Multiple observability tools emerge to address lack of visibility into MCP agent behavior

According to tool launches on GitHub and Spanly, multiple platforms including Spanly, Plannotator, and Vaportrail have launched to provide observability for MCP server interactions with agents. The tools address a gap in visibility into agentic behavior and plan execution, used by developers building agents on Claude Code.

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Agent observabilityMCPClaude Code

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