Registry indexed
Maps a business type the user mentions (coffee shop, restaurant, e-commerce, clinic, gym, hotel, school and more) to its industry-standard feature set — POS, inventory, orders, booking, reports, staff — and auto-includes those features with no questions asked. Fuels zero-question
Maps a business type the user mentions (coffee shop, restaurant, e-commerce, clinic, gym, hotel, school and more) to its industry-standard feature set — POS, inventory, orders, booking, reports, staff — and auto-includes those features with no questions asked. Fuels zero-question planning for /toh-vibe and /toh-plan whenever a request names a business or industry.
Source documentation, not instructions for this website. Review permissions before running any commands.
Purpose: AI understands business domains and auto-includes standard features Version: 1.0.0 Author: Toh Framework Team
This skill enables AI to understand business context from minimal user input and automatically include industry-standard features without asking.
User says: "ร้านกาแฟ" or "coffee shop"
AI understands: Need POS, Inventory, Menu, Orders, Reports, Staff Management
NO QUESTIONS ASKED - AI makes intelligent decisions based on business type.
Trigger Words: ร้านอาหาร, ร้านกาแฟ, คาเฟ่, restaurant, cafe, coffee shop, bakery, bar
Auto-Include Features:
| Feature | Priority | Description |
|---|---|---|
| POS System | 🔴 Must | Point of sale, order taking |
| Menu Management | 🔴 Must | Products, categories, prices |
| Order Management | 🔴 Must | Order status, kitchen display |
| Inventory | 🟡 Should | Stock tracking, low stock alerts |
| Reports & Analytics | 🟡 Should | Daily sales, top products |
| Staff Management | 🟢 Could | Shifts, permissions |
| Customer Loyalty | 🟢 Could | Points, rewards |
| Table Management | 🟢 Could | For dine-in restaurants |
Default Pages:
/ → Dashboard (today's sales summary)
/pos → POS interface
/menu → Menu management
/orders → Order list & status
/inventory → Stock management
/reports → Sales reports
/settings → Store settings
Default Data Models:
// Core models for F&B
Product { id, name, price, category, image, inStock }
Order { id, items, total, status, createdAt, paymentMethod }
Category { id, name, sortOrder }
Inventory { productId, quantity, lowStockThreshold }
Trigger Words: ขายของออนไลน์, ร้านค้าออนไลน์, e-commerce, online store, shop
Auto-Include Features:
| Feature | Priority | Description |
|---|---|---|
| Product Catalog | 🔴 Must | Products, variants, images |
| Shopping Cart | 🔴 Must | Add/remove, quantity |
| Checkout | 🔴 Must | Address, payment |
| Order Management | 🔴 Must | Status, tracking |
| Customer Accounts | 🟡 Should | Login, order history |
| Payment Integration | 🟡 Should | Stripe, PromptPay |
| Shipping | 🟡 Should | Rates, tracking |
| Reviews | 🟢 Could | Product reviews |
| Wishlist | 🟢 Could | Save for later |
| Promotions | 🟢 Could | Coupons, discounts |
Default Pages:
/ → Homepage (featured products)
/products → Product listing
/products/[id] → Product detail
/cart → Shopping cart
/checkout → Checkout flow
/account → Customer account
/account/orders → Order history
/admin → Admin dashboard
/admin/products → Product management
/admin/orders → Order management
Trigger Words: จองคิว, นัดหมาย, booking, appointment, reservation, clinic, salon, spa
Auto-Include Features:
| Feature | Priority | Description |
|---|---|---|
| Service Catalog | 🔴 Must | Services, duration, price |
| Calendar View | 🔴 Must | Available slots |
| Booking Flow | 🔴 Must | Select service → time → confirm |
| Staff/Resource | 🟡 Should | Assign to staff/room |
| Reminders | 🟡 Should | Email/SMS notifications |
| Customer Management | 🟡 Should | Contact info, history |
