{"categories":[{"label":"Python Modules","url":"https://skillfed.io/packages/category/software-development-libraries-python-modules/20"},{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/10"},{"label":"Monitoring","url":"https://skillfed.io/packages/category/system-monitoring/5"}],"enrichment":{"capability":"Provides OpenTelemetry-based telemetry, tracing, and monitoring for AI agents, with structured spans for agent invocation, tool execution, and LLM inference.","skillfed_tags":["opentelemetry","agent-instrumentation","distributed-tracing"],"use_cases":["Instrument AI agent workflows to trace invocation paths, tool calls, and LLM inference latency across distributed systems.","Export structured telemetry from agent execution to observability platforms via OpenTelemetry exporters.","Monitor and debug agent behavior by analyzing context-propagated spans for each agent invocation and tool execution.","Correlate agent traces with downstream service calls and infrastructure metrics for end-to-end observability.","Build custom monitoring dashboards and alerts based on agent execution telemetry and LLM inference metrics."],"what_it_does":"This package is a telemetry and tracing layer for AI agents built on the OpenTelemetry standard. It instruments agent invocation, tool execution, and LLM inference with structured spans and context propagation, allowing you to observe and monitor agent behavior across distributed systems. The package integrates with opentelemetry-api, opentelemetry-sdk, and opentelemetry-exporter-otlp to support pluggable exporters for sending traces to various observability backends.\n\nIt is part of the Microsoft Agent365 ecosystem and is designed for developers building production AI agents who need visibility into agent execution, tool calls, and LLM interactions. The package is in active development (Alpha status) and targets Python 3.11 and later.","worth_installing":"Yes, if you are building AI agents on the Microsoft Agent365 platform and need production observability. The package has low install friction, active maintenance, permissive licensing, and no known vulnerabilities. It is in Alpha status, so expect the API to evolve; verify that the instrumentation surface matches your monitoring requirements before committing to it in production."},"id":"microsoft-agents-a365-observability-core","links":{"html":"https://skillfed.io/packages/microsoft-agents-a365-observability-core","md":"https://skillfed.io/packages/microsoft-agents-a365-observability-core.md","pypi":"https://pypi.org/project/microsoft-agents-a365-observability-core/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-05-01","license_spdx":null,"license_treatment":"permissive","name":"microsoft-agents-a365-observability-core","python_support":"supports_current","summary":"Telemetry, tracing, and monitoring components for AI agents"},"popularity":{"monthly_downloads":98504,"position":13079,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.0.0"}