tracelabel is a local-first, zero-configuration CLI tool for labeling and annotating LLM traces. It enables fast, keyboard-driven annotation workflows without requiring accounts or server infrastructure, making it ideal for AI researchers and developers evaluating model outputs.
In the LLM eval & observability space, tracelabel takes a focused approach. Efficiently labeling and annotating LLM traces without server setup or user accounts. It is built as an open-source project for AI researchers and developers evaluating LLM outputs. tracelabel is open source under the Apache-2.0 license. The product ships for the command line.
Dkashkett builds and maintains tracelabel, and the product first shipped in 2026. Development happens publicly on GitHub with 16 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — tracelabel occupies a relatively distinct niche. Key capabilities include local-first, zero-config, and keyboard shortcuts.
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