"You vibe. It ships."
Transform Claude into a specialist that actually knows your stack's gotchas, remembers your project decisions, and catches issues before they become problems.
Claude is brilliant, but it doesn't know what it doesn't know.
| Problem | How Spawner Fixes It |
|---|---|
| Claude forgets your project between sessions | Project Memory - decisions, issues, and progress persist |
| Claude suggests patterns that break in production | Sharp Edges - 2,000+ gotchas from real-world failures |
| Claude misses security issues in code | Guardrails - automated checks catch vulnerabilities |
| Claude gives generic advice | 462 Specialist Skills - deep expertise in specific domains |
| Claude doesn't know when to hand off | Skill Collaboration - knows when another skill should take over |
Most AI coding tools give you a generalist. Spawner gives you a team of specialists that:
- Know the specific gotchas for Next.js 14, Supabase RLS, Stripe webhooks
- Remember that you chose Drizzle over Prisma and why
- Catch the
'use server'directive you forgot - Hand off authentication work to the auth-specialist when needed
Claude Code (CLI):
claude mcp add --transport http spawner https://mcp.vibeship.co/mcpClaude Desktop:
Add to your MCP configuration (claude_desktop_config.json):
{
"mcpServers": {
"spawner": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://mcp.vibeship.co"]
}
}
}Restart Claude Desktop.
npx vibeship-spawner-skills installThis installs 462 specialist skills to ~/.spawner/skills/. Zero cost, works offline.
You: I want to build a marketplace for digital art
Claude: [Detects your skill level, asks 2-3 questions, recommends stack]
I recommend the marketplace template with Next.js, Supabase, and Stripe...
Building a SaaS:
1. Load the backend + auth-specialist + stripe-integration skills
2. Ask Claude to scaffold your app
3. Use spawner_validate before each commit
Debugging Production Issues:
1. Load the debugging-master skill
2. Describe the issue to Claude
3. Use spawner_unstick if you've been stuck 30+ minutes
Adding a New Feature:
1. Load the relevant skill (e.g., realtime-engineer for WebSockets)
2. Ask Claude - it now knows the gotchas for that domain
3. Use spawner_watch_out to see sharp edges for your stack
- Start sessions with
spawner_orchestrate- it auto-detects your project context - Load skills before asking questions - Claude becomes a specialist, not a generalist
- Use
spawner_remember- save decisions so Claude remembers next session - Check
spawner_validatebefore commits - catches security issues and anti-patterns
Tell Claude to read a skill when you need specialist knowledge:
You: Read ~/.spawner/skills/development/backend/skill.yaml
Claude: [Now has deep backend expertise, patterns, anti-patterns, and gotchas]
| Need | Command |
|---|---|
| Backend API | Read ~/.spawner/skills/development/backend/skill.yaml |
| Authentication | Read ~/.spawner/skills/development/auth-specialist/skill.yaml |
| Database | Read ~/.spawner/skills/data/postgres-wizard/skill.yaml |
| Frontend | Read ~/.spawner/skills/development/frontend/skill.yaml |
| AI/LLM | Read ~/.spawner/skills/ai/llm-architect/skill.yaml |
| Tool | When to Use |
|---|---|
spawner_orchestrate |
Start of any session - auto-detects context |
spawner_analyze |
Analyze existing codebase |
spawner_validate |
Check code for issues |
spawner_watch_out |
Get gotchas for your current stack |
spawner_unstick |
When you've been stuck for 30+ minutes |
spawner_remember |
Save important decisions |
Skills are updated regularly with new gotchas and patterns.
npx vibeship-spawner-skills updateOr manually:
cd ~/.spawner/skills && git pullTraditional prompt libraries are:
- Monolithic - one giant prompt tries to do everything
- Stale - no versioning, no updates
- Generic - not tailored to specific technologies
Each skill has 4 focused files:
postgres-wizard/
├── skill.yaml # Identity, patterns, what it owns
├── sharp-edges.yaml # Specific gotchas (not generic advice)
├── validations.yaml # Machine-checkable rules
└── collaboration.yaml # When to hand off to other skills
Why this works:
- Modular - load only what you need
- Versionable - track changes over time
- Specific - each gotcha has detection patterns
- Collaborative - skills know their boundaries
We organize by domain expertise, not file type:
~/.spawner/skills/
├── game-dev/ # 51 skills - Unity, Godot, Phaser
├── marketing/ # 36 skills - AI video, SEO, content
├── integrations/ # 25 skills - AWS, Stripe, Discord
├── ai/ # 24 skills - LLM, embeddings, RAG
├── ai-agents/ # 23 skills - autonomous, multi-agent
├── creative/ # 23 skills - memes, viral, gamification
├── devops/ # 22 skills - CI/CD, Docker, K8s
├── backend/ # 21 skills - APIs, microservices
├── maker/ # 11 skills - viral tools, bots, SaaS
└── ... # 26 more categories
This mirrors how real teams work - you don't ask a frontend dev about database indexing.
