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Jump Skill 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 hu

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Set up

Skills are installed by placing their folder where your agent loads skills.

Install instructions come from the README

Skills do not use an MCP config. Follow the steps in the README below; one-click install arrives with accounts.

README

synced Oct 14, 2026

Multi-Tenant Ninja System for AI Agent Orchestration

License: MIT Ninjas Skills

Intelligent routing skills that orchestrate specialized agent capabilities from multiple cloud providers

AWS Ninja • Azure Ninja • Google Cloud Ninja • Google AI Ninja • More... • Installation

🤔 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:

  1. 🎯 Identifies the most relevant specialized skill(s)
  2. 📖 Loads the full skill instructions on-demand
  3. ⚡ Executes the task 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.

┌─────────────────────────────────────────────────────────────────────────┐
│                           YOUR REQUEST                                  │
│                    "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                   │
└─────────────────────────────────────────────────────────────────────────┘

⚠️ Important: Installation Notice

[!CAUTION] This repository cannot be installed via npx skills

Jump Skills is a meta-repository that orchestrates skills from multiple external repositories. Most Ninja skills reference paths to cloned repositories that must exist locally.

To use Jump Skills, you must:

  1. Clone this repository
  2. Run ./sync-repos.sh to clone the source repositories
  3. Run ./install-ninjas.sh to install Ninjas to your agents

[!NOTE] Video Ninja has one repository-level exception. Its globally installed sources are already available, but Anatomy is not, so sync-repos.sh clones Anatomy and the other eligible sources. It skips only HyperFrames, whose repository is about 489 MB and whose skills are installed globally. See repository-level sync exclusions.

📦 Installation

🤖 Ask Your Agent

Simply copy and paste this prompt to your AI coding agent:

Clone https://github.com/fabricioctelles/jump-skills,
then run ./sync-repos.sh to clone the skill repositories,
and ./install-ninjas.sh to install the Ninjas.

Manual Installation

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

# 2. Sync source repositories (one shallow clone per declared repo, see repos.md)
./sync-repos.sh

# 3. Install Ninjas to your agents (Claude Code, Kiro, Cursor, etc.)
./install-ninjas.sh

What gets installed?

The installer detects and installs to these AI coding agents:

AgentPath
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

🥷 Available Ninjas

AWS Ninja Security: A — Skills Directory

230+ skills from 10 official AWS repositories

The AWS Ninja is your expert guide for all things Amazon Web Services. It orchestrates skills covering:

CategorySkillsExamples
Compute15+EC2, Lambda, ECS, Fargate, Step Functions
Databases12+DynamoDB, Aurora, RDS, ElastiCache, Neptune
Containers & K8s40+EKS design, Karpenter, GitOps, service mesh
Networking10+VPC, CloudFront, Route 53, ALB/NLB, WAF
Security25+IAM, Security Hub, threat modeling, pentesting
AI/ML15+Bedrock, SageMaker, RAG, Agents
IaC20+CDK, CloudFormation, Terraform
DevOps30+CI/CD, CodePipeline, monitoring
Cost & Operations20+Cost optimization, Well-Architected, compliance

Source repositories:

Azure Ninja Security: A — Skills Directory

40 skills from Microsoft official + community repositories

The Azure Ninja orchestrates Azure expertise across the full deployment lifecycle:

CategorySkillsExamples
Deployment Workflow7azure-prepare → azure-validate → azure-deploy
Kubernetes3AKS clusters, AI Runway, Container Registry
AI & ML3Azure AI, AI Gateway, Microsoft Foundry
Infrastructure8Compute, Storage, Messaging, IoT
Diagnostics5App Insights, resource health, troubleshooting
Cost4Cost analysis, optimization, pricing API
Security & Identity4Entra ID, RBAC, compliance
Well-Architected2Reliability, WAF reviews
Migration3App onboarding, cross-cloud migration
DevOps1Azure DevOps CLI

Source repositories:

