Omnigent is a multi-harness AI agent orchestrator that unifies interfaces across tools like Claude Code, Codex, Cursor, and Pi into a single layer. Its MLflow Tracing integration provides automatic observability across all agent harnesses with no code changes — just install the optional MLflow dependency, set an OTLP endpoint, and run. This captures agent turns, tool invocations with arguments and timing, per-turn token consumption, and session metadata. With unified traces, teams can compare models across harnesses, A/B test MCP providers, and analyze workflow efficiency to ship faster at lower cost.
Table of contents
The Visibility Gap One API, Many Harnesses Automatic Tracing Without Code Changes What You Can Do With This Closing the Gap 316 Impressions