🎯 Identifies
Analyzes your task and finds the most relevant skills
🆕 New skill: Pstack Skill! Lauren Tan's rigorous engineering orchestrator — 23 playbooks, 21 procedures, and 21 principles in a single skill for any agent.View skill →
🥷
Jump Skills Ninjas — Intelligent Orchestrators for AI Agents
One skill to orchestrate them all. Access 300+ AWS, Azure, and Firecrawl skills without wasting your context window.
🤔 What Are Ninjas?
Section titled “🤔 What Are Ninjas?”Ninjas are intelligent meta-skills — master orchestrators that route your requests to the most appropriate specialized skill from a curated library.
Instead of manually searching through hundreds of individual skills, you simply describe your task and the Ninja:
📖 Loads
Loads full instructions on-demand
⚡ Executes
Executes with expert-level knowledge
Think of Ninjas as expert dispatchers — they understand the entire landscape of available capabilities and always route you to the right specialist.
🧠 The Problem Ninjas Solve
Section titled “🧠 The Problem Ninjas Solve”Without Ninja (Traditional Approach)
Section titled “Without Ninja (Traditional Approach)”┌─────────────────────────────────────────────────────────────────┐│ Load all 300+ skills into context ││ ││ ❌ Consumes entire context window ││ ❌ Slower responses ││ ❌ Irrelevant skills interfere ││ ❌ Confusion about which skill to use │└─────────────────────────────────────────────────────────────────┘With Ninja (Jump Skill)
Section titled “With Ninja (Jump Skill)”┌─────────────────────────────────────────────────────────────────┐│ "Set up an EKS cluster with Karpenter for autoscaling" │└─────────────────────────────────────────────────────────────────┘ │ ▼┌─────────────────────────────────────────────────────────────────┐│ 🥷 AWS NINJA ││ Analyzes intent & context ││ ││ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ││ │ eks-design │ │eks-karpenter│ │eks-security │ ││ │ skill │ ── │ skill │ ── │ skill │ ││ └─────────────┘ └─────────────┘ └─────────────┘ ││ ▲ ▲ ││ └────── SELECTED ──┘ │└─────────────────────────────────────────────────────────────────┘ │ ▼┌─────────────────────────────────────────────────────────────────┐│ EXPERT EXECUTION ││ Full skill knowledge loaded & task completed │└─────────────────────────────────────────────────────────────────┘Result:
- ✅ Only ~500 tokens of metadata loaded initially
- ✅ Full skills loaded on-demand
- ✅ 100x less context usage
- ✅ Always uses the most specific skill
🥷 Available Ninjas
Section titled “🥷 Available Ninjas”☁️ AWS Ninja
230+ skills from 10 official AWS repositories
EKS, Lambda, DynamoDB, CDK, Security, Well-Architected, Bedrock, and much more.
🔷 Azure Ninja
40 skills from Microsoft + community
AKS, App Service, Entra ID, Foundry, DevOps, Cost Management, Bicep.
Workflow: prepare → validate → deploy
🔥 Firecrawl Ninja
33 skills for web scraping and research
Scrape, crawl, batch operations, deep research, LLM-ready extraction.
📊 Comparison: Traditional vs Jump Skill
Section titled “📊 Comparison: Traditional vs Jump Skill”| Aspect | Traditional Approach | Jump Skill Ninja |
|---|---|---|
| Initial context | ~50,000+ tokens | ~500 tokens |
| Speed | Slow (too much to process) | Fast (intelligent routing) |
| Accuracy | Irrelevant skills interfere | Always the most specific skill |
| Maintenance | Update each skill manually | ./sync-repos.sh updates all |
| Multi-cloud | Separate configs | One unified system |
📦 Installation
🤖 Ask Your Agent
Section titled “🤖 Ask Your Agent”Copy and paste this prompt to your AI coding agent:
Clone https://github.com/fabricioctelles/jump-skills,then run ./sync-repos.sh to clone all skill repositories,and ./install-ninjas.sh to install the Ninjas.Manual Installation
Section titled “Manual Installation”# 1. Clone the repositorygit clone https://github.com/fabricioctelles/jump-skills.gitcd jump-skills
# 2. Sync source repositories (~15 repos, ~500MB)./sync-repos.sh
# 3. Install Ninjas to your agents./install-ninjas.sh# 1. Clone the repositorygit clone https://github.com/fabricioctelles/jump-skills.git $HOME\GIT\jump-skillscd $HOME\GIT\jump-skills
# 2. Sync and install (via Git Bash or WSL)bash ./sync-repos.shbash ./install-ninjas.shSupported Agents
Section titled “Supported Agents”| Agent | Path |
|---|---|
| Claude Code | ~/.claude/skills/ |
| Kiro CLI | ~/.kiro/skills/ |
| Cursor | ~/.cursor/skills/ |
| Codex | ~/.codex/skills/ |
| OpenCode | ~/.opencode/skills/ |
| VS Code Copilot | ~/.github/copilot/skills/ |
| And more… | Auto-detected |
Perguntas Frequentes
Why not install all skills directly?
Context window efficiency. If you installed all 300+ skills directly, your AI agent would load all of them at startup, consuming your entire context window before you even ask a question. Ninjas are Jump Skills — they load only ~500 tokens of metadata, then load full instructions on-demand.
Which AI agents are supported?
10+ agents including Claude Code, Kiro CLI, Cursor, Codex, OpenCode, VS Code Copilot, and more. The installer auto-detects available agents on your system.
Where do the skills come from?
All skills come from official repositories: AWS skills from aws/ and aws-samples/, Azure skills from microsoft/azure-skills, and Firecrawl skills from firecrawl/skills.
How often should I update?
Run ./sync-repos.sh weekly or before major projects to get the latest best practices and new skills.
Can I add custom Ninjas?
Yes! See CONTRIBUTING.md in the repository for the full guide on adding new Ninjas for other platforms (GCP, DigitalOcean, etc.).
Does it work offline?
Yes, after the initial ./sync-repos.sh. All skills are cloned locally to the repos/ directory.
🔗 Links
Section titled “🔗 Links”GitHub
AWS Ninja
Made with 🥷 by Fabricio Telles