Skills

Agents Debug

Use when your agent or environment is broken, wrong answers, errors, timeouts, tool...

Install

npx skills add aws/agent-toolkit-for-aws --skill agents-debug -g -a claude-code -y
Category
Testing
Updated
5d ago
License
Apache-2.0
Context cost
Mediumabout 3,000 tokens
Runs scripts
No, instructions only

What it does

Use when your agent or environment is broken, wrong answers, errors, timeouts, tool failures, or CLI issues. Reads traces and logs to diagnose root causes. Also checks prerequisites when the CLI itself isn't working. Triggers on: "agent not working", "wrong answer", "agent error", "tool call failing", "debug agent", "check logs", "read traces", "broken", "500 error", "424 error", "model access denied", "command not found", "stuck in DELETING", "maxVms exceeded", "cold start diagnosis", "cold start slow", "agentcore create error", "create failed", "exit code 7", "connection refused local dev". Not for deploy failures, use agents-deploy. Not for performance tuning without errors, use agents-optimize. Not for VPC configuration, use agents-build. Not for observability setup or missing logs, use agents-optimize.

debug

Diagnose why your AgentCore agent or environment isn't working correctly.

When to use

  • Your agent is returning wrong answers or errors
  • Tool calls are failing or timing out
  • Agent works locally but fails after deploying
  • Logs aren't showing up in CloudWatch
  • The AgentCore CLI isn't working or environment seems broken
  • agentcore command not found or prerequisites are missing

Do NOT use for:

  • Deploy failures (CDK errors, IAM during deploy) → use agents-deploy
  • Scaffolding a new project → use agents-get-started
  • Measuring quality or setting up monitoring → use agents-optimize

Input

$ARGUMENTS is optional:

/agents-debug                      # interactive, describe what's wrong
/agents-debug traces               # read and explain recent traces
/agents-debug logs                 # search recent logs for errors
/agents-debug memory               # diagnose memory recall issues specifically
/agents-debug doctor               # check environment prerequisites

Process

Step 0: Determine problem type

If the developer's issue is about the CLI itself (command not found, prerequisites, environment setup), load references/doctor.md and follow its diagnostic checklist.

If the issue is about agent behavior (wrong answers, errors, timeouts, tool failures), continue with Step 1 below.

Step 1: Verify CLI version

Run agentcore --version. This skill requires v0.9.0 or later. If the version is older, tell the developer to run agentcore update before proceeding.

Step 2: Understand the symptom

Ask (or infer from context):

"What's happening?

  1. The agent returns an error message
  2. The agent returns a wrong or unhelpful answer
  3. A specific tool call is failing
  4. Memory isn't working (agent doesn't remember things)
  5. The agent is slow or timing out
  6. I want to understand what the agent did in a specific session"

Step 3: Read traces and logs automatically

Read the whole SKILL.md on GitHub

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