imperative CLI

Full flow — basic web search (no connection)

Steps 1–3 of toolbox.md § The flow — basic Bing needs no connection, so it goes under a tools: block. Write the toolbox spec to a file — azd ai toolbox create --from-file takes a path (stdin - is not supported).

# 0. Install the CLI extension (once)
azd extension install azure.ai.toolboxes

# Write the toolbox spec to a file
cat > ws.yaml <<'EOF'
description: web-search toolbox
tools:
  - type: web_search
EOF

Create a new toolbox (first version auto-promoted):

azd ai toolbox create agent-tools --from-file ws.yaml --project-endpoint "$FOUNDRY_PROJECT_ENDPOINT"

Add to an existing toolbox: the current azd CLI does not support adding a connectionless built-in to an existing toolbox — you can only create a new toolbox (azd ai toolbox create) with the full tool set.

--from-file entry (name optional; add one only for multiple web_search instances):

tools:
  - type: web_search           # basic Bing — connectionless

B. Declarative azure.yaml

Declare the toolbox as a host: azure.ai.toolbox service in azure.yaml; azd deploy upserts it (and auto-promotes the new version). Needs only an existing Foundry project (via FOUNDRY_PROJECT_ENDPOINT + AZURE_SUBSCRIPTION_ID in the azd env) — no azd provision, no infra: block.

name: my-agent-project
services:
  agent-tools:
    host: azure.ai.toolbox
    tools:
      - type: web_search
        name: web_search

  # A hosted agent in the same project consumes the toolbox by name
  my-agent:
    host: azure.ai.agent
    uses:
      - agent-tools          # depend on the toolbox service
    environmentVariables:
      - name: TOOLBOX_NAME
        value: agent-tools    # agent resolves the MCP endpoint at runtime
azd deploy agent-tools

The agent references the toolbox by name (TOOLBOX_NAME), so the MCP endpoint resolves at runtime — no endpoint string is hard-coded. See use-toolbox-in-hosted-agent.md.


Verify & deploy

After creating the toolbox either way, verify its MCP endpoint end-to-end (bearer token + raw tools/list / tools/call) — see test-endpoint.md.


References

Source: SKILL.md on GitHub

2 warnings3d4 checks · Risk SAFE
  • Gen Agent Trust Hub3d

    This skill provides a comprehensive environment for managing the end-to-end lifecycle of AI agents, models, and infrastructure on Microsoft Foundry. It includes sub-skills for deployment, evaluation, fine-tuning, and troubleshooting. The skill utilizes dynamic code execution and shell command wrappers, which are used within the context of local development and cloud orchestration. All external resources and dependencies originate from trusted organizations and well-known services.

  • Socket3d

    2 alerts: gptSecurity, gptAnomaly

  • Snyk3d

    Risk: LOW · No issues

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    36/36 files flagged

Signed by skilld at 04110d9. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub yesterday.

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metadata
{
  "author": "Microsoft",
  "version": "1.2.26"
}

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