Coding

OpenLLMetry

Open-source observability for LLM applications using OpenTelemetry standards

Opens traceloop.com in a new tab.

How the 8.2 was reached

  1. Quality of output7/10

    7.4K stars, Apache-2.0, and its conventions were adopted into OpenTelemetry; 716 open issues. Source: github.com

  2. Ease of use8/10

    pip install and two lines of code to initialise; docs and a free tier are available. Source: traceloop.com

  3. Pricing value9/10

    Apache-2.0 library works with any of 25+ backends at no cost; Traceloop free tier of 50K spans a month. Source: traceloop.com

  4. API and integration quality9/10

    Python and TypeScript SDKs, standard OpenTelemetry output, 25+ observability platforms and many LLM providers. Source: traceloop.com

  5. Solves the problem it claims to solve8/10

    Delivers OpenTelemetry-based LLM observability; standard output and adoption of its conventions by OpenTelemetry support this. Source: github.com

8.2/10 is the average of the five criterion scores above. The evidence comes from 3 different sources.Scores come from public evidence (the tool's own pages and documentation, and independent reviews); we do not test every tool hands-on. Scored 29 September 2026, on version 1 of our five-criteria scoring method.

Pricing

Open Source
Free
  • OpenTelemetry integration
  • Multi-platform support
  • LLM provider integrations
  • Workflow tracing

For the full list of what each plan includes, and current prices, see traceloop.com.

Key Features

  • OpenTelemetry-based LLM observability
  • Python and TypeScript SDKs
  • Integration with major LLM providers
  • Workflow and function decorators
  • Compatible with popular observability platforms

Pros & Cons

Pros

  • Open source and free
  • Standards-based approach with OpenTelemetry
  • Easy 2-line setup
  • Supports multiple LLM providers
  • Works with existing observability tools

Cons

  • Limited to observability only
  • Requires OpenTelemetry knowledge
  • May need additional tooling for full monitoring stack
  • Documentation appears minimal
Verdict

OpenLLMetry provides a solid, standards-based approach to LLM observability using OpenTelemetry. While it's a focused tool that does one thing well, teams will likely need additional monitoring infrastructure to get full value.

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For the OpenLLMetry team: put this score on your website

OpenLLMetry on scored.tools: 8.2/10

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