Datadog Ninja Security: A — Skills Directory

57 skills from official Datadog repositories

The Datadog Ninja routes observability work to the right Datadog specialist:

CategorySkillsExamples
CLI & Foundation4pup OAuth2 auth, docs lookup, API client code generation
APM & Tracing12Traces, services, dependencies, SSI onboarding (K8s + Linux)
Logs2Log search, pipelines, archives, cost control
Monitors2Alert creation, updates, muting
Live Debugging2Runtime log probes, symbol database lookup
CI & Test Optimization4Unblock failing PRs, triage flaky tests (pup + MCP)
Audit Trail6Security investigations, key compromise, compliance reports (SOC 2/PCI)
Browser SDK & RUM5SDK setup, v5/v6/v7 upgrades, RUM instrumentation
Agent Observability (LLM Ops)8Experiments, evaluators, trace RCA, eval pipelines
Cloud Integrations4AWS, Azure, GCP, OCI integrations
Apps & Security4Datadog Apps, CSM, product recommender, account setup

Source repositories:

Firecrawl Ninja Security: A — Skills Directory

33 skills for web scraping, research, and data extraction

The Firecrawl Ninja is your specialist for web data operations:

CategorySkillsExamples
Core Scraping10+firecrawl-scrape, firecrawl-crawl, batch operations
Research8+Deep research, multi-source extraction
Build & Deploy5+LLM-ready extraction, structured output
Workflows10+Automated pipelines, scheduled jobs

Source repository:

Google Cloud Ninja Security: A — Skills Directory

85+ skills from official Google repositories

The Google Cloud Ninja orchestrates GCP infrastructure, databases, networking, and operations:

CategorySkillsExamples
GKE/Kubernetes25+Cluster creation, networking, security, scaling, upgrades
Databases10+BigQuery, Spanner, AlloyDB, Cloud SQL, Bigtable
Storage5+Cloud Storage, Filestore, GCS FUSE
Observability10+Cloud Logging, Monitoring, PromQL, alerting
Security & IAM8+IAM policies, PAM, Security Command Center
Serverless3+Cloud Run, Cloud Build
Well-Architected6All 6 WAF pillars (cost, security, reliability, etc.)
Networking5+Global ALB, Cloud Armor, VPC observability

Source repository:

Google AI Ninja Security: A — Skills Directory

25+ skills for Gemini API, Agent Platform, and Genkit

The Google AI Ninja is your expert for AI/ML on Google Cloud:

CategorySkillsExamples
Gemini API5+Inference, LiveAPI, Interactions API, multimodal
Agent Platform12+Deploy, tuning, RAG, eval, endpoints, prompts
Genkit4JS, Python, Go, Dart SDKs
Solutions8+Multi-agent security, RAG search, AI migrations
ADK4+Create, run, deploy, evaluate agents

Source repositories:

Google Ads Ninja Security: A — Skills Directory

15+ skills for advertising APIs and SDKs

The Google Ads Ninja handles all advertising and monetization tasks:

CategorySkillsExamples
Ads API3Quickstart, MCP setup, account diagnostics
Mobile Ads SDK5Banner, interstitial, rewarded, migration
IMA SDK2Client-side VAST/VMAP, DAI streaming
Data Manager3Audience ingestion, event tracking, setup

Source repository:

Google Mobile Ninja Security: A — Skills Directory

35+ skills for Android, Flutter, and Dart development

The Google Mobile Ninja covers native and cross-platform mobile development:

CategorySkillsExamples
Android/Jetpack10+Compose, Navigation 3, CameraX, Identity
Build & Performance5+AGP 9 upgrade, R8 analyzer, profiler
Flutter12+Create app, widgets, state, testing, platform channels
Dart6+Unit tests, packages, analysis, fixes
Play Services3+Play Store, in-app updates

Source repositories:

Google Firebase Ninja Security: A — Skills Directory

18+ skills for Firebase backend services

The Google Firebase Ninja orchestrates Firebase BaaS:

