# See every step of every run.

RunAgain turns each agent run into a structured OpenTelemetry trace: every LLM call, tool call, retrieval step and token, with cost computed per span. Ship it from the Vercel AI SDK, Claude Agent SDK, Claude Code, LangChain or any OTLP SDK with no mapping to write.

## The problem: An agent is not a log line

A twenty-step run with six tool calls doesn't fit in a request log. When the answer looks wrong, you need the trajectory, not a wall of stdout: what was planned, what each tool returned, and what the model saw before it generated.

## How RunAgain solves it

1. **gen_ai-aware traces and spans.** Every span is classified as a generation, a tool call, or a step, and the common gen_ai attributes are promoted to typed, fast-to-query fields: model, input/output/cache/reasoning tokens, cost, tool name and status.
2. **Identity on every run.** Session, conversation, user, agent name, environment, version, release and tags ride along on each trace. Set them once as span or resource attributes; common vendor aliases are accepted out of the box.
3. **A trace list built for triage.** Saved views with live counts (All, Errors, Changed, Slow, Eval'd), plus filter tokens and free-text search over name, agent and trace id. Duration and status are color-flagged so the weird runs jump out.
4. **Sessions: multi-turn, stitched.** Set a session id and every turn's trace rolls up into one conversation you can replay end to end: agents, turns, duration and eval scores in one row.

## Related solutions

- [Debug AI agents](https://runagain.ai/solutions/debug-ai-agents.md)
- [Monitoring & alerting](https://runagain.ai/solutions/agent-monitoring-alerting.md)
- [Trace enrichment](https://runagain.ai/solutions/enrich-agent-traces.md)

Book a demo: https://cal.com/tamas-szuromi/30min · Get in touch: tamas@runagain.ai

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Markdown mirror of https://runagain.ai/solutions/agent-observability for agents and LLMs. Append .md to any runagain.ai page URL for its markdown twin. Overview: https://runagain.ai/llms.txt · For agents: https://runagain.ai/for-agents.md