| Online Payment | 🟢 Could | Deposit, full payment |
| Cancellation | 🟢 Could | Cancel/reschedule policy |
Default Pages:
/ → Homepage (services overview)
/book → Booking flow
/services → Service list
/admin → Admin dashboard
/admin/calendar → Appointment calendar
/admin/services → Service management
/admin/customers → Customer list
Trigger Words: dashboard, admin panel, management system, ระบบจัดการ, backoffice
Auto-Include Features:
| Feature | Priority | Description |
|---|---|---|
| Authentication | 🔴 Must | Login, register, password reset |
| Dashboard | 🔴 Must | Key metrics, charts |
| User Management | 🟡 Should | Roles, permissions |
| Settings | 🟡 Should | Profile, preferences |
| Data Tables | 🟡 Should | CRUD operations |
| Search & Filter | 🟡 Should | Find records |
| Export | 🟢 Could | CSV, PDF export |
| Notifications | 🟢 Could | In-app, email |
| Audit Log | 🟢 Could | Activity tracking |
Default Pages:
/ → Redirect to dashboard or login
/login → Login page
/register → Registration
/dashboard → Main dashboard
/[resource] → Resource list (e.g., /users, /products)
/[resource]/[id] → Resource detail
/settings → User settings
Trigger Words: marketplace, ตลาด, platform, multi-vendor
Auto-Include Features:
| Feature | Priority | Description |
|---|---|---|
| Vendor Registration | 🔴 Must | Seller onboarding |
| Product Listings | 🔴 Must | Multi-vendor products |
| Search & Discovery | 🔴 Must | Find products/vendors |
| Order Routing | 🔴 Must | Route to correct vendor |
| Vendor Dashboard | 🟡 Should | Sales, products |
| Commission System | 🟡 Should | Platform fees |
| Reviews & Ratings | 🟡 Should | Trust building |
| Messaging | 🟢 Could | Buyer-seller chat |
| Disputes | 🟢 Could | Issue resolution |
When user describes a project:
เข้าใจครับ! จะสร้าง **[Business Type]** ให้
📦 Features ที่จะสร้าง:
- ✅ [Must-have 1]
- ✅ [Must-have 2]
- ✅ [Should-have 1]
- ✅ [Should-have 2]
💡 Features เสริม (บอกได้ถ้าต้องการ):
- [Could-have 1]
- [Could-have 2]
🚀 เริ่มสร้าง UI เลยนะครับ...
User can always:
AI should adapt the template based on user's additional input.
This skill works with:
ui-first-builder - Creates UI based on business templateengineer-harness - Suggests next steps based on business typeintegrations - Recommends relevant integrations (e.g., payment for e-commerce)Last Updated: 2024-12-03
name: business-context description: > Maps a business type the user mentions (coffee shop, restaurant, e-commerce, clinic, gym, hotel, school and more) to its industry-standard feature set — POS, inventory, orders, booking, reports, staff — and auto-includes those features with no questions asked. Fuels zero-question planning for /toh-vibe and /toh-plan whenever a request names a business or industry. user-invocable: false # internal — model-invoked via toh-* commands, not a user /command
---
name: business-context
description: >
Maps a business type the user mentions (coffee shop, restaurant, e-commerce,
clinic, gym, hotel, school and more) to its industry-standard feature set —
POS, inventory, orders, booking, reports, staff — and auto-includes those
features with no questions asked. Fuels zero-question planning for /toh-vibe
and /toh-plan whenever a request names a business or industry.
user-invocable: false # internal — model-invoked via toh-* commands, not a user /command
---
# 🏢 Business Context Skill
> **Purpose:** AI understands business domains and auto-includes standard features
> **Version:** 1.0.0
> **Author:** Toh Framework Team
## Overview
This skill enables AI to understand business context from minimal user input and automatically include industry-standard features without asking.
## Core Principle
```
User says: "ร้านกาแฟ" or "coffee shop"
