Agent observability

See what every agent did, step by step.

Trace runs, planner decisions, skill activations, tool calls, knowledge access, logs, outputs, errors, retries, approvals, and replays across every execution environment.

run trace timeline
run.started
deployment.resolved
runner.selected
planner.decision
skill.activated: refund-policy
knowledge.query: support-docs
tool.call: search_orders
tool.result
approval.waiting
step.completed
run.completed

Agent execution is not just request and response.

Agents make intermediate decisions, call tools, activate skills, query knowledge, create side effects, and run across different environments. Teams need to inspect the path between input and output.

Traditional app logs
→ request, error, response
Agent traces
→ decisions, tools, skills, knowledge, approvals, results

Every run becomes an inspectable timeline.

sypho captures the full execution path for every run. Teams can inspect what happened, when it happened, and why decisions were made.

run state
deployment version
runner/environment
planner decisions
skill activations
tool calls and results
knowledge queries
approvals
logs and errors
final output

Debug failures without guessing.

When an agent fails, sypho shows the deployment, runner, inputs, selected skills, knowledge access, tool arguments, tool results, logs, and error path that led to the outcome.

Failure
Inspect trace
Review tool args
Compare deployment
Replay scenario
Promote fix

Connect behavior back to versions and policy.

Every trace connects to the deployment version, runtime configuration, skills, knowledge scopes, policies, and environment that produced it.

compare behavior across versions
review sensitive actions
audit tool and knowledge usage
inspect approvals
understand customer/environment differences

Why teams observe agents through sypho.

Step-by-step visibility

Inspect the full execution path, not only the final answer.

Faster debugging

Find failing tools, missing context, policy blocks, and runtime errors.

Tool accountability

See which tools were called, with what arguments, and what they returned.

Skill and knowledge insight

Understand which skills and context influenced the run.

Replay and audit

Review behavior, reproduce failures, and connect outcomes to deployment versions.

Understand what your agents actually did.

Join the sypho waitlist and help shape observability for production agents.

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