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feat: add antigravity workflows playbooks and orchestration skill

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Introduce the first Antigravity Workflows foundation with machine-readable workflow metadata, a dedicated orchestration skill, and onboarding docs that explain when to use bundles versus workflows. This reduces multi-skill friction for common goals like SaaS MVP delivery, security audits, AI agent builds, and browser QA.

Co-authored-by: Cursor <cursoragent@cursor.com>
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Skills are specialized instruction files that teach AI assistants how to handle specific tasks. Think of them as expert knowledge modules that your AI can load on-demand.
**Simple analogy:** Just like you might consult different experts (a lawyer, a doctor, a mechanic), these skills let your AI become an expert in different areas when you need them.
### Do I need to install all 626+ skills?
### Do I need to install all 700+ skills?
**No!** When you clone the repository, all skills are available, but your AI only loads them when you explicitly invoke them with `@skill-name`.
It's like having a library - all books are there, but you only read the ones you need.
**Pro Tip:** Use [Starter Packs](BUNDLES.md) to install only what matches your role.
### What is the difference between Bundles and Workflows?
- **Bundles** are curated recommendations grouped by role or domain.
- **Workflows** are ordered execution playbooks for concrete outcomes.
Use bundles when you are deciding *which skills* to include. Use workflows when you need *step-by-step execution*.
Start from:
- [BUNDLES.md](BUNDLES.md)
- [WORKFLOWS.md](WORKFLOWS.md)
### Which AI tools work with these skills?
- ✅ **Claude Code** (Anthropic CLI)

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## ⚡️ Quick Start: The "Starter Packs"
Don't panic about the 626+ skills. You don't need them all at once.
Don't panic about the 700+ skills. You don't need them all at once.
We have curated **Starter Packs** to get you running immediately.
You **install the full repo once** (npx or clone); Starter Packs are curated lists to help you **pick which skills to use** by role (e.g. Web Wizard, Hacker Pack)—they are not a different way to install.
@@ -52,6 +52,21 @@ Find the bundle that matches your role (see [BUNDLES.md](BUNDLES.md)):
---
## 🧭 Bundles vs Workflows
Bundles and workflows solve different problems:
- **Bundles** = curated sets by role (what to pick).
- **Workflows** = step-by-step playbooks (how to execute).
Start with bundles in [BUNDLES.md](BUNDLES.md), then run a workflow from [WORKFLOWS.md](WORKFLOWS.md) when you need guided execution.
Example:
> "Use **@antigravity-workflows** and run `ship-saas-mvp` for my project idea."
---
## 🚀 How to Use a Skill
Once installed, just talk to your AI naturally.
@@ -103,7 +118,7 @@ _Check the [Skill Catalog](../CATALOG.md) for the full list._
## ❓ FAQ
**Q: Do I need to install all 626 skills?**
**Q: Do I need to install all 700+ skills?**
A: You clone the whole repo once; your AI only _reads_ the skills you invoke (or that are relevant), so it stays lightweight. **Starter Packs** in [BUNDLES.md](BUNDLES.md) are curated lists to help you discover the right skills for your role—they don't change how you install.
**Q: Can I make my own skills?**

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# Antigravity Workflows
> Workflow playbooks to orchestrate multiple skills with less friction.
## What Is a Workflow?
A workflow is a guided, step-by-step execution path that combines multiple skills for one concrete outcome.
- **Bundles** tell you which skills are relevant for a role.
- **Workflows** tell you how to use those skills in sequence to complete a real objective.
If bundles are your toolbox, workflows are your execution playbook.
---
## How to Use Workflows
1. Install the repository once (`npx antigravity-awesome-skills`).
2. Pick a workflow matching your immediate goal.
3. Execute steps in order and invoke the listed skills in each step.
4. Keep output artifacts at each step (plan, decisions, tests, validation evidence).
You can combine workflows with bundles from [BUNDLES.md](BUNDLES.md) when you need broader coverage.
