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Human-in-the-Loop for MCP: How the Approval Gate Works

· 6 min read

Your LLM just decided to delete a production alert rule. You didn't ask it to. The approval gate puts a human between the decision and the execution — not for every tool call, but for the ones where 'undo' is a support ticket.

mcpmcp-hangargovernancesecurityllmenterprisehuman-in-the-loop

Benchmarking MCP Tool Calls: Three Findings That Aren't 'Parallel Is Faster'

· 8 min read

We ran 5,300 measurements across 6 scenarios to benchmark MCP Hangar's parallel tool execution. The headline is 19.6× speedup. The actual findings are more interesting: stdio isn't serial, the framework costs nothing, and a hardcoded '4' was silently capping your concurrency.

mcpbenchmarksperformancemcp-hangarconcurrencyopen-source

The MCP Governance Problem Nobody's Talking About

· 10 min read

MCP is exploding. Everyone's plugging random servers into their LLMs. Nobody's asking who's accountable when something goes catastrophically wrong. This is an enterprise nightmare waiting to happen, and you're sleepwalking into it.

mcpgovernancesecurityllmobservabilityenterprise

The Log Alerting Trap: Why Grepping Text is Not an Observability Strategy

· 7 min read

Alerting on raw logs is the observability equivalent of payday loans: quick, easy, and financially ruinous. Here is why you need to stop treating text search as a reliability signal.

observabilitylogscost-optimizationvectorotelarchitecture