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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
a skill directory for world-class specialized agents, in your terminal / IDE. more sophisticated than skills with just md files. and they're free.
| Date | Stars |
|---|---|
| 2026-07-31 | 873 |
| 2026-08-06 | 876 |
Today
+3 stars today
This week
— stars this week
This month
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Momentum
0.0
growth rate 0.00%/day
# Spawner Skills
> **[spawner.vibeship.co](https://spawner.vibeship.co)** | **[Browse All Skills](https://spawner.vibeship.co/skills)**
**462 production-grade skills** for Claude. Zero cost, works offline. Full MCP integration.
## Why Spawner Skills?
Most "AI prompts" are just text files. Spawner Skills are **production-grade knowledge systems** with 4 specialized files per skill:
```
maker/micro-saas-launcher/
├── skill.yaml # Identity, patterns, anti-patterns, handoffs
├── sharp-edges.yaml # Gotchas with detection patterns
├── validations.yaml # Automated code quality checks
└── collaboration.yaml # How skills work together
```
### What Makes Our Skills Different
| Feature | Regular Prompts | Spawner Skills |
|---------|-----------------|----------------|
| **Patterns** | Generic advice | Battle-tested implementation code |
| **Anti-patterns** | None | "Don't do this because..." with alternatives |
| **Sharp Edges** | None | Gotchas with automatic detection |
| **Validations** | None | Regex patterns that catch mistakes |
| **Collaboration** | None | Skills delegate to each other |
| **Severity Levels** | None | Critical, high, medium, low |
---
## Quick Start
```bash
# Full setup: Skills + MCP server (recommended)
npx github:vibeforge1111/vibeship-spawner-skills install --mcp
```
This one command:
- Installs 462 skills to `~/.spawner/skills/`
- Configures the Spawner MCP server for Claude Desktop & Claude Code
- Enables project memory, code validation, sharp edge detection
### Other Commands
```bash
# Just install skills (no MCP)
npx github:vibeforge1111/vibeship-spawner-skills install
# Add MCP to existing installation
npx github:vibeforge1111/vibeship-spawner-skills setup-mcp
# Update skills to latest
npx github:vibeforge1111/vibeship-spawner-skills update
# Check status
npx github:vibeforge1111/vibeship-spawner-skills status
```
### Manual Clone (Alternative)
```bash
git clone https://github.com/vibeforge1111/vibeship-spawner-skills ~/.spawner/skills
```
---
## The 4-File Skill System
### 1. `skill.yaml` - Identity & Patterns
Defines who the skill is and how it works:
```yaml
id: micro-saas-launcher
name: Micro-SaaS Launcher
identity:
role: SaaS Launch Architect
personality: |
You've launched 12 micro-SaaS products. You know the difference
between "building" and "shipping." You push for MVP ruthlessly.
patterns:
- name: 2-Week MVP
when_to_use: Starting any new SaaS
implementation: |
Week 1: Core feature + auth + payments
Week 2: Landing page + launch
anti_patterns:
- name: Feature Creep Before Launch
why_bad: You'll never ship. Users don't want features, they want solutions.
what_to_do_instead: Launch with ONE core feature. Add more based on feedback.
handoffs:
- trigger: "landing page|sales page"
to: landing-page-design
context: "SaaS landing page needed"
```
### 2. `sharp-edges.yaml` - Gotchas & Warnings
Things that bite you in production:
```yaml
sharp_edges:
- id: no-distribution-plan
summary: Building without knowing how to reach customers
severity: critical
situation: You're building but have no idea where customers will come from
why: |
Distribution is harder than building.
"If you build it, they will come" is a lie.
Most failed startups had good products, bad distribution.
solution: |
## Before Writing Code, Answer:
| Question | Your Answer |
|----------|-------------|
| Where do your customers hang out? | _________ |
| Can you reach 100 of them this week? | _________ |
| What's your unfair distribution advantage? | _________ |
If you can't answer these, STOP BUILDING.
symptoms:
- "I'll figure out marketing later"
- "The product will sell itself"
- Building for 3+ months with no users
detection_pattern: "marketing later|users will come|viral"
```
### 3. `validations.yaml` - Automated Code Checks
Catch Excerpt of 9,741 characters
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Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:512145c916a5cbc3, llm:description: 'a skill directory for world-class specialized agents, in your terminal / IDE. more sophisticated than skills with just md files.'
matched fp:512145c916a5cbc3, llm:description: 'a skill directory for world-class specialized agents, in your terminal / IDE. more sophisticated than skills with just md files.'
matched fp:512145c916a5cbc3, llm:description: 'a skill directory for world-class specialized agents, in your terminal / IDE. more sophisticated than skills with just md files.'