Azure AI Agent Service Foundry

Activities: Y/M	Diagnostics: N/L	Provisioning: P/L
Event ontology: P/M	Observability: Y/M	Confidence: Medium‑High

Build style / interface — Azure AI Foundry service and open‑source Agent Framework SDK, with a visual workflow editor and CLI.
What it actually does — Provides an enterprise framework to build, deploy and manage multi‑agent systems with guardrails; orchestrates stateful agent workflows; integrates tools via OpenAPI and the Model Context Protocol (MCP); supports evaluation and AgentOps monitoring.
Data / telemetry — Agent conversation logs, tool invocations, OpenTelemetry traces, governance events and metrics.
Interoperability — Over 1 400 Azure Logic Apps as tools; supports external frameworks such as LangChain and LangGraph; connectors to Microsoft 365 Copilot and other APIs.
Deployment model — Runs as Azure AI Foundry in the cloud with a containerised agent runtime; the SDK is open‑source for local development and cloud deployment.
Notes — Focused on agent workflow orchestration and governance rather than direct human‑facing operations.

UKM Snapshots: ingest Y/M, index P/M, retrieval Y/M, governance Y/H, overall medium
Note: Coverage — Ingest Y/M; Index P/M; Retrieval Y/M; Governance Y/H; Overall medium

UAM Snapshots:
ingest Y/M, index Y/M, retrieval Y/M, governance Y/M, overall medium
Note: Coverage — Ingest Y/M; Index Y/M; Retrieval Y/M; Governance Y/M; Overall medium

UDM Snapshots:
ingest N/L, index N/L, retrieval N/L, governance N/L, overall low
Note: Coverage — Ingest N/L; Index N/L; Retrieval N/L; Governance N/L; Overall low

UOM Snapshots:
ingest Y/M, index Y/M, retrieval Y/M, governance Y/M, overall medium
Note: Coverage — Ingest Y/M; Index Y/M; Retrieval Y/M; Governance Y/M; Overall medium

UEOM Snapshots:
ingest P/M, index P/M, retrieval P/M, governance P/M, overall medium
Note: Coverage — Ingest P/M; Index P/M; Retrieval P/M; Governance P/M; Overall medium

UPM Snapshots:
ingest P/L, index P/L, retrieval P/L, governance P/L, overall low
Note: Coverage — Ingest P/L; Index P/L; Retrieval P/L; Governance P/L; Overall low

Latest updates — Azure AI Agent Service overview updated for Foundry (2025). Links — Official Site, Docs, Blog