{"categories":[{"label":"Monitoring","url":"https://skillfed.io/packages/category/system-monitoring/3"}],"enrichment":{"capability":"Auto-instruments LlamaIndex applications to generate OpenTelemetry-compatible traces for observability and debugging, sending them to collectors like Arize Phoenix or Arize AX.","skillfed_tags":["llm-observability","opentelemetry","instrumentation"],"use_cases":["Debug LlamaIndex retrieval and ranking to understand why queries return unexpected results.","Monitor LLM token usage and latency across retrieval-augmented generation pipelines.","Trace multi-step LlamaIndex workflows to identify performance bottlenecks.","Audit LlamaIndex application behavior for compliance or quality assurance.","Integrate LlamaIndex observability into a centralized OpenTelemetry collection pipeline."],"what_it_does":"This package wraps LlamaIndex to automatically capture execution traces\u2014function calls, embeddings, LLM queries, and retrieval steps\u2014and exports them as OpenTelemetry spans. It integrates with the OpenInference semantic conventions to standardize trace structure, making traces compatible with observability platforms like Arize Phoenix and Arize AX. The instrumentation is transparent: you initialize it once with a tracer provider, then your existing LlamaIndex code generates traces without modification.\n\nThe package depends on OpenTelemetry's core APIs and instrumentation framework, plus OpenInference's semantic conventions and base instrumentation library. It's designed for developers who want visibility into LlamaIndex application behavior\u2014debugging retrieval quality, monitoring LLM call patterns, or tracking end-to-end latency. Traces stay local by default (e.g., sent to a local Phoenix instance) unless you configure a remote collector.","worth_installing":"Yes, if you use LlamaIndex and need observability. The package is actively maintained, has no known vulnerabilities, and integrates seamlessly with the OpenTelemetry ecosystem. Install it if you're building production LlamaIndex applications or debugging retrieval quality; skip it if you don't need tracing."},"id":"openinference-instrumentation-llama-index","links":{"html":"https://skillfed.io/packages/openinference-instrumentation-llama-index","md":"https://skillfed.io/packages/openinference-instrumentation-llama-index.md","pypi":"https://pypi.org/project/openinference-instrumentation-llama-index/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-07","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"openinference-instrumentation-llama-index","python_support":"supports_current","summary":"OpenInference LlamaIndex Instrumentation"},"popularity":{"monthly_downloads":368879,"position":7187,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"4.4.5"}