# Check if skills are installed
ls ~/.spawner/skills
# Reinstall if missing
npx vibeship-spawner-skills installClaude Code:
# Check if spawner is configured
claude mcp list
# Re-add if missing
claude mcp add --transport http spawner https://mcp.vibeship.co/mcpClaude Desktop:
- Verify config in
claude_desktop_config.json - Restart Claude Desktop completely
- Check that
npxis in your PATH
- Type
/mcpin Claude Code to check MCP status - Ensure you're in a project directory (not home folder)
- Try:
claude mcp remove spawnerthen re-add
Unity, Godot, Phaser, and game design patterns.
| Skill | What It Knows |
|---|---|
unity-development |
C# patterns, DOTS/ECS, physics, rendering |
godot-development |
GDScript, signals, nodes, scene composition |
phaser-gamedev |
2D games, arcade physics, tilemaps |
game-design-patterns |
State machines, object pools, ECS |
multiplayer-netcode |
Rollback, prediction, authoritative servers |
procedural-generation |
Terrain, dungeons, noise functions |
game-audio |
FMOD, Wwise, adaptive music |
game-ui-ux |
HUD design, menus, accessibility |
...and 43 more |
APIs, microservices, and server patterns.
| Skill | What It Knows |
|---|---|
backend |
API design, server patterns, error handling |
api-designer |
REST/GraphQL design, versioning, documentation |
microservices |
Service mesh, CQRS, event sourcing |
caching-strategies |
Redis, CDN, cache invalidation |
graphql-schema |
Schema design, DataLoader, federation |
elasticsearch-search |
Full-text search, aggregations, mapping |
...and 15 more |
Databases, caching, and data pipelines.
| Skill | What It Knows |
|---|---|
postgres-wizard |
Query optimization, indexing, RLS |
redis-specialist |
Caching patterns, pub/sub, sessions |
vector-specialist |
Embeddings, similarity search, pgvector |
graph-engineer |
Neo4j, graph modeling, traversals |
temporal-craftsman |
Workflow orchestration, durable execution |
data-engineer |
ETL, pipelines, data quality |
...and 5 more |
Machine learning, LLMs, and AI applications.
| Skill | What It Knows |
|---|---|
llm-architect |
Model selection, prompting, fine-tuning |
llm-fine-tuning |
LoRA, PEFT, training data |
computer-vision-deep |
CNNs, object detection, segmentation |
nlp-advanced |
Transformers, NER, sentiment |
distributed-training |
Multi-GPU, DeepSpeed, FSDP |
model-optimization |
Quantization, pruning, ONNX |
multimodal-ai |
Vision-language models, CLIP |
...and 17 more |
Autonomous systems and automation.
| Skill | What It Knows |
|---|---|
autonomous-agents |
Agent loops, tool use, planning |
multi-agent-orchestration |
Agent coordination, handoffs |
browser-automation |
Playwright, scraping, testing |
computer-use-agents |
Screen interaction, GUI automation |
voice-agents |
Speech-to-text, TTS, voice UX |
workflow-automation |
n8n, Zapier, custom workflows |
agent-memory-systems |
Long-term memory, retrieval |
agent-tool-builder |
Tool design, function calling |
agent-evaluation |
Benchmarking, evals, metrics |
...and 14 more |
Content, growth, and creative production.
| Skill | What It Knows |
|---|---|
copywriting |
Headlines, CTAs, conversion copy |
seo |
Technical SEO, content optimization |
content-strategy |
Editorial calendars, audience research |
ai-video-generation |
Runway, Pika, video workflows |
ai-image-generation |
Midjourney, DALL-E, Flux prompts |
viral-marketing |
Hooks, distribution, shareability |
brand-storytelling |
Narrative, voice, positioning |
...and 29 more |
Build products that ship and make money.
