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carlkibler
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agent-log-forensics

Analyze agent session logs to detect issues and workflow bottlenecks.

3|Updated Mar 27, 2026
Search Tags:#automation#workflow#logs#agent#behavior#toolsmith
One-click install
npx skills add https://github.com/carlkibler/agent-skills --skill agent-log-forensics
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: agent-log-forensics
Source: https://github.com/carlkibler/agent-skills/tree/main/skills/agent-log-forensics
Command: npx skills add https://github.com/carlkibler/agent-skills --skill agent-log-forensics

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill analyzes session logs to detect agent behavior patterns, Toolsmith adoption gaps, recurring frustrations, and opportunities for new skills or tools, enabling workflow improvements.

Core Features & Use Cases

  • Behavioral Analysis: Examines Claude and Codex logs to uncover usage patterns and bottlenecks.
  • Opportunity Identification: Finds gaps in tool adoption and recurring workflow issues.
  • Use Case: A user wants to optimize their agent interactions by identifying repeated failures and missing Toolsmith integrations. Running this Skill produces actionable insights and recommendations.

Quick Start

Run the script with default parameters to scan recent logs and generate an analysis report.

Frequently Asked Questions about agent-log-forensics

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze agent session logs to identify workflow bottlenecks?▼

You can analyze Claude and Codex logs to uncover usage patterns and bottlenecks. This Skill processes local and remote session logs, generating a structured report that identifies recurring failures and missing Toolsmith integrations for workflow optimization.

What is agent log forensics for behavior pattern detection?▼

Agent log forensics examines Claude and Codex session logs to detect behavior patterns, tool adoption gaps, and recurring frustrations. It provides actionable insights and recommendations for optimizing agent interactions and workflow improvements.

Can I use this tool to analyze both local and remote session logs?▼

Yes, this Skill processes both local and remote session logs. It examines the logs to detect agent behavior patterns and Toolsmith adoption gaps, outputting a structured analysis report for workflow optimization.

What's the best way to find missing Toolsmith integrations in my agent workflows?▼

Run a behavioral analysis on your agent session logs. This Skill identifies tool adoption gaps and recurring workflow issues, producing a structured report with actionable insights and recommendations for workflow improvements.

Does this log analysis tool require any external dependencies to run?▼

No, this log analysis tool does not require any external dependencies. You can run the included scripts with default parameters to scan recent logs and generate an analysis report without additional setup.

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