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observability-decision-tracing

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Trace agent decisions and reasoning for debugging and optimization.

Software Engineering#tool selection#AI debugging#agent reasoning#decision tracing#decision quality
Authorinfantesromeroadrian
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps in understanding the decision-making process of agents, enabling debugging of failures and optimizing decision quality.

Core Features & Use Cases

  • Decision Tracing: Capture what options were available, what was chosen, the context, and whether it was correct.
  • Tool Selection Tracing: Track which tools were selected and why, including parallel tool calls and reasoning.
  • Routing Decision Tracing: Analyze agent/model routing decisions, including available agents and scores.
  • Chain of Thought Tracing: Extract and trace reasoning from agent responses, including structured output.
  • Multi-Step Decision Tracing: Log full decision chains and evaluate decision quality after outcomes.
  • Use Case: Use this Skill to debug an agent's decision-making process when it fails to complete a task as expected.

Quick Start

Use the observability-decision-tracing skill to trace the decision-making process of an agent during task execution.

Dependency Matrix

Required Modules

None required

Components

scriptsreferences

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: observability-decision-tracing
Download link: https://github.com/infantesromeroadrian/arca-agent/archive/main.zip#observability-decision-tracing

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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