---
## Workflow: Ship a SaaS MVP
Build and ship a minimal but production-minded SaaS product.
**Related bundles:** `Essentials`, `Full-Stack Developer`, `QA & Testing`, `DevOps & Cloud`
### Prerequisites
- Local repository and runtime configured.
- Clear user problem and MVP scope.
- Basic deployment target selected.
### Steps
1. **Plan the scope**
- **Goal:** Define MVP boundaries and acceptance criteria.
- **Skills:** [`@brainstorming`](../skills/brainstorming/), [`@concise-planning`](../skills/concise-planning/), [`@writing-plans`](../skills/writing-plans/)
- **Prompt example:** `Usa @concise-planning per definire milestones e criteri di accettazione del mio MVP SaaS.`
2. **Build backend and API**
- **Goal:** Implement core entities, APIs, and auth baseline.
- **Skills:** [`@backend-dev-guidelines`](../skills/backend-dev-guidelines/), [`@api-patterns`](../skills/api-patterns/), [`@database-design`](../skills/database-design/)
- **Prompt example:** `Usa @backend-dev-guidelines per creare API e servizi del dominio billing.`
3. **Build frontend**
- **Goal:** Ship core user flow with clear UX states.
- **Skills:** [`@frontend-developer`](../skills/frontend-developer/), [`@react-patterns`](../skills/react-patterns/), [`@frontend-design`](../skills/frontend-design/)
- **Prompt example:** `Usa @frontend-developer per implementare onboarding, empty state e dashboard iniziale.`
4. **Test and validate**
- **Goal:** Cover critical user journeys before release.
- **Skills:** [`@test-driven-development`](../skills/test-driven-development/), [`@browser-automation`](../skills/browser-automation/), `@go-playwright` (optional, Go stack)
- **Prompt example:** `Usa @browser-automation per creare test E2E sui flussi signup e checkout.`
- **Go note:** Se il progetto QA e tooling sono in Go, preferisci `@go-playwright`.
5. **Ship safely**
- **Goal:** Release with observability and rollback plan.
- **Skills:** [`@deployment-procedures`](../skills/deployment-procedures/), [`@observability-engineer`](../skills/observability-engineer/)
- **Prompt example:** `Usa @deployment-procedures per una checklist di rilascio con rollback.`
---
## Workflow: Security Audit for a Web App
Run a focused security review from scope definition to remediation validation.
**Related bundles:** `Security Engineer`, `Security Developer`, `Observability & Monitoring`
### Prerequisites
- Explicit authorization for testing.
- In-scope targets documented.
- Logging and environment details available.
### Steps
1. **Define scope and threat model**
- **Goal:** Identify assets, trust boundaries, and attack paths.
- **Skills:** [`@ethical-hacking-methodology`](../skills/ethical-hacking-methodology/), [`@threat-modeling-expert`](../skills/threat-modeling-expert/), [`@attack-tree-construction`](../skills/attack-tree-construction/)
- **Prompt example:** `Usa @threat-modeling-expert per mappare asset critici e trust boundaries della mia web app.`
2. **Review auth and access control**
- **Goal:** Detect account takeover and authorization flaws.
- **Skills:** [`@broken-authentication`](../skills/broken-authentication/), [`@auth-implementation-patterns`](../skills/auth-implementation-patterns/), [`@idor-testing`](../skills/idor-testing/)
- **Prompt example:** `Usa @idor-testing per verificare accessi non autorizzati su endpoint multitenant.`
3. **Assess API and input security**
- **Goal:** Uncover high-impact API and injection vulnerabilities.
- **Skills:** [`@api-security-best-practices`](../skills/api-security-best-practices/), [`@api-fuzzing-bug-bounty`](../skills/api-fuzzing-bug-bounty/), [`@top-web-vulnerabilities`](../skills/top-web-vulnerabilities/)
- **Prompt example:** `Usa @api-security-best-practices per audit endpoint auth, billing e admin.`
4. **Harden and verify**
- **Goal:** Convert findings into fixes and verify evidence of mitigation.
