> ## Documentation Index
> Fetch the complete documentation index at: https://docs.transluce.org/llms.txt
> Use this file to discover all available pages before exploring further.

# Welcome to Docent

> Understand and improve your benchmark scores

Docent is a behavior analysis platform for agents. After you run an evaluation, Docent analyzes your traces and explains what failure modes or environment issues are driving your team's evaluation results.

Teams use Docent to:

* **Iterate on scaffolds.** Docent returns actionable insights to inform prompt tuning, tool instructions, or orchestration logic.
* **Post-train models.** Compare behavior across checkpoints or training steps to identify what's driving shifts in eval results.
* **Build better benchmarks.** Catch reward hacking, evaluation awareness, broken environments, and ambiguous task specifications.

Read about how Docent helped [align Claude 4](https://www-cdn.anthropic.com/4263b940cabb546aa0e3283f35b686f4f3b2ff47.pdf) and [debug a regression between two Codex checkpoints on Terminal-Bench](https://transluce.org/docent/blog/terminal-bench).

## Get started

<CardGroup cols={2}>
  <Card title="Quickstart" icon="rocket" href="/quickstart">
    Install the Docent plugin, run an analysis on sample data, and ingest your own.
  </Card>

  <Card title="Get in touch" icon="slack" href="https://transluce.org/docent/slack">
    Join our Slack community to ask questions and chat with the Docent team.
  </Card>
</CardGroup>