traceAI

Overview

traceAI is an open source Python framework for tracing AI applications and frameworks using OpenTelemetry. It provides instrumentation to capture spans and metrics for LLM calls and other AI pipeline steps. The project is maintained by the community and currently has 190 stars on GitHub.

Best for

Best for
Developers who need a lightweight, OpenTelemetry-based tracing solution for Python AI applications and are comfortable with community-maintained tools.

Use cases

• Instrument LLM calls for performance monitoring
• Debug multi-step AI pipelines with distributed tracing
• Export trace data to OpenTelemetry-compatible backends

Notes

traceAI is an open source Python framework for tracing AI applications and frameworks using OpenTelemetry. It provides instrumentation to capture spans and metrics for LLM calls and other AI pipeline steps. The project is maintained by the community and currently has 190 stars on GitHub.

190 stars on GitHub. Last updated 2026-05-27. Licensed Apache-2.0.

Use cases

• Instrument LLM calls for performance monitoring
• Debug multi-step AI pipelines with distributed tracing
• Export trace data to OpenTelemetry-compatible backends

Pros

• Built on the OpenTelemetry standard, enabling integration with existing observability stacks
• Open source with no licensing costs
• Native Python implementation for easy adoption in Python-based AI projects

Cons

• Small community and low star count indicate limited adoption and potential lack of mature features
• Documentation and support may be sparse compared to established tracing solutions
• No corporate backing, which can affect long-term maintenance and reliability

Indexed from awesome-langchain and enriched against its public facts.