CategorySkillsExamples
Core & CLI3Setup, init, deploy
Firestore4+Queries, security rules, indexes
Auth4+Email, social, phone authentication
Hosting & Functions4+Static hosting, Cloud Functions, triggers
Storage & Config4+File storage, Remote Config, App Check

Source repositories:

Google Analytics Ninja Security: A — Skills Directory

3+ skills for Analytics APIs and reporting

The Google Analytics Ninja handles GA4 configuration and reporting:

CategorySkillsExamples
Admin API1Accounts, properties, data streams, conversions
Data API1Reports, metrics, dimensions, real-time
Integration1+Firebase links, Ads links, Measurement Protocol

Source repository:

Video Ninja Security: A — Skills Directory

47 skills: 46 globally installed skills, Anatomy from a synced source repo, and a proven video-pipeline methodology layer

The Video Ninja orchestrates the whole video stack — engine, craft doctrine, workflows and a second framework — and adds four techniques the market does not have:

LayerSkillsWhat it covers
Engine10HyperFrames: HTML → video via headless Chrome + FFmpeg. Core contract, CLI, registry (173 blocks)
Processing1 (42 tools)ffmpeg-skill: probe, cut, join, loudness, multicam, export and verification
Alternative engine1fframes-video: Rust/SVG, Skia GPU, frame inspection, snapshots and audio analysis
Technical visual source1Anatomy: isometric machine figures in SVG/HTML for explainers
Workflows11Launch, promo, talking-head recut, captions, explainer, PR, music, motion graphics, slideshow, Figma, changelog
Craft doctrine7Motion law (gateway), transition catalog, seam render-correctness, cursor, caption overlay, business-film critic loop, anti-repetition
Domains7Animation, keyframes, creative direction, audio, media, registry, Studio
Framework 2nd13Remotion official (port, projects) + screen-recording → product film
Art styles2Painted animation and kinetic reel

Methodology layer (My-Little-Studio): sha256 staleness tracking that refuses to run on changed inputs · letter-level ASR preserving retakes · reusable color Setups per camera/light/set · body map for element placement (an LLM measured 12% frame-width error) · visual boards where you draw over the video frame by frame.

Framework map: HyperFrames remains the default compositor; ffmpeg-skill handles existing media. Motion Canvas/Revideo and MoviePy are documented as optional, not-installed alternatives for projects that already depend on them. Revideo is the higher-priority future adapter because it exposes a headless render API, dynamic inputs and a React player.

wheresryan22/anatomy is an integrated source for isometric technical figures in explainers. sync-repos.sh video-ninja clones it locally; the Ninja loads its SKILL.md when a mechanism-based figure would clarify the story. It creates SVG/HTML assets; HyperFrames still handles video composition and rendering. See the Anatomy routing notes.

The Ninja also documents WhisperX as an optional word-alignment/diarization backend, Lottie as a time-controlled asset when a project supplies a .json, and Manim Community as a specialized option for recurring mathematical explainers. None is installed or counted among the 47 skills. See the integration notes.

fframes-video is installed globally from the well-known source fframes.studio; its Rust repository is intentionally not cloned by sync-repos.sh.

Source repositories:

Video Ninja syncs its eligible source repositories so each routed skill is available locally. It skips only hyperframes (~489 MB), whose skills are already installed globally. Anatomy is synced because its skill was not previously installed. See repository-level sync exclusions.

