#601

Global Rank · of 601 Skills

quoteestimator AI Agent Skill

View Source: robdtaylor/personal-ai-infrastructure

Safe

Installation

npx skills add robdtaylor/personal-ai-infrastructure --skill quoteestimator

42

Installs

Personal AI Infrastructure (PAI)

A skills-based context management system for Claude Code. PAI extends Claude Code with domain-specific knowledge, custom workflows, and automated session management - focused on automotive manufacturing operations.

What is PAI?

PAI is a personal AI infrastructure layer that sits on top of Claude Code, providing:

  • Skills System - Modular context packages that load relevant knowledge on-demand
  • Hook System - Event-driven automation for session lifecycle management
  • Memory System - Session history, learnings, and signal capture
  • Custom Commands - Slash commands for common workflows

This repository contains 39 automotive manufacturing skills covering IATF 16949 quality management, CNC operations, damper engineering, business operations, and plant management.

Prerequisites

  • Claude Code CLI installed and authenticated
  • Bun runtime (for hooks and tools)
  • macOS or Linux (Windows via WSL)

Installation

1. Clone the repository

git clone https://github.com/robdtaylor/personal-ai-infrastructure.git ~/.claude

Note: If you already have a ~/.claude directory, back it up first:

mv ~/.claude ~/.claude-backup

2. Copy and configure settings

cd ~/.claude
cp settings.json.template settings.json

Edit settings.json to customize:

  • Environment variables
  • Hook configurations
  • Permission settings

3. Install dependencies

# Install Bun if not already installed
curl -fsSL https://bun.sh/install | bash

# Install hook dependencies
cd ~/.claude/hooks && bun install

4. Verify installation

claude

You should see the PAI context load at session start.

Directory Structure

~/.claude/
├── skills/           # Skill packages (context modules)
│   ├── Pfmea/        # Process FMEA generation
│   ├── Spc/          # Statistical Process Control
│   ├── Cncsetup/     # CNC setup sheets
│   └── ...           # 38 automotive manufacturing skills
├── hooks/            # Event-driven automation
├── commands/         # Custom slash commands
├── bin/              # CLI tools and utilities
├── MEMORY/           # Session history and learnings
└── settings.json     # Claude Code configuration

Skills Included (39)

IATF 16949 Quality Management

Skill Description
Pfmea AIAG-VDA compliant Process FMEAs with S/O/D ratings and RPN calculations
Spc SPC charting, process capability (Cpk/Ppk), control chart interpretation
Msa Gage R&R studies per AIAG MSA manual
Controlplan AIAG-format Control Plans linked to PFMEAs
Eightd 8D problem solving with containment and root cause analysis
Internalaudit IATF 16949 internal audit programme support
A3criticalthinking Toyota-style structured problem solving
Apqpppap APQP phase gates and PPAP 18-element documentation

Manufacturing Operations

Skill Description
Cncsetup Standardized CNC setup sheets (DMG MORI, CITIZEN, MITSUBISHI EDM, Haas)
Cuttingparams Feeds, speeds, and depths of cut for common materials
Plantcapability Machine shop capability checking and machine selection
Maintenancepm Preventive maintenance schedules for shop equipment
Toolcrib Tool inventory management with reorder points
Assemblyoperations LVA and FML assembly guidance (kitting, torque, poka-yoke)
Tribalknowledge Machinist expertise capture and preservation
Quoteestimator Rough cycle time and cost estimation
Skillsmatrix Operator training and competency tracking

Damper Engineering

Skill Description
DamperEngineering Hydraulic damper design - DSSV valves, seals, materials
Damperassembly Dept 71 DSSV damper assembly operations
StructuralFEA Open source FEA structural analysis (CalculiX)

Business Operations

Skill Description
Commercialsales RFQ processing, contract review, customer management
Costengineering Manufacturing cost analysis, make vs buy, value engineering
Supplychain Strategic purchasing, supplier development, materials management
Shippinglogistics UK/US/Canadian shipping, customs, tariffs, HS codes
Sapecc SAP ECC operations (MM, PP, SD, QM, PM, FICO)
Powerplatform Power Automate flow generation from natural language
Msoffice Word/PowerPoint document creation

