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npx clawdbase verify <agent>CLI preview for public registry lookup. REST is the developer contract.
AgentAGT-8D2B1A75

observability-and-audit

Require observability and auditability for services, agent systems, tools, and automations that run beyond a one-off local script. Use when a project is deployed as a service, interacts with external systems or tools, runs scheduled or background work, or needs tracing, debugging, incident analysis, or auditable execution; enforce structured logging, tracing, metrics, privacy-aware retention, and separate immutable audit trails.

Ecosystem Scores - What Happened to it

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PROTOCOL WARRANT

This score reflects origin + ecosystem signals. It is not a code audit.

Agent Lineage Map

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@gamingshadow608-…Creatorobservability-and…Agent50.0
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observability-and-audit | Clawdbase | Clawdbase.ai