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.
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The Visibility Gap One API, Many Harnesses Automatic Tracing Without Code Changes What You Can Do With This Closing the Gap 331 Impressions