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[!FROZEN] MPLP Protocol v1.0.0 Frozen Specification Freeze Date: 2025-12-03 Status: FROZEN (no breaking changes permitted) Governance: MPLP Protocol Governance Committee (MPGC) License: Apache-2.0 Note: Any normative change requires a new protocol version.

Observability

[!NOTE] Duty Type: OS-Level Kernel Duty
SOT Reference: README v1.0.0 Section 8

Intent

To provide total visibility into the "Black Box" of agent reasoning, ensuring that every state change, decision, and action is traceable, auditable, and debuggable.

Lifecycle Coverage

  • All Stages: From Intent to Confirmation to Execution.

Agent Scope (SA / MAP)

  • SA: Internal reasoning traces (Chain of Thought).
  • MAP: Inter-agent messages and handoffs.

Required Events

  • TraceSpanStarted / TraceSpanEnded
  • LogEntryEmitted
  • MetricRecorded

Compliance Requirements

  1. Runtime MUST emit standard MPLP Trace events.
  2. Runtime MUST maintain a causal link between Parent and Child spans.
  3. Runtime MUST NOT drop critical audit logs even under load.

Implementation Details (Non-Normative)

The MPLP observability layer is implemented via the Trace Module. Every major protocol object (Context, Plan, Collab, Role) includes a trace field that links it to a Trace resource.

Trace Structure

The Trace object (mplp-trace.schema.json) serves as the root container for observability data:

  • trace_id: Global unique identifier for the trace session.
  • root_span: The top-level span that encompasses the entire lifecycle of the traced object.
  • segments: Logical groupings of execution intervals (e.g., "Planning Phase", "Execution Phase") that may span multiple low-level operations.
  • events: A chronological list of significant state changes, errors, or decisions.

Distributed Tracing

MPLP supports distributed tracing by propagating trace_id and span_id across agent boundaries. In Multi-Agent (MAP) scenarios, a child agent's execution is linked to the parent's trace via a parent_span_id.

Schema Reference

SchemaPurposeKey Fields
mplp-trace.schema.jsonDefines the Trace resourcetrace_id, root_span, segments, status
common/trace-base.schema.jsonBase span definitionspan_id, parent_id, name, start_time, end_time

Examples

  • Live Tracing: Watching an agent's thought process in real-time via a dashboard.
  • Post-Mortem: Replaying a failed session to understand why an agent chose a specific tool.