The MCP Trust Deficit

Twenty-two thousand MCP servers. Zero mandatory security checks. The protocol won — the trust layer never shipped. An audit of what's actually exposed.

mcpgovernancesecuritysupply-chainai-opsenterprise

LLM-Assisted Post-Mortems: The Streetlight Effect, Industrialized

You pasted logs into ChatGPT and got a plausible RCA. It's wrong. What changes when your LLM can query the observability stack directly — and what new failure modes that creates.

observabilityllmpost-mortemmcpincident-responseai-opsgovernance

When Your LLM Won't Stop Talking: Rate Limiting in MCP Hangar

Your agent just fired 1,200 requests in ninety seconds. MCP Hangar's dual rate limiting — token bucket on the command bus, exponential backoff on auth — puts a ceiling on runaway tool calls.

mcpmcp-hangarsecurityobservabilityarchitectureopen-source

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

Your LLM just deleted a production alert rule. The approval gate blocks irreversible operations — not every call, just the ones where 'undo' means filing a support ticket.

mcpmcp-hangargovernancesecurityllmenterprisehuman-in-the-loop

The MCP Governance Problem Nobody's Talking About

Everyone's plugging unvetted MCP servers into production LLMs. Nobody's asking who's liable when they leak credentials or delete data. The governance gap enterprises are ignoring.

mcpgovernancesecurityllmobservabilityenterprise