agent observability

Deliberate is an SDK and proxy that records the alternatives an AI agent considered, what it rejected, and why, with replay, policy gates, approval workflows, and exportable decision logs.

CTOP is a terminal-based monitoring tool for AI coding agents. It tracks running sessions, context windows, costs, logs, and process state for tools like Claude Code, Codex CLI, OpenCode, and Devin.