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Ai Engineer Assistant

Version License Status SASMP

Agents Skills Commands


📦 Install Now · 🤖 Explore Agents · 📖 Documentation · Star this repo


What is this?

Ai Engineer Assistant is a Claude Code plugin with 6 agents and 8 skills for ai engineer development.


📑 Table of Contents

Click to expand

🚀 Quick Start

Prerequisites

  • Claude Code CLI v2.0.27+
  • Active Claude subscription

Installation (Choose One)

Option 1: From Marketplace (Recommended)
# Step 1️⃣ Add the marketplace
/plugin add marketplace pluginagentmarketplace/custom-plugin-ai-engineer

# Step 2️⃣ Install the plugin
/plugin install ai-engineer-plugin@pluginagentmarketplace-ai-engineer

# Step 3️⃣ Restart Claude Code
# Close and reopen your terminal/IDE
Option 2: Local Installation
# Clone the repository
git clone https://github.com/pluginagentmarketplace/custom-plugin-ai-engineer.git
cd custom-plugin-ai-engineer

# Load locally
/plugin load .

# Restart Claude Code

✅ Verify Installation

After restart, you should see these agents:

ai-engineer-plugin:04-fine-tuning
ai-engineer-plugin:03-rag-systems
ai-engineer-plugin:06-ai-agents
ai-engineer-plugin:02-prompt-engineering
ai-engineer-plugin:05-evaluation-monitoring
... and 1 more

✨ Features

Feature Description
🤖 6 Agents Specialized AI agents for ai engineer tasks
🛠️ 8 Skills Reusable capabilities with Golden Format
⌨️ 1 Commands Quick slash commands
🔄 SASMP v1.3.0 Full protocol compliance

🤖 Agents

6 Specialized Agents

# Agent Purpose
1 04-fine-tuning Master LLM fine-tuning techniques including LoRA, QLoRA, and
2 03-rag-systems Build production RAG systems with vector databases, embeddin
3 06-ai-agents Build autonomous AI agents with tool use, planning, and mult
4 02-prompt-engineering Master prompt design, optimization techniques, and effective
5 05-evaluation-monitoring Implement LLM evaluation frameworks, monitoring, and observa
6 01-llm-fundamentals Master LLM architecture, tokenization, transformer models, a

🛠️ Skills

Available Skills

Skill Description Invoke
vector-databases Vector database selection, indexing strategies, and semantic Skill("ai-engineer-plugin:vector-databases")
model-deployment LLM deployment strategies including vLLM, TGI, and cloud inf Skill("ai-engineer-plugin:model-deployment")
rag-systems Retrieval Augmented Generation systems with vector search, d Skill("ai-engineer-plugin:rag-systems")
prompt-engineering Prompt design, optimization, few-shot learning, and chain of Skill("ai-engineer-plugin:prompt-engineering")
llm-basics LLM architecture, tokenization, transformers, and inference Skill("ai-engineer-plugin:llm-basics")
fine-tuning LLM fine-tuning with LoRA, QLoRA, and instruction tuning for Skill("ai-engineer-plugin:fine-tuning")
agent-frameworks AI agent development with LangChain, CrewAI, AutoGen, and to Skill("ai-engineer-plugin:agent-frameworks")
evaluation-metrics LLM evaluation frameworks, benchmarks, and quality metrics f Skill("ai-engineer-plugin:evaluation-metrics")

⌨️ Commands

Command Description
/ai-engineer AI Engineer assistant for LLM development, RAG systems, and

📚 Documentation

Document Description
CHANGELOG.md Version history
CONTRIBUTING.md How to contribute
LICENSE License information

📁 Project Structure

Click to expand
custom-plugin-ai-engineer/
├── 📁 .claude-plugin/
│   ├── plugin.json
│   └── marketplace.json
├── 📁 agents/              # 6 agents
├── 📁 skills/              # 8 skills (Golden Format)
├── 📁 commands/            # 1 commands
├── 📁 hooks/
├── 📄 README.md
├── 📄 CHANGELOG.md
└── 📄 LICENSE

📅 Metadata

Field Value
Version 1.0.0
Last Updated 2025-12-29
Status Production Ready
SASMP v1.3.0
Agents 6
Skills 8
Commands 1

🤝 Contributing

Contributions are welcome! Please read our Contributing Guide.

  1. Fork the repository
  2. Create your feature branch
  3. Follow the Golden Format for new skills
  4. Submit a pull request

⚠️ Security

Important: This repository contains third-party code and dependencies.

  • ✅ Always review code before using in production
  • ✅ Check dependencies for known vulnerabilities
  • ✅ Follow security best practices
  • ✅ Report security issues privately via Issues

📝 License

Copyright © 2025 Dr. Umit Kacar & Muhsin Elcicek

Custom License - See LICENSE for details.


👥 Contributors

Dr. Umit Kacar
Senior AI Researcher & Engineer
Muhsin Elcicek
Senior Software Architect

Made with ❤️ for the Claude Code Community

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AI Engineer Plugin - ML model development, deployment, and optimization tools

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