AWS SAM Management Skill
Manage AWS SAM applications, build and deploy serverless stacks, test locally, and inspect deployments.
MANDATORY: Discovery-First Pattern
Always validate templates and check deployment status before operations.
Phase 1: Discovery
#!/bin/bash
echo "=== SAM Version ==="
sam --version 2>/dev/null
echo ""
echo "=== Template Validation ==="
sam validate 2>&1 | head -5
echo ""
echo "=== Template Resources ==="
if [ -f template.yaml ]; then
grep "Type: AWS::" template.yaml | sort | uniq -c | sort -rn | head -15
elif [ -f template.yml ]; then
grep "Type: AWS::" template.yml | sort | uniq -c | sort -rn | head -15
fi
echo ""
echo "=== Functions ==="
sam list resources --output json 2>/dev/null | jq -r '.[] | select(.LogicalResourceId | test("Function|Lambda")) | "\(.LogicalResourceId) | \(.PhysicalResourceId)"' 2>/dev/null | head -10
echo ""
echo "=== Deployed Endpoints ==="
sam list endpoints --output json 2>/dev/null | jq -r '.[] | "\(.LogicalResourceId) | \(.PhysicalResourceId)"' | head -10
Phase 2: Analysis
#!/bin/bash
STACK="${1:-}"
FUNCTION="${2:-}"
echo "=== Stack Status ==="
sam list resources ${STACK:+--stack-name "$STACK"} --output json 2>/dev/null | jq -r '.[] | "\(.LogicalResourceId) | \(.ResourceType) | \(.ResourceStatus)"' | head -20
echo ""
echo "=== Build ==="
sam build 2>&1 | tail -10
echo ""
if [ -n "$FUNCTION" ]; then
echo "=== Function Logs (last 5 min) ==="
sam logs -n "$FUNCTION" ${STACK:+--stack-name "$STACK"} --start-time "5min ago" 2>/dev/null | tail -20
fi
echo ""
echo "=== Stack Outputs ==="
aws cloudformation describe-stacks ${STACK:+--stack-name "$STACK"} --query 'Stacks[0].Outputs[*].{Key:OutputKey,Value:OutputValue}' --output table 2>/dev/null | head -15
Output Rules
- TOKEN EFFICIENCY: Target <=50 lines per output
- Summarize function counts and resource types
- Tail logs with time filters to avoid flooding
- Show endpoints and outputs, not full template dumps
Safety Rules
- NEVER deploy without
sam validateandsam buildfirst - Use
sam deploy --guidedfor first-time deployments - Test locally with
sam local invokebefore deploying - Review changeset before confirming deployment
- Use
--no-execute-changesetfor dry-run deployments
Output Format
Present results as a structured report:
Managing Aws Sam Report
═══════════════════════
Resources discovered: [count]
Resource Status Key Metric Issues
──────────────────────────────────────────────
[name] [ok/warn] [value] [findings]
Summary: [total] resources | [ok] healthy | [warn] warnings | [crit] critical
Action Items: [list of prioritized findings]
Target ≤50 lines of output. Use tables for multi-resource comparisons.
Anti-Hallucination Rules
- NEVER assume resource names — always discover via CLI/API in Phase 1 before referencing in Phase 2.
- NEVER fabricate metric names or dimensions — verify against the service documentation or
--helpoutput. - NEVER mix CLI commands between service versions — confirm which version/API you are targeting.
- ALWAYS use the discovery → verify → analyze chain — every resource referenced must have been discovered first.
- ALWAYS handle empty results gracefully — an empty response is valid data, not an error to retry.
Counter-Rationalizations
| Shortcut | Counter | Why |
|---|---|---|
| "I'll skip discovery and check known resources" | Always run Phase 1 discovery first | Resource names change, new resources appear — assumed names cause errors |
| "The user only asked for a quick check" | Follow the full discovery → analysis flow | Quick checks miss critical issues; structured analysis catches silent failures |
| "Default configuration is probably fine" | Audit configuration explicitly | Defaults often leave logging, security, and optimization features disabled |
| "Metrics aren't needed for this" | Always check relevant metrics when available | API/CLI responses show current state; metrics reveal trends and intermittent issues |
| "I don't have access to that" | Try the command and report the actual error | Assumed permission failures prevent useful investigation; actual errors are informative |