MCP analytics, explained
Practical guides on measuring MCP server usage, debugging agent workflows, shipping safely, and knowing what to fix next.
MCP Token Passthrough: Why It Is Dangerous and What to Do Instead
Why an MCP server should not forward client tokens to downstream APIs, and how to preserve resource boundaries, authorization, and accountability.
MCP Tool Schemas: Validation Patterns That Reduce Agent Retries
Design MCP input schemas that are explicit for developers, usable by agents, and resilient to common model-generated argument shapes.
MCP Server SLOs: What to Measure Beyond Uptime
A practical service-level objective framework for teams operating MCP infrastructure in enterprise environments.
OpenTelemetry for MCP Servers: Protocol Spans vs Tool Spans
How to structure traces across the JSON-RPC transport and individual tool executions without blowing up your log storage bills.
Why Your MCP Server Needs Analytics
The gap between server logs and agent behavior: why traditional APMs leave you flying blind in the agentic era.