{"categories":[{"label":"Monitoring","url":"https://skillfed.io/packages/category/system-monitoring"}],"enrichment":{"capability":"Provides instrumentation hooks for observability in LlamaIndex applications, enabling collection and management of spans, events, and dispatchers to track application behavior.","skillfed_tags":["observability","instrumentation"],"use_cases":["Track execution flow and performance by instrumenting spans and events.","Debug workflows by monitoring event dispatchers and their handlers.","Collect observability data for integration with external monitoring systems.","Observe application behavior in production deployments for performance analysis."],"what_it_does":"llama-index-instrumentation provides instrumentation hooks for observability, using spans, events, and dispatchers to capture and manage application behavior. The package is lightweight, depending only on deprecated and pydantic, and is designed to integrate with the LlamaIndex ecosystem.\n\nThe library is actively maintained with recent releases and a large backing repository. It targets Python 3.10 or later and is licensed under MIT, making it freely usable in most contexts. The instrumentation model centers on dispatchers that manage span and event handlers, enabling flexible observation of application execution.","worth_installing":"Yes, if you need observability for LlamaIndex applications. Low install friction, permissive MIT license, active maintenance, and zero known vulnerabilities make it a straightforward addition. Not applicable outside the LlamaIndex ecosystem."},"id":"llama-index-instrumentation","links":{"html":"https://skillfed.io/packages/llama-index-instrumentation","md":"https://skillfed.io/packages/llama-index-instrumentation.md","pypi":"https://pypi.org/project/llama-index-instrumentation/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-03-12","license_spdx":"MIT","license_treatment":"permissive","name":"llama-index-instrumentation","python_support":"supports_current","summary":"Instrumentation and Observability for LlamaIndex"},"popularity":{"monthly_downloads":8253813,"position":1641,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"0.5.0"}