Managing Skaffold

Output Rules

• TOKEN EFFICIENCY: Target <=50 lines per output
• Parse skaffold.yaml with grep/yq for structured analysis
• Never dump full rendered manifests -- summarize build/deploy configuration

Common Operations

Dev Loop Configuration Analysis

#!/bin/bash
CONFIG="${1:-skaffold.yaml}"

echo "=== Build Configuration ==="
grep -A 20 "^build:" "$CONFIG" 2>/dev/null | head -25

echo ""
echo "=== Artifacts ==="
grep -B1 -A 5 "image:" "$CONFIG" 2>/dev/null | head -30

echo ""
echo "=== File Sync Configuration ==="
grep -A 10 "sync:" "$CONFIG" 2>/dev/null | head -15

echo ""
echo "=== Port Forwards ==="
grep -A 10 "portForward:" "$CONFIG" 2>/dev/null | head -15

echo ""
echo "=== Dev Loop Status Check ==="
echo "To start dev loop: skaffold dev [--profile <profile>] [--port-forward]"
echo "To start with debug: skaffold debug [--profile <profile>]"

Build & Deploy Profile Management

#!/bin/bash
CONFIG="${1:-skaffold.yaml}"

echo "=== All Profiles ==="
# Extract profile names and their key characteristics
python3 -c "
import yaml, sys
with open('$CONFIG') as f:
    cfg = yaml.safe_load(f)
profiles = cfg.get('profiles', [])
for p in profiles:
    build_type = 'default'
    if 'build' in p:
        if 'googleCloudBuild' in p.get('build', {}):
            build_type = 'cloud-build'
        elif 'cluster' in p.get('build', {}):
            build_type = 'in-cluster'
        elif 'local' in p.get('build', {}):
            build_type = 'local'
    deploy_type = 'default'
    if 'deploy' in p:
        if 'kubectl' in p.get('deploy', {}):
            deploy_type = 'kubectl'
        elif 'helm' in p.get('deploy', {}):
            deploy_type = 'helm'
        elif 'kustomize' in p.get('deploy', {}):
            deploy_type = 'kustomize'
    print(f\"{p['name']}\tbuild={build_type}\tdeploy={deploy_type}\")
" 2>/dev/null || grep -A 1 "- name:" "$CONFIG" 2>/dev/null | grep "name:" | sed 's/.*name: //'

echo ""
echo "=== Profile Activation ==="
grep -A 5 "activation:" "$CONFIG" 2>/dev/null | head -15

echo ""
echo "=== Profile Patches ==="
grep -A 10 "patches:" "$CONFIG" 2>/dev/null | head -20

Render & Validate Pipeline

#!/bin/bash
PROFILE="${1:-}"
CONFIG="${2:-skaffold.yaml}"

echo "=== Render Output (dry-run) ==="
if [ -n "$PROFILE" ]; then
    skaffold render -p "$PROFILE" --digest-source=none 2>/dev/null | grep "^kind:" | sort | uniq -c | sort -rn
else
    skaffold render --digest-source=none 2>/dev/null | grep "^kind:" | sort | uniq -c | sort -rn
fi

echo ""
echo "=== Build Dry-Run ==="
skaffold build --dry-run ${PROFILE:+-p "$PROFILE"} 2>/dev/null | head -15

echo ""
echo "=== Diagnose Configuration ==="
skaffold diagnose ${PROFILE:+-p "$PROFILE"} 2>/dev/null | head -30

echo ""
echo "=== Schema Validation ==="
skaffold fix --overwrite=false 2>&1 | head -10

Debug Mode Configuration

#!/bin/bash
CONFIG="${1:-skaffold.yaml}"

echo "=== Debug-Capable Artifacts ==="
grep -B2 -A 8 "image:" "$CONFIG" 2>/dev/null | head -30

echo ""
echo "=== Supported Debug Runtimes ==="
echo "  - Go: dlv (Delve)"
echo "  - Java: JDWP"
echo "  - Node.js: --inspect"
echo "  - Python: debugpy/ptvsd"
echo "  - .NET: vsdbg"

echo ""
echo "=== Debug Usage ==="
echo "Start debugging: skaffold debug [--port-forward]"
echo "This automatically configures debug ports and disables health check timeouts"
echo ""
echo "=== Current Port Forwards ==="
grep -A 5 "portForward:" "$CONFIG" 2>/dev/null | head -10

echo ""
echo "=== Custom Actions ==="
grep -A 10 "customActions:" "$CONFIG" 2>/dev/null | head -15

Multi-Module Project Analysis

#!/bin/bash
PROJECT_DIR="${1:-.}"

echo "=== Skaffold Configs in Project ==="
find "$PROJECT_DIR" -name "skaffold.yaml" -o -name "skaffold.yml" 2>/dev/null | while read cfg; do
    DIR=$(dirname "$cfg")
    ARTIFACTS=$(grep "image:" "$cfg" 2>/dev/null | wc -l | tr -d ' ')
    echo "$DIR: $ARTIFACTS artifacts"
done

echo ""
echo "=== Module Dependencies ==="
grep -A 5 "requires:" "$PROJECT_DIR/skaffold.yaml" 2>/dev/null | head -15

echo ""
echo "=== Shared Config Imports ==="
grep "configs:" "$PROJECT_DIR/skaffold.yaml" 2>/dev/null | head -5

echo ""
echo "=== Build Concurrency ==="
grep "concurrency:" "$PROJECT_DIR/skaffold.yaml" 2>/dev/null || echo "Default concurrency (parallel)"

echo ""
echo "=== Artifact Dependencies ==="
grep -B1 -A 3 "requires:" "$PROJECT_DIR/skaffold.yaml" 2>/dev/null | head -20

echo ""
echo "=== Tag Policy ==="
grep -A 3 "tagPolicy:" "$PROJECT_DIR/skaffold.yaml" 2>/dev/null | head -5

Safety Rules

• Read-only by default: Use skaffold diagnose, skaffold render, skaffold build --dry-run
• Never run skaffold dev or skaffold run without explicit user request -- they deploy to clusters
• Profile awareness: Always check which profile is active to avoid deploying to wrong environment
• File sync: Changes to synced files are applied immediately in dev mode -- be cautious

Output Format

Present results as a structured report:

Managing Skaffold 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

1. NEVER assume resource names — always discover via CLI/API in Phase 1 before referencing in Phase 2.
2. NEVER fabricate metric names or dimensions — verify against the service documentation or --help output.
3. NEVER mix CLI commands between service versions — confirm which version/API you are targeting.
4. ALWAYS use the discovery → verify → analyze chain — every resource referenced must have been discovered first.
5. ALWAYS handle empty results gracefully — an empty response is valid data, not an error to retry.

Counter-Rationalizations

Common Pitfalls

• API version mismatch: Run skaffold fix to migrate config to latest API version
• Default repo: Without --default-repo, images push to the configured registry -- may require auth
• Cleanup on exit: skaffold dev cleans up resources on Ctrl+C -- skaffold run does not
• Build cache: Skaffold caches builds by default -- use --cache-artifacts=false to force rebuild
• Kustomize path: When using kustomize deployer, paths must be relative to the skaffold.yaml location