- **Skills:** [`@security-auditor`](../skills/security-auditor/), [`@sast-configuration`](../skills/sast-configuration/), [`@verification-before-completion`](../skills/verification-before-completion/)
- **Prompt example:** `Usa @verification-before-completion per provare che le mitigazioni sono effettive.`
---
## Workflow: Build an AI Agent System
Design and deliver a production-grade agent with measurable reliability.
**Related bundles:** `Agent Architect`, `LLM Application Developer`, `Data Engineering`
### Prerequisites
- Narrow use case with measurable outcomes.
- Access to model provider(s) and observability tooling.
- Initial dataset or knowledge corpus.
### Steps
1. **Define target behavior and KPIs**
- **Goal:** Set quality, latency, and failure thresholds.
- **Skills:** [`@ai-agents-architect`](../skills/ai-agents-architect/), [`@agent-evaluation`](../skills/agent-evaluation/), [`@product-manager-toolkit`](../skills/product-manager-toolkit/)
- **Prompt example:** `Usa @agent-evaluation per definire benchmark e criteri di successo del mio agente.`
2. **Design retrieval and memory**
- **Goal:** Build reliable retrieval and context architecture.
- **Skills:** [`@llm-app-patterns`](../skills/llm-app-patterns/), [`@rag-implementation`](../skills/rag-implementation/), [`@vector-database-engineer`](../skills/vector-database-engineer/)
- **Prompt example:** `Usa @rag-implementation per progettare pipeline di chunking, embedding e retrieval.`
3. **Implement orchestration**
- **Goal:** Implement deterministic orchestration and tool boundaries.
- **Skills:** [`@langgraph`](../skills/langgraph/), [`@mcp-builder`](../skills/mcp-builder/), [`@workflow-automation`](../skills/workflow-automation/)
- **Prompt example:** `Usa @langgraph per implementare il grafo agente con fallback e human-in-the-loop.`
4. **Evaluate and iterate**
- **Goal:** Improve weak points with a structured loop.
- **Skills:** [`@agent-evaluation`](../skills/agent-evaluation/), [`@langfuse`](../skills/langfuse/), [`@kaizen`](../skills/kaizen/)
- **Prompt example:** `Usa @kaizen per prioritizzare le correzioni sulle failure modes rilevate dai test.`
---
## Workflow: QA and Browser Automation
Create resilient browser automation with deterministic execution in CI.
**Related bundles:** `QA & Testing`, `Full-Stack Developer`
### Prerequisites
- Test environments and stable credentials.
- Critical user journeys identified.
- CI pipeline available.
### Steps
1. **Prepare test strategy**
- **Goal:** Scope journeys, fixtures, and execution environments.
- **Skills:** [`@e2e-testing-patterns`](../skills/e2e-testing-patterns/), [`@test-driven-development`](../skills/test-driven-development/)
- **Prompt example:** `Usa @e2e-testing-patterns per definire suite E2E minima ma ad alto impatto.`
2. **Implement browser tests**
- **Goal:** Build robust test coverage with stable selectors.
- **Skills:** [`@browser-automation`](../skills/browser-automation/), `@go-playwright` (optional, Go stack)
- **Prompt example:** `Usa @go-playwright per implementare browser automation in un progetto Go.`
3. **Triage and harden**
- **Goal:** Remove flaky behavior and enforce repeatability.
- **Skills:** [`@systematic-debugging`](../skills/systematic-debugging/), [`@test-fixing`](../skills/test-fixing/), [`@verification-before-completion`](../skills/verification-before-completion/)
- **Prompt example:** `Usa @systematic-debugging per classificare e risolvere le flakiness in CI.`
---
## Machine-Readable Workflows
For tooling and automation, workflow metadata is available in [data/workflows.json](../data/workflows.json).