agent-introspector

Community

Introspect agent behavior and debugging in one step.

AuthorhaJ1t
Version1.0.0
Installs0

System Documentation

What problem does it solve?

The agent-introspector Skill addresses the problem of understanding and diagnosing AI agent behavior and reasoning, ensuring reliability and correctness in automated processes.

Core Features & Use Cases

  • Decision Trace Analysis: Review the reasoning chain and decision-making process of an AI agent.
  • Tool Call Audit: Inspect tool calls for redundancy, inefficiency, and failures.
  • Context Window Inspection: Verify the context state, identifying missing or compacted information.
  • Token Usage Breakdown: Analyze token consumption across phases, tools, and files.
  • Hallucination Detection: Ensure every claim made by the agent is verified with sources.
  • Performance Profiling: Measure the agent's performance and identify bottlenecks.
  • Use Case: If the AI agent provides incorrect output or performs unexpectedly, use the agent-introspector to trace its decision-making process and identify the source of the error.

Quick Start

Start introspection by querying the decision chain of the latest decision made by the agent.

Dependency Matrix

Required Modules

None required

Components

scripts

💻 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: agent-introspector
Download link: https://github.com/haJ1t/senior-dev-squad-skills/archive/main.zip#agent-introspector

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