YYLO Ninja Security: A — Skills Directory

7 skills from the official yylo-dev/yylo-skills repository

The YYLO Ninja routes git-native agent-workflow tasks to the right YYLO specialist:

CategorySkillsExamples
Task Management3Kanban board operations, PDR planning, pre-change project inspection
Durable Records3Wiki Records, validated workflows, artifact evidence with provenance
Autonomous Execution1Single-task Ralph loop to a validated queued commit

Source repository:

🗂️ Repository Structure

jump-skills/
├── ninjas/                           # Ninja definitions
│   ├── aws-ninja/SKILL.md            # AWS orchestrator (230+ skills)
│   ├── azure-ninja/SKILL.md          # Azure orchestrator (40 skills)
│   ├── datadog-ninja/SKILL.md        # Datadog orchestrator (57 skills)
│   ├── firecrawl-ninja/SKILL.md      # Firecrawl orchestrator (33 skills)
│   ├── google-cloud-ninja/SKILL.md   # Google Cloud orchestrator (85+ skills)
│   ├── google-ai-ninja/SKILL.md      # Google AI orchestrator (25+ skills)
│   ├── google-ads-ninja/SKILL.md     # Google Ads orchestrator (15+ skills)
│   ├── google-mobile-ninja/SKILL.md  # Mobile dev orchestrator (35+ skills)
│   ├── google-firebase-ninja/SKILL.md # Firebase orchestrator (18+ skills)
│   ├── google-analytics-ninja/SKILL.md # Analytics orchestrator (3+ skills)
│   ├── video-ninja/SKILL.md          # Video orchestrator (47 skills)
│   └── yylo-ninja/SKILL.md           # YYLO orchestrator (7 skills)
├── sync-repos.sh              # Clone/update source repositories
├── install-ninjas.sh          # Install Ninjas to agents
├── tests/                     # Guard tests (run in CI)
│   └── test-repo-sync-policy.sh #    └── only excluded repositories are skipped
├── repos.md                   # Repository definitions per Ninja
├── ninjas.md                  # Ninja registry
│
│   # Generated after running sync-repos.sh:
├── repos/                     # 📁 Cloned source repositories (git-ignored)
│   ├── aws-ninja/             #    └── 10 AWS repos
│   ├── azure-ninja/           #    └── 2 Azure repos
│   ├── datadog-ninja/         #    └── 2 Datadog repos
│   ├── firecrawl-ninja/       #    └── 1 Firecrawl repo
│   ├── google-cloud-ninja/    #    └── 1 Google repo
│   ├── google-ai-ninja/       #    └── 2 Google repos
│   ├── google-ads-ninja/      #    └── 1 Google repo
│   ├── google-mobile-ninja/   #    └── 3 Google repos
│   ├── google-firebase-ninja/ #    └── 2 Google repos
│   ├── google-analytics-ninja/#    └── 1 Google repo
│   ├── video-ninja/            #    └── eligible video source repos (Anatomy included)
│   └── yylo-ninja/             #    └── 1 YYLO repo
└── .skills-map                # 📄 Auto-generated skill→path mapping

🔧 How It Works

1. Repository Sync (sync-repos.sh)

Reads repos.md and clones all source repositories into repos/<ninja-name>/:

./sync-repos.sh                 # Sync all ninjas
./sync-repos.sh aws-ninja       # Sync only AWS repos
./sync-repos.sh --status        # Show sync status

Repositories listed in a Ninja's no-sync-repos block are skipped individually. Very large repositories also have a hardcoded exclusion in the script; currently HyperFrames is skipped to avoid a ~489 MB clone. Other sources, including Anatomy, still sync. The policy is covered by tests/test-repo-sync-policy.sh; see repository-level sync exclusions.

2. Skill Mapping

During sync, the script discovers all SKILL.md files and creates .skills-map:

aws-ninja|eks-design|repos/aws-ninja/sample-apex-skills/skills/eks-design/
azure-ninja|azure-prepare|repos/azure-ninja/azure-skills/skills/azure-prepare/

3. Installation (install-ninjas.sh)

Copies Ninja SKILL.md files to detected agents, replacing {{JUMP_SKILLS_DIR}} with the absolute path:

./install-ninjas.sh             # Install all ninjas
./install-ninjas.sh aws-ninja   # Install only AWS ninja
./install-ninjas.sh --status    # Show installation status