Management & Strategy

Skill Description
Hoshinkanri Strategic policy deployment (X-Matrix, catchball, bowling charts)
Automotivegm Plant GM / Executive VP operations expertise
Directorofoperations Multi-plant operations leadership perspective
Automotivemanufacturing Manufacturing SOPs and work instructions (IATF 16949/ISO 9001)
Automotiveproductplanning 5-10 year product planning for specialist vehicle manufacturers
Businessstrategy Financial analysis, P&L, valuations, competitive analysis
Healthsafety UK H&S management (risk assessments, COSHH, LOTO)
Ukhradviser UK employment law, ACAS procedures, HR guidance

General Utility

Skill Description
Algorithm Universal 7-phase execution pattern for structured work
Council Multi-perspective deliberation for complex decisions
Manufacturingdemo Demo manufacturing knowledge base
Marketing Marketing content creation and campaign planning for manufacturing businesses

Creating Custom Skills

Skills are modular context packages. Create a new skill:

mkdir -p ~/.claude/skills/MySkill

Create SKILL.md:

---
name: MySkill
description: Brief description. USE WHEN user says 'keyword1', 'keyword2'.
---

# MySkill

## Overview
What this skill does...

## Workflows
- WorkflowName: Description

## Reference
Key information the AI should know...

Regenerate the skill index:

bun run ~/.claude/tools/GenerateSkillIndex.ts

Hooks

PAI uses Claude Code's hook system for automation:

Hook Purpose
SessionStart Load core context, initialize session
PreToolUse Security validation for Bash commands
PostToolUse Capture signals and checkpoints
Stop Capture learnings and session summary

Configure hooks in settings.json.

Custom Commands

Slash commands are defined in ~/.claude/commands/. Example:

# /mycommand

Description of what this command does.

## Instructions

Steps for the AI to follow...

Configuration

Environment Variables

Set in settings.json under env:

{
  "env": {
    "PAI_DIR": "$HOME/.claude",
    "TIME_ZONE": "Europe/London"
  }
}

Troubleshooting

Hooks not running

  1. Check Bun is installed: bun --version
  2. Verify hook paths in settings.json
  3. Check hook file permissions: chmod +x ~/.claude/hooks/*.ts

Skills not loading

  1. Regenerate skill index: bun run ~/.claude/tools/GenerateSkillIndex.ts
  2. Check skill has valid YAML frontmatter in SKILL.md

Contributing

  1. Fork this repository
  2. Create a feature branch
  3. Make your changes
  4. Submit a pull request

License

MIT License - See LICENSE file for details.

Acknowledgments

Built for Claude Code by Anthropic.

Installs

Installs 42
Global Rank #601 of 601

Security Audit

ath Safe
socket Safe
Alerts: 0 Score: 90
snyk Low
zeroleaks Safe
Score: 93
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How to use this skill

1

Install quoteestimator by running npx skills add robdtaylor/personal-ai-infrastructure --skill quoteestimator in your project directory. Run the install command above in your project directory. The skill file will be downloaded from GitHub and placed in your project.

2

No configuration needed. Your AI agent (Claude Code, Cursor, Windsurf, etc.) automatically detects installed skills and uses them as context when generating code.

3

The skill enhances your agent's understanding of quoteestimator, helping it follow established patterns, avoid common mistakes, and produce production-ready output.

What you get

Skills are plain-text instruction files — not executable code. They encode expert knowledge about frameworks, languages, or tools that your AI agent reads to improve its output. This means zero runtime overhead, no dependency conflicts, and full transparency: you can read and review every instruction before installing.

Compatibility

This skill works with any AI coding agent that supports the skills.sh format, including Claude Code (Anthropic), Cursor, Windsurf, Cline, Aider, and other tools that read project-level context files. Skills are framework-agnostic at the transport level — the content inside determines which language or framework it applies to.

Data sourced from the skills.sh registry and GitHub. Install counts and security audits are updated regularly.

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