MCP-based observability tools emerge as separate market for agent monitoring

Multiple tools including Spanly, Plannotator, and Vaportrail launched to provide visibility into MCP server interactions with agents and monitor agentic behavior and plan execution. The tools address a lack of observability in agent workflows, particularly among users building systems on Claude Code.

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Agent observabilityMCPClaude Code

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