Jump Skills Ninjas — Intelligent Orchestrators for AI Agents

Ninjas

10

Total Skills

540+

Supported Agents

10+

License

MIT

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🤔 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:

🎯 Identifies

Analyzes your task and finds the most relevant skills

📖 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.

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🧠 The Problem Ninjas Solve

Without Ninja (Traditional Approach)

┌─────────────────────────────────────────────────────────────────┐
│  Load all 500+ skills into context                              │
│                                                                 │
│  ❌ Consumes entire context window                              │
│  ❌ Slower responses                                             │
│  ❌ Irrelevant skills interfere                                  │
│  ❌ Confusion about which skill to use                           │
└─────────────────────────────────────────────────────────────────┘

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

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🥷 Available Ninjas

☁️ Cloud Providers

☁️ AWS Ninja

230+ skills from 10 official AWS repositories

EKS, Lambda, DynamoDB, CDK, Security, Well-Architected, Bedrock, and much more.

View AWS Ninja →

🔷 Azure Ninja

40 skills from Microsoft + community

AKS, App Service, Entra ID, Foundry, DevOps, Cost Management, Bicep.

Workflow: prepare → validate → deploy

🌐 Google Cloud Ninja

85+ skills from official Google repositories

GKE, Cloud Run, BigQuery, Spanner, IAM, Storage, Well-Architected Framework.

🤖 Google AI & ML

🧠 Google AI Ninja

25+ skills for Generative AI

Gemini API, Agent Platform, Genkit, RAG, Eval, ADK.

📊 Google Analytics Ninja

3+ skills for Analytics

Admin API, Data API, Reports, Metrics, Dimensions.

📢 Google Ads Ninja

15+ skills for advertising

Ads API, Mobile Ads SDK, IMA SDK, Data Manager.

📱 Mobile & Firebase

📱 Google Mobile Ninja

35+ skills for mobile development

Android, Flutter, Dart, Jetpack Compose, Navigation 3, CameraX.

🔥 Google Firebase Ninja

18+ skills for backend-as-a-service

Firestore, Auth, Hosting, Functions, Storage, Remote Config.

📊 Observability

🐕 Datadog Ninja

57 skills for observability and monitoring

APM & Tracing, Logs, Monitors, Live Debugging, CI & Test Optimization, Audit Trail, Browser SDK & RUM, LLM Ops.

🕷️ Web Scraping

🔥 Firecrawl Ninja

33 skills for web scraping and research

Scrape, crawl, batch operations, deep research, LLM-ready extraction.

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📊 Ninjas Summary

Ninja	Skills	Category	Source
AWS Ninja	230+	Cloud	aws/, aws-samples/
Azure Ninja	40	Cloud	microsoft/azure-skills
Google Cloud Ninja	85+	Cloud	google/skills
Google AI Ninja	25+	AI/ML	google/skills, google/agents-cli
Google Ads Ninja	15+	Ads	google/skills
Google Mobile Ninja	35+	Mobile	android/skills, flutter/agent-plugins, dart-lang/skills
Google Firebase Ninja	18+	BaaS	firebase/agent-skills
Google Analytics Ninja	3+	Analytics	google/skills
Datadog Ninja	57	Observability	DataDog/pup, datadog-labs/agent-skills
Firecrawl Ninja	33	Scraping	firecrawl/skills

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📊 Comparison: Traditional vs Jump Skill

Aspect	Traditional Approach	Jump Skill Ninja
Initial context	~100,000+ 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

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📦 Installation

Important

Jump Skills cannot be installed via npx skills. It’s a meta-repository that orchestrates skills from multiple external repos.

🤖 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

Linux/macOS

# 1. Clone the repository
git clone https://github.com/fabricioctelles/jump-skills.git
cd jump-skills

# 2. Sync source repositories (~20 repos, ~800MB)
./sync-repos.sh

# 3. Install Ninjas to your agents
./install-ninjas.sh

Windows

# 1. Clone the repository
git clone https://github.com/fabricioctelles/jump-skills.git $HOME\GIT\jump-skills
cd $HOME\GIT\jump-skills

# 2. Sync and install (via Git Bash or WSL)
bash ./sync-repos.sh
bash ./install-ninjas.sh

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

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❓ FAQ

Perguntas Frequentes

Why not install all skills directly?

Context window efficiency. If you installed all 500+ 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 from aws/ and aws-samples/, Azure from microsoft/azure-skills, Google from google/skills, Android from android/skills, Flutter from flutter/agent-plugins, Firebase from firebase/agent-skills, Datadog from DataDog/pup and datadog-labs/agent-skills, and Firecrawl 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.

Does it work offline?

Yes, after the initial ./sync-repos.sh. All skills are cloned locally to the repos/ directory.

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🔗 Links

GitHub

fabricioctelles/jump-skills

AWS Ninja

Dedicated page →

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Made with 🥷 by Fabricio Telles