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Kingxiao
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agentforge-diagnose

Diagnose existing agents via source code, runtime behavior, and environment analysis.

Updated Apr 8, 2026
Search Tags:#debugging#monitoring#analysis#agent#reporting#diagnose
One-click install
npx skills add https://github.com/Kingxiao/agentforge --skill agentforge-diagnose
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: agentforge-diagnose
Source: https://github.com/Kingxiao/agentforge/tree/main/agentforge-diagnose
Command: npx skills add https://github.com/Kingxiao/agentforge --skill agentforge-diagnose

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Systematically diagnose and optimize analysis for existing agents, enabling rapid risk assessment and actionable remediation plans.

Core Features & Use Cases

  • Static repository audits, online agent symptom analysis, pure symptom hypothesis diagnosis, and live testing with probes.
  • Generates a 9-dimension audit and a prioritized fix plan, with collaboration cues to other Skill units.
  • Suitable for codebases, deployed agents, and multi-phase engineering workflows.

Quick Start

Run agentforge-diagnose on your agent repository or live endpoint to receive a 9-dimension diagnosis and a prioritized fix plan.

Frequently Asked Questions about agentforge-diagnose

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

FAQPage Schema
How do I diagnose and optimize an existing AI agent?▼

Agent diagnosis involves analyzing source code, runtime behavior, and environment to produce a structured 9-dimension audit. This assessment generates a diagnosis report and a prioritized fix plan to optimize agent performance.

What is the best way to debug a deployed agent using live testing?▼

Live testing with probes analyzes online symptoms and runtime endpoints directly, enabling real-time symptom analysis and hypothesis diagnosis within multi-phase engineering workflows.

Can I audit my agent codebase without a live runtime endpoint?▼

Yes, you can perform a static repository audit on your agent codebase without a live endpoint. This evaluates source code and environment statically to produce a 9-dimension diagnosis and prioritized remediation plan.

Does agent diagnosis work with pure symptom hypothesis without source code access?▼

Yes, pure symptom hypothesis diagnosis works without direct source code access. By evaluating reported symptoms and environmental factors, it generates a structured diagnosis report and actionable fix plan.

What do I need to provide for a multi-phase agent engineering workflow diagnosis?▼

You need to provide access to agent code or runtime endpoints. The diagnosis then analyzes static repositories, online symptoms, or live probes to deliver a 9-dimension audit with collaboration guidance for other Skill units.

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