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Co-authored-by: Michele Cyran <[email protected]>
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modules/ai-agents/examples/testing.adoc

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* **Linting is the primary validation** - ensures syntax and schema correctness
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* **MCP metadata validation** - verifies tool has proper description and properties
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* **Manual testing** - use the Cloud Console MCP Server interface to test tools end-to-end
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* **Manual testing** - uses the Cloud Console MCP Server interface to test tools end-to-end
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== MCP tool structure
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modules/ai-agents/pages/mcp/remote/admin-guide.adoc

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== Server lifecycle management
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Manage the basic lifecycle of your MCP servers, including editing configurations, pausing to save costs, and permanent deletion.
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Manage the basic lifecycle of your MCP servers, including editing configurations, pausing to save costs, and deleting.
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See xref:ai-agents:mcp/remote/manage-servers.adoc[].
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modules/ai-agents/pages/mcp/remote/monitor-activity.adoc

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== OpenTelemetry traces topic
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When you create an MCP server, Redpanda automatically creates the `redpanda.otel_traces` topic in your cluster. This topic stores OpenTelemetry span data in JSON format, following the https://opentelemetry.io/docs/specs/otel/protocol/[OpenTelemetry Protocol (OTLP)] specification.
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When you create an MCP server, Redpanda automatically creates the `redpanda.otel_traces` topic in your cluster. This topic stores OpenTelemetry span data in JSON format, following the https://opentelemetry.io/docs/specs/otel/protocol/[OpenTelemetry Protocol (OTLP)^] specification.
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A Protobuf schema named `redpanda.otel_traces-value` is also automatically registered with the topic, enabling clients to deserialize trace data correctly.
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