Where visibility begins
Server APM starts inside an application or service. MCP activity often begins on a laptop, phone, IDE, browser, or private client before any monitored server receives it.
Comparison
Server APM and edge-first MCP observability solve different visibility problems.
APM begins where a request reaches instrumented infrastructure. AxLoop currently begins with discovery evidence where an agent, user, and device initiate work, with interaction tracing as product direction.
Talk to AxLoopWhat server logs miss
A server can record what arrived, but not every failed attempt, local configuration choice, user-device relationship, or shadow connection that bypassed it.
Connected context
As a product direction, shared trace context can connect supported client-edge evidence to MCP servers, APIs, databases, and existing APM traces so teams keep both perspectives.
Complement, not replacement
Edge-first evidence can add origin and fleet context. Existing APM remains valuable for detailed backend performance and dependency analysis.
Common questions
Answers, briefly.
- Can server APM monitor MCP?
- APM can see requests that reach instrumented servers. It cannot see locally configured MCP servers, client-side failures, or which user and device started an agent workflow.
- Do teams need both APM and MCP observability?
- Usually yes. APM covers service performance; edge-first MCP observability covers the client side of agent work. Shared OpenTelemetry context lets the two connect.
- What does gateway telemetry miss?
- Traffic that bypasses the gateway, such as local MCP servers talking directly to tools or APIs, plus device and configuration context that exists only on the endpoint.
AxLoop AI
Start with evidence at the edge.
Discover what exists. Build toward understanding the interaction.