google-agents-cli-scaffold
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
trace
Root cause analysis for complex bugs. Use when initial fix fails or incident is severe. Traces Effect → Cause → Root with confidence levels and prevention hierarchy.
Full skill instructions
Root cause analysis when surface fixes fail.
| Trigger | Action |
|---|---|
| Bug persists after initial fix | Run trace |
| Production incident (SEV 1-2) | Run trace |
| Complex failure (multiple sources) | Run trace |
| Trivial bug (< 10 min fix) | Skip |
HH:MM - [Event] - [System state] - [Action taken]
Note: detection time vs. start time (how long hidden?)
Effect: [What users/systems experienced]
Why 1: [Immediate cause] (X-Y% confident)
Why 2: [Underlying mechanism] (X-Y% confident)
Why 3: [System/process gap] (X-Y% confident)
Why 4: [Organizational factor] (X-Y% confident)
Why 5: [Root cause] (X-Y% confident)
Gates: < 70% any level → request logs/reproduction Root cause = deepest answer with ≥70% confidence
Beyond root cause, what amplified impact?
Process: Monitoring gaps, testing gaps, review gaps People: Unclear ownership, missing runbooks Technical: Dependency failures, capacity limits, config drift Context: Traffic patterns, deployment timing, external factors
List 2-4 factors with specific mechanisms.
Tools: Ishikawa for categorization, Iceberg for deep structure analysis.
Users: Count, experience, business cost (quantified) Systems: Downstream effects, data integrity, security
1. [Code/config change]
File: [path:line]
Verification: [how to confirm]
Owner: [who]
1. [Alert/test/automation]
Trigger: [when it fires]
Owner: [who]
1. [Architectural change]
Problem class: [what it prevents]
Effort: [story points]
Owner: [who]
Each tier needs ≥1 item.
See soul/references/blameless.md
Focus on system gaps, not individual mistakes.
# Incident: [Title]
## Timeline
[Detection → Resolution]
## Five Whys
[With confidence per level]
## Contributing Factors
[2-4 items]
## Impact
[Quantified]
## Prevention
[Immediate / Short-Term / Long-Term]
## Top 3 Actions
1. [Task] | Owner: [Name] | Due: [Date]
2. ...
3. ...
| Bad | Good |
|---|---|
| "Human error" | Identify automation gap |
| "Communication failure" | Identify process gap |
| "Be more careful" | Add system safeguard |
| "Performance issue" | Specific: "Pool exhausted at 1K req/s" |
Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.
Set up tracing, logging, and monitoring for deployed ADK agents across Cloud Trace, BigQuery, and third-party platforms.
Enterprise Azure infrastructure architect generating Bicep or Terraform from workload descriptions.
Plan and configure production-ready Azure Kubernetes Service clusters with Day-0 and Day-1 best practices.
Raw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.
Web search, scraping, extraction, crawling, and monitoring via ScrapeGraph AI CLI.
Skill for working with Firebase Hosting (Classic). Use this when you want to deploy static web apps, Single Page Apps (SPAs), or simple microservices. Do NOT use for Firebase App Hosting.
Deploy and manage web apps with Firebase App Hosting. Use this skill when deploying Next.js/Angular apps with backends.
Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".
Build SEO-optimized pages at scale using templates, data, and proven playbook patterns.
Design and build isolated, reusable Convex backend components with clear boundaries and app-facing wrappers.
Deploy and manage projects on Vercel using token-based authentication. Use when working with Vercel CLI using access tokens rather than interactive login — e.g. "deploy to vercel", "set up vercel", "add environment variables to vercel".
Opus.ai: Revolutionize Your Web Experience
Build a no-code AI app in minutes.
An IDE for code migration from legacy to modern frameworks through coding agents.
Automate CGI animation in live-action scenes
Branded artistic QR-code concepts
Launch a website in seconds with AI.
Streamline Your Coding Experience with AI Code Helper
Convert any screenshot or design to clean code.