agent observability

Traccia is an AI agent observability and governance platform with OpenTelemetry-native tracing, runtime policy enforcement, prompt registry, evals, cost attribution, and compliance evidence export.

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.

Production LLM infrastructure for building and monitoring AI agents, with model routing across 200+ models, output validation, observability, evals, governance, RAG, memory, and cost controls.

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.