AI understands: Need POS, Inventory, Menu, Orders, Reports, Staff Management
```
**NO QUESTIONS ASKED** - AI makes intelligent decisions based on business type.
---
## Business Templates
### 🍽️ Food & Beverage (F&B)
**Trigger Words:** ร้านอาหาร, ร้านกาแฟ, คาเฟ่, restaurant, cafe, coffee shop, bakery, bar
**Auto-Include Features:**
| Feature | Priority | Description |
|---------|----------|-------------|
| POS System | 🔴 Must | Point of sale, order taking |
| Menu Management | 🔴 Must | Products, categories, prices |
| Order Management | 🔴 Must | Order status, kitchen display |
| Inventory | 🟡 Should | Stock tracking, low stock alerts |
| Reports & Analytics | 🟡 Should | Daily sales, top products |
| Staff Management | 🟢 Could | Shifts, permissions |
| Customer Loyalty | 🟢 Could | Points, rewards |
| Table Management | 🟢 Could | For dine-in restaurants |
**Default Pages:**
```
/ → Dashboard (today's sales summary)
/pos → POS interface
/menu → Menu management
/orders → Order list & status
/inventory → Stock management
/reports → Sales reports
/settings → Store settings
```
**Default Data Models:**
```typescript
// Core models for F&B
Product { id, name, price, category, image, inStock }
Order { id, items, total, status, createdAt, paymentMethod }
Category { id, name, sortOrder }
Inventory { productId, quantity, lowStockThreshold }
```
---
### 🛒 E-commerce
**Trigger Words:** ขายของออนไลน์, ร้านค้าออนไลน์, e-commerce, online store, shop
**Auto-Include Features:**
| Feature | Priority | Description |
|---------|----------|-------------|
| Product Catalog | 🔴 Must | Products, variants, images |
| Shopping Cart | 🔴 Must | Add/remove, quantity |
| Checkout | 🔴 Must | Address, payment |
| Order Management | 🔴 Must | Status, tracking |
| Customer Accounts | 🟡 Should | Login, order history |
| Payment Integration | 🟡 Should | Stripe, PromptPay |
| Shipping | 🟡 Should | Rates, tracking |
| Reviews | 🟢 Could | Product reviews |
| Wishlist | 🟢 Could | Save for later |
| Promotions | 🟢 Could | Coupons, discounts |
**Default Pages:**
```
/ → Homepage (featured products)
/products → Product listing
/products/[id] → Product detail
/cart → Shopping cart
/checkout → Checkout flow
/account → Customer account
/account/orders → Order history
/admin → Admin dashboard
/admin/products → Product management
/admin/orders → Order management
```
---
### 📅 Booking & Appointments
**Trigger Words:** จองคิว, นัดหมาย, booking, appointment, reservation, clinic, salon, spa
**Auto-Include Features:**
| Feature | Priority | Description |
|---------|----------|-------------|
| Service Catalog | 🔴 Must | Services, duration, price |
| Calendar View | 🔴 Must | Available slots |
| Booking Flow | 🔴 Must | Select service → time → confirm |
| Staff/Resource | 🟡 Should | Assign to staff/room |
| Reminders | 🟡 Should | Email/SMS notifications |
| Customer Management | 🟡 Should | Contact info, history |
| Online Payment | 🟢 Could | Deposit, full payment |
| Cancellation | 🟢 Could | Cancel/reschedule policy |
**Default Pages:**
```
/ → Homepage (services overview)
/book → Booking flow
/services → Service list
/admin → Admin dashboard
/admin/calendar → Appointment calendar
/admin/services → Service management
/admin/customers → Customer list
```
---
### 📊 SaaS Dashboard
**Trigger Words:** dashboard, admin panel, management system, ระบบจัดการ, backoffice
**Auto-Include Features:**
| Feature | Priority | Description |
|---------|----------|-------------|
| Authentication | 🔴 Must | Login, register, password reset |
| Dashboard | 🔴 Must | Key metrics, charts |
| User Management | 🟡 Should | Roles, permissions |
| Settings | 🟡 Should | Profile, preferences |
| Data Tables | 🟡 Should | CRUD operations |
| Search & Filter | 🟡 Should | Find records |
| Export | 🟢 Could | CSV, PDF export |
| Notifications | 🟢 Could | In-app, email |
| Audit Log | 🟢 Could | Activity tracking |
**Default Pages:**
```
/ → Redirect to dashboard or login
/login → Login page
/register → Registration
/dashboard → Main dashboard
/[resource] → Resource list (e.g., /users, /products)
/[resource]/[id] → Resource detail
/settings → User settings
```
---
### 🏪 Marketplace
**Trigger Words:** marketplace, ตลาด, platform, multi-vendor
**Auto-Include Features:**
| Feature | Priority | Description |
|---------|----------|-------------|
| Vendor Registration | 🔴 Must | Seller onboarding |
| Product Listings | 🔴 Must | Multi-vendor products |
| Search & Discovery | 🔴 Must | Find products/vendors |
| Order Routing | 🔴 Must | Route to correct vendor |
| Vendor Dashboard | 🟡 Should | Sales, products |
| Commission System | 🟡 Should | Platform fees |
| Reviews & Ratings | 🟡 Should | Trust building |
| Messaging | 🟢 Could | Buyer-seller chat |
| Disputes | 🟢 Could | Issue resolution |
---
## Usage Instructions
### For AI Agents
When user describes a project:
1. **Detect Business Type** - Match trigger words
2. **Select Template** - Load appropriate template
3. **Auto-Include Must-Have Features** - No asking needed
4. **Mention Should-Have Features** - Brief mention, include by default
5. **Offer Could-Have Features** - Quick mention at end
### Response Format
```markdown
เข้าใจครับ! จะสร้าง **[Business Type]** ให้
📦 Features ที่จะสร้าง:
- ✅ [Must-have 1]
- ✅ [Must-have 2]
- ✅ [Should-have 1]
- ✅ [Should-have 2]
💡 Features เสริม (บอกได้ถ้าต้องการ):
- [Could-have 1]
- [Could-have 2]
🚀 เริ่มสร้าง UI เลยนะครับ...
