MCP Server Inspection and Debugging Tools in Development Workflows
MCP Inspector cuts debugging time in half by eliminating guesswork about which layer failed.
Tobias Wrenfield
Staff Writer
Tobias Wrenfield
A former DevOps engineer who ran platform infrastructure for two Series B startups, Tobias has covered developer tooling and server orchestration since 2019, with a particular eye for how teams operationalize emerging runtime environments in production.
9 stories
OpenTelemetry Instrumentation for LLM and Agent Workloads
How to monitor LLM systems when traditional APM tools can't track tokens or hallucinations.
Tobias Wrenfield
AI Usage Telemetry for Enterprise Workforce Analytics
Majority of workers hide AI use, but companies lack the visibility to govern what they cannot see.
Tobias Wrenfield
What AI Observability Covers in Agentic Systems
Enterprises need five telemetry layers to see what autonomous agents actually decide and why.
Tobias Wrenfield
Evaluating MCP Servers for Enterprise Approval and Distribution
Security teams need a vetting framework before MCP servers reach production.
Tobias Wrenfield
MCP Server Deployment Patterns for Platform Teams
Platform teams need patterns to govern MCP servers before production locks in consequences.
Tobias Wrenfield
MCP Server vs API Gateway Decision Framework
MCP gateways control agent-to-tool traffic where API gateways simply cannot reach.
Tobias Wrenfield
Remote MCP Server Deployment and Access Control
Enterprises need separate governance layers because the protocol only secures the wire.
Tobias Wrenfield
Delegated Authorization in Multi-Agent AI Systems
Four structural problems block enterprises from safely governing AI agent permissions at scale.
Tobias Wrenfield