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Evidence-based analysis of AI self-monitoring failure: 0% self-catch rate, diminishing returns from guardrails, and a working 84% external verification protocol
Agent Context Orchestrator — an MCP server that turns raw project requirements into agent-ready Jira, Confluence, and Bitbucket workspaces. Build-agent-agnostic.