➕ Adding a New Ninja

  1. Add repositories to repos.md:

    ## [my-ninja]

```repos
https://github.com/org/repo1
https://github.com/org/repo2

  2. Register in ninjas.md:

    ```ninjas
aws-ninja
azure-ninja
firecrawl-ninja
my-ninja          # Add here

  3. Sync repositories:

    ./sync-repos.sh my-ninja

    Exclude only individual repositories from sync with a no-sync-repos block. Avoid a Ninja-wide skip because that can leave some routed skills unavailable.

  4. Create the Ninja SKILL.md:

    mkdir -p ninjas/my-ninja
# Create ninjas/my-ninja/SKILL.md with skill catalog
# Use .skills-map to find available skills and their paths

  5. Install:

    ./install-ninjas.sh my-ninja

📊 Status Commands

# Show all sync status
./sync-repos.sh --status

# Show all installation status
./install-ninjas.sh --status

# Count total skills
wc -l .skills-map

🤝 Contributing

Contributions are welcome! You can:

  • 🐛 Report issues or suggest improvements
  • 📝 Improve Ninja SKILL.md documentation
  • ➕ Add new Ninjas for other platforms (GCP, DigitalOcean, etc.)
  • 🔧 Improve sync/install scripts

Please read CONTRIBUTING.md before submitting PRs.

📄 License

This project is licensed under the MIT License — see LICENSE for details.

The source skill repositories have their own licenses:

  • AWS repositories: Apache 2.0 / MIT-0
  • Microsoft repositories: MIT
  • Google repositories: Apache 2.0
  • Firebase repositories: Apache 2.0
  • Android/Flutter/Dart repositories: BSD-3-Clause
  • Firecrawl repository: MIT

❓ FAQ

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 metadata (~500 tokens), then load full skill instructions on-demand when needed. This means:

  • ✅ 100x less context usage at startup
  • ✅ Faster responses (less to process)
  • ✅ More room for your actual conversation
  • ✅ Always routes to the most specific skill for your task

Think of it like a library index vs. carrying all the books at once.

10+ agents including Claude Code, Kiro CLI, Cursor, Codex, OpenCode, VS Code Copilot, and more. The installer auto-detects available agents on your system.

All skills are from official repositories:

  • AWS skills: aws/ and aws-samples/ orgs — written by AWS Solutions Architects
  • Azure skills: microsoft/azure-skills — official Microsoft plugin
  • Google Cloud skills: google/skills — official Google Cloud skills
  • Google AI skills: google/skills, google/agents-cli — Gemini, Genkit, ADK
  • Google Mobile skills: android/skills, flutter/agent-plugins, dart-lang/skills
  • Firebase skills: firebase/agent-skills — official Firebase skills
  • Firecrawl skills: firecrawl/skills — official Firecrawl repository

Run ./sync-repos.sh weekly or before major projects to get the latest best practices and new skills.

Yes! See CONTRIBUTING.md for the full guide on adding new Ninjas for other platforms.

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

Jump Skills is a meta-repository — it orchestrates skills from multiple external repos. The Ninja SKILL.md files contain paths like {{JUMP_SKILLS_DIR}}/repos/... that must be resolved to actual cloned repositories on your machine. This requires the full clone + sync workflow.

🙏 Acknowledgments

  • AWS — For open-sourcing comprehensive agent skills
  • Microsoft — For the Azure Skills plugin
  • Google — For Google Cloud, AI, and Analytics skills
  • Android — For Android development skills
  • Flutter — For Flutter agent plugins
  • Firebase — For Firebase agent skills
  • GitHub — For the awesome-copilot community collection
  • Firecrawl — For web scraping skills
  • Datadog — For the pup CLI and official Datadog skills
  • YYLO — For the canonical YYLO CLI / YYLO Ledger agent skills
  • Agent Skills Specification — Standard skill format
  • skills.sh — Multi-agent installer inspiration
  • Shields.io — Beautiful badges

👤 About

Fabricio Telles

Website GitHub

Building tools for AI-assisted development

Ninjas to the rescue! 🥷

Made with 🥷 by Fabricio Telles

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