{"categories":[{"label":"Monitoring","url":"https://skillfed.io/packages/category/system-monitoring"}],"enrichment":{"capability":"Adds distributed tracing to LlamaIndex applications using OpenTelemetry, capturing LLM calls, embeddings, and application flow as spans for observability and debugging.","skillfed_tags":["observability","llm-tracing","instrumentation"],"use_cases":["Debug LlamaIndex application behavior by tracing LLM calls and embeddings through your system.","Send traces to an OpenTelemetry backend (Jaeger, Datadog, etc.) to monitor production LLM applications.","Analyze latency and performance of LLM operations within a larger application.","Audit and log prompts and completions for compliance or quality evaluation purposes.","Correlate LLM calls with other application traces for end-to-end observability."],"what_it_does":"This package integrates OpenTelemetry tracing into LlamaIndex applications, automatically capturing spans for LLM calls, embeddings, and other operations. It hooks into LlamaIndex to record detailed traces that flow through your observability stack, making it possible to see exactly what your application is doing at each step.\n\nBy default, the instrumentation logs prompts, completions, and embeddings as span attributes, giving you full visibility into your LLM application's behavior. This can be disabled by setting the TRACELOOP_TRACE_CONTENT environment variable to false if you need to protect sensitive user data or reduce trace size. The package requires Python 3.10 or later and depends on the core OpenTelemetry API and instrumentation libraries.","worth_installing":"Yes, if you are building LlamaIndex applications and need observability. The package is actively maintained, has no security vulnerabilities, installs with low friction, and integrates cleanly with the OpenTelemetry ecosystem. Be aware that prompts and completions are logged by default\u2014disable TRACELOOP_TRACE_CONTENT if handling sensitive data."},"id":"opentelemetry-instrumentation-llamaindex","links":{"html":"https://skillfed.io/packages/opentelemetry-instrumentation-llamaindex","md":"https://skillfed.io/packages/opentelemetry-instrumentation-llamaindex.md","pypi":"https://pypi.org/project/opentelemetry-instrumentation-llamaindex/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-08-10","license_spdx":"Apache-2.0","license_treatment":"permissive","name":"opentelemetry-instrumentation-llamaindex","python_support":"supports_current","summary":"OpenTelemetry LlamaIndex instrumentation"},"popularity":{"monthly_downloads":6928352,"position":1808,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"0.62.3"}