| Skill | What It Knows |
|---|---|
viral-generator-builder |
Shareable generators, seeded randomness |
scroll-experience |
GSAP, Framer, scroll-driven storytelling |
telegram-bot-builder |
Telegraf, inline keyboards, monetization |
telegram-mini-app |
TON Connect, Mini App patterns |
micro-saas-launcher |
2-week MVP, validation, Stripe |
browser-extension-builder |
MV3, content scripts, chrome.storage |
ai-wrapper-product |
API wrappers, prompt templates, cost tracking |
notion-template-business |
Template sales, pricing, distribution |
personal-tool-builder |
Scratch your itch, CLI tools, automation |
...and 2 more |
Memes, viral hooks, gamification, and creative chaos.
| Skill | What It Knows |
|---|---|
meme-engineering |
Format selection, timing, distribution |
viral-hooks |
Attention patterns, shareability |
gamification-loops |
Engagement mechanics, progression |
easter-egg-design |
Hidden features, discovery moments |
generative-art |
Creative coding, p5.js, shaders |
...and 18 more |
Platform-specific expertise and API connections.
| Skill | What It Knows |
|---|---|
aws-serverless |
Lambda, API Gateway, DynamoDB |
gcp-cloud-run |
Cloud Run, Pub/Sub, Firestore |
stripe-integration |
Payments, subscriptions, webhooks |
discord-bot-architect |
Discord.js, slash commands, bots |
slack-bot-builder |
Slack API, Block Kit, workflows |
twilio-communications |
SMS, voice, WhatsApp |
...and 19 more |
Build and manage thriving communities.
| Skill | What It Knows |
|---|---|
community-strategy |
Community design, engagement models |
discord-mastery |
Server setup, bots, moderation |
telegram-mastery |
Groups, channels, bots |
ambassador-programs |
Recruitment, incentives, scaling |
developer-community |
DevRel, docs, developer experience |
...and 6 more |
CI/CD, infrastructure, and operations.
| Skill | What It Knows |
|---|---|
devops |
CI/CD, deployment, infrastructure |
docker-specialist |
Containerization, compose, optimization |
kubernetes-deployment |
K8s patterns, scaling, monitoring |
observability-sre |
Metrics, logs, traces, alerting |
infra-architect |
Cloud architecture, cost optimization |
...and 17 more |
Framework-specific patterns and gotchas.
| Skill | What It Knows |
|---|---|
nextjs-app-router |
App Router, RSC, Server Actions |
react-patterns |
Hooks, state, performance |
sveltekit |
SvelteKit routing, SSR, forms |
supabase-backend |
Auth, RLS, Edge Functions |
tailwind-ui |
Utility-first CSS, components |
typescript-strict |
Type safety, generics, inference |
...and 6 more |
Thinking frameworks and problem-solving.
| Skill | What It Knows |
|---|---|
debugging-master |
Root cause analysis, systematic debugging |
system-designer |
Architecture, trade-offs, scaling |
decision-maker |
Framework for technical decisions |
refactoring-guide |
Safe refactoring patterns |
tech-debt-manager |
Prioritization, payoff strategies |
incident-responder |
On-call, postmortems, recovery |
...and 4 more |
| Category | Count | Focus |
|---|---|---|
| Strategy | 24 | Product strategy, growth, competitive intel |
| Blockchain | 20 | Smart contracts, DeFi, NFTs, Solana |
| Security | 13 | Auth, OWASP, compliance, privacy |
| Design | 12 | UI, UX, branding, landing pages |
| Education | 7 | Course creation, AI tutoring, learning design |
| Product | 7 | A/B testing, analytics, PM |
| Finance | 6 | Algorithmic trading, DeFi, derivatives |
| Trading | 6 | Execution algorithms, quant research |
| Enterprise | 6 | Compliance, governance, architecture |
| Biotech | 6 | Genomics, drug discovery, lab automation |
| Hardware | 6 | Embedded, FPGA, robotics |
| Legal | 5 | GDPR, contracts, patents |
| Space | 5 | Orbital mechanics, mission planning |
| Climate | 5 | Carbon accounting, sustainability |
| Simulation | 5 | Monte Carlo, digital twin, physics |
| Communications | 5 | Developer relations, crisis comms |
| Startup | 3 | YC playbook, founder mode |
Apache 2.0
Built with VibeShip
"You vibe. It ships."