```
---
## Customization
User can always:
- Add features: "เพิ่มระบบ loyalty ด้วย"
- Remove features: "ไม่ต้องมี inventory"
- Modify features: "อยากให้ POS รองรับหลายสาขา"
AI should adapt the template based on user's additional input.
---
## Integration with Other Skills
This skill works with:
- `ui-first-builder` - Creates UI based on business template
- `engineer-harness` - Suggests next steps based on business type
- `integrations` - Recommends relevant integrations (e.g., payment for e-commerce)
---
*Last Updated: 2024-12-03*
Skill source recorded
Skill instructions are recorded. This is not a runtime test, safety guarantee or compatibility certification.
Review before install: Avoid automatic install
Listed tools are metadata hints, not tested compatibility. Agent prompts are suggested handoffs.
Check the source for dependencies, API keys and third-party costs. A public repository does not mean every service is free.
Repository metadata and review signals are advisory. Popularity, source discovery and successful execution are different facts.
Version reported in registry metadata; check source releases before relying on it.
Quality
67/100
Promising
Trust
59/100
Do not auto-install
Audit
76/100
Risky
This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.
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{
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"name": "cro",
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"stars": 46626,
"install_command": "npx skills add coreyhaines31/marketingskills --skill cro",
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"High-risk permission hints: Shell or command execution, Secrets or environment access",
"Permission surface may require sandboxing",
"Financial research output is not financial advice; require human review before any live investment decision",
"Potential broker, wallet, exchange, or real-money execution surface; sandbox and explicit approval are required"
],
"agent_contract": {
"task_input": "Use business-context in an agent workflow",
"recommended_action": "Do not auto-install. Inspect the source, dependencies, and permission surface first.",
"install_policy": "block",
"minimum_review_before_use": [
"Trust: 67/100 Manual review",
"Audit: 76/100 Risky",
"Safety: 36/100 Avoid automatic install",
"Review repository, license, install command, and permission surface before production use."
],
"expected_agent_output": {
"selected_skill": "wasintoh-business-context (business-context)",
"install_command": "npx skills add wasintoh/toh-framework --skill business-context",
"risk_summary": "Risky; Blocked for auto-install; Review before production",
"verification_result": "Report the smallest successful task, files touched, warnings, and any missing setup."
}
},
"outcome_feedback": {
"endpoint": "https://www.openagentskill.com/api/agent/outcome",
"method": "POST",
"requires_resolve_event_id": true,
"event_id_source": "Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.",
"expected_outcomes": [
"success",
"failed",
"not_relevant",
"blocked_by_risk",
"setup_required"
],
"payload_template": {
"event_id": "<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>",
"skill_slug": "wasintoh-business-context",
"task": "Use business-context in an agent workflow",
"agent": "codex",
"outcome": "success",
"install_used": true,
"risk_blocked": false,
"setup_required": false,
"task_success": true,
"output_quality": 4,
"error_type": null,
"human_review_required": false,
"workspace": "sandbox",
"time_to_useful_ms": 120000,
"notes": "Report the smallest successful task, setup friction, files touched, and risk notes."
}
},
"endpoints": {
"web": "https://www.openagentskill.com/skills/wasintoh-business-context",
"api": "https://www.openagentskill.com/api/agent/skills/wasintoh-business-context",
"audit": "https://www.openagentskill.com/skills/wasintoh-business-context/audit",
"eval": "https://www.openagentskill.com/api/agent/evals?slug=wasintoh-business-context&task=Use%20business-context%20in%20an%20agent%20workflow&max_risk=medium",
"resolve": "https://www.openagentskill.com/api/agent/resolve?task=Use%20business-context%20in%20an%20agent%20workflow&agent=codex&max_risk=medium",
"receipt": "https://www.openagentskill.com/api/agent/receipt?task=Use%20business-context%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text",
"install": "https://www.openagentskill.com/api/skills/wasintoh-business-context/install",
"manifest": "https://www.openagentskill.com/api/registry/manifest/wasintoh-business-context"
}
}Listing source
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