Agent Skill
2/7/2026

api-mocking-skill

Scaffold API mocking infrastructure using Mountebank and Testcontainers for reliable integration testing.

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godspeedai
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npx skills add GodSpeedAI/VibesPro

SKILL.md

Nameapi-mocking-skill
DescriptionScaffold API mocking infrastructure using Mountebank and Testcontainers for reliable integration testing.

🌟 VibesPro — From Idea to Working Software, Without the Wait

CI License: MPL 2.0 DeepWiki


💡 The Problem Everyone Feels, But Few Solve

You have an idea. Six weeks later, you're still explaining it.

Right now, organizations waste an average of 40% of development time on miscommunication, rework, and knowledge loss. Domain experts describe what they need, developers interpret it differently, and by the time code ships—requirements have already changed.

The gap between what you imagine and what you get shouldn't take months.

What if you could describe what you need—and actually get it?


🚀 VibesPro: Your Ideas, Made Real

VibesPro is a Generative Development Environment—infrastructure that transforms how your organization builds software.

Instead of waiting for developers to interpret requirements, you describe what you need conversationally. Instead of hoping institutional knowledge survives employee turnover, your decisions become reusable building blocks. Instead of starting every project from scratch, proven patterns compound automatically.

The result? Working software in hours, not quarters. Knowledge that grows, never leaves.


✨ What Changes for You

Before VibesPro

The PainWhat It Costs
Requirements lost in translationWeeks of rework after launch
"Works on my machine" chaosDelayed deployments, frustrated teams
Knowledge locked in senior developersRisk every time someone leaves
Inconsistent implementationsTechnical debt from day one
Waiting through development queuesMissed market windows

After VibesPro

The ShiftWhat You Gain
Describe once, generate correctlyHours to first working version
Reproducible environmentsDeploy anywhere with confidence
Organizational memory that compoundsKnowledge survives and grows
Standards enforced automaticallyQuality without policing
Self-serve prototypingTest ideas before committing resources

🎯 Who Thrives With VibesPro

Product Managers & Domain Experts

You understand the business better than anyone—but translating that into technical specs feels like playing telephone. With VibesPro, you articulate what you need in plain language, see a proposal, and watch it become working software. No more waiting for developer availability. No more "that's not what I meant" after weeks of work.

"I described our new order management flow before lunch. By afternoon, I was testing a working prototype."

Technical Leaders & Architects

You've solved the same problems across multiple projects—but that knowledge stays trapped in your head or scattered across Confluence pages no one reads. VibesPro turns your architectural decisions into executable patterns that every future project inherits automatically. Your expertise scales without your constant presence.

"Our API conventions, our security patterns, our testing standards—they're not documentation anymore. They're infrastructure."

Compliance & Security Teams

You need audit trails. You need traceability. You need to prove that decisions connect to implementations. VibesPro generates complete evidence chains from requirement to code to test—automatically. No more chasing developers for documentation after the fact.

"Every line of generated code links back to the decision that created it. Audits went from weeks to hours."

Development Teams

You want to build features, not the same boilerplate for the hundredth time. VibesPro eliminates the repetitive scaffolding and lets you focus on the logic that matters. Architectural consistency is handled. You just build.

"I stopped writing CRUD endpoints. Now I describe the domain and the system builds them with our exact conventions."


🧠 How It Actually Works

1. You Describe What You Need

Not code. Not technical specifications. Just what you're trying to accomplish:

"I need to track customer orders with status updates and send notifications when orders ship."

2. The System Proposes a Plan

VibesPro's AI team (architect, product specialist, quality guardian) translates your request into a concrete proposal—what will be built, how it fits your existing patterns, what tests will verify it works.

3. You Review and Approve

Nothing happens without your sign-off. You see exactly what will be generated before it's generated. Adjust, refine, or approve.

4. Working Software Materializes

The system scaffolds implementations using your organization's proven patterns—not generic templates, but your standards, your conventions, your quality requirements.

5. Your Knowledge Compounds

Every decision, every successful pattern gets captured. Next time someone needs similar functionality, the system remembers—and builds even faster.


🔒 Built for Regulated Industries

For organizations where compliance isn't optional, VibesPro provides what auditors require:

RequirementHow VibesPro Delivers
Audit trailEvery artifact links to its originating decision
Change controlAll modifications flow through validated generators
ReproducibilitySame inputs produce identical outputs—always
AI governanceAI operates within validated boundaries, not arbitrary code invention
EvidenceTraceability matrix generated automatically; specs stay synchronized

🏃 Get Started in 5 Minutes

# 1. Generate your personalized environment
copier copy gh:GodSpeedAI/VibesPro my-project

# 2. Set up dependencies
cd my-project && just setup

# 3. Start building
just dev

Important: Don't clone the repository—use Copier to generate an environment customized to your project.

Once running, you'll interact conversationally. Describe what you need. Review proposals. Watch working software appear.


📚 Go Deeper

Getting Started

For Builders

Governance & Security

CI/Development

Run CI locally before pushing:

./scripts/ci-local.sh lint      # Quick lint check (~45s)
./scripts/ci-local.sh typecheck # Type checking (~1-2m)
./scripts/ci-local.sh test      # All tests (~5-10m)
./scripts/ci-local.sh all       # Full CI suite
./scripts/ci-local.sh docker    # Full CI parity with Docker

See .github/workflows/README.md for full CI documentation.


🗺️ Where We're Heading

Now Building

  • 🧠 Enhanced conversational pattern definition
  • 📊 Automated architecture validation
  • 🎯 Context-aware recommendations
  • 🔄 Real-time collaboration on specifications

On the Horizon

  • 🌐 Community pattern marketplace
  • 🎨 Domain accelerators (auth, e-commerce, analytics)
  • 🔌 Extension system for custom capabilities
  • 🌍 Multi-cloud infrastructure patterns

🤝 Join the Movement

VibesPro is open source because transforming how software gets built shouldn't require a vendor lock-in.


📜 Licensing: Simple and Fair

VibesPro Itself: MPL 2.0

The VibesPro infrastructure is open source under MPL 2.0. Modifications to VibesPro's files must remain open. Commercial licensing available for closed-source embedding.

What You Build: Entirely Yours

Everything you generate with VibesPro belongs to you—completely. No restrictions, no royalties, no licensing obligations on your output. Use it commercially, modify it, license it however you want.

VibesPro is MPL 2.0. Your software is yours.

See LICENSE for full details.


🚦 Ready?

copier copy gh:GodSpeedAI/VibesPro my-project
cd my-project && just setup && just dev

Your ideas. Your domain. Your pace.

Stop waiting weeks for what should take hours. Stop losing knowledge when people leave. Stop rebuilding the same patterns project after project.

Start building infrastructure that remembers, adapts, and accelerates.


When your organization's knowledge becomes executable, everything changes.

Skills Info
Original Name:api-mocking-skillAuthor:godspeedai