understand-agent-flow

Community

Trace and debug AgentFramework execution

Authoranoopg87
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Help engineers and maintainers understand how KAgentic's AgentFramework orchestrates LLMs, tools, and memory so they can diagnose incorrect tool selection, inconsistent responses, and performance bottlenecks.

Core Features & Use Cases

  • Execution Flow Mapping: Step-by-step breakdown from user input to final LLM response including optional embedding and multi-agent graph delegation.
  • Tool Selection Debugging: Guidance to inspect canHandle(), score(), and maxByOrNull selection with logging examples and score conventions.
  • Diagnostics & Performance: Strategies to trace memory state, measure per-step latency, handle tool/LLM failures, and profile hotspots for optimization.
  • Use Case: Debug why a CalculatorTool was not chosen for a math query, reproduce inconsistent agent replies, or profile LLM vs tool latency.

Quick Start

Ask the agent to "Explain the AgentFramework execution flow and why the CalculatorTool was selected for the input 'What is 5 + 3?'".

Dependency Matrix

Required Modules

None required

Components

references

💻 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: understand-agent-flow
Download link: https://github.com/anoopg87/KAgentic/archive/main.zip#understand-agent-flow

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