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AI Skill
- Access Fingerprinter
- Accessibility Design
- Ad Campaign Optimization
- Advisor Action Framework
- Agentic Task Execution
- AI Candor Probe
- AI Citation Tracking
- AI Content Authenticity Detection
- AI Coworker Trust Protocol
- AI Inference Boundary Review
- AI Journalism
- AI Project Showcase Skill
- AI Self-Report Calibration
- AI Vision Diagnosis
- Antigravity Browser QA
- Antigravity Parallel Debug
- Antigravity Test Orchestration
- Apache HTTPD Configuration
- API Design
- Apple Human Interface Design System
- AppSec Engineer — API Security Specialist
- AppSec Engineer — Cloud & Container Security Specialist
- AppSec Engineer — DevSecOps Specialist
- AppSec Engineer — IAM Security Specialist
- AppSec Engineer — Security Testing & Incident Response Specialist
- Arborist / Tree Care Specialist
- Atlanta Gardening
- Atlanta Guide
- B2B Media Consulting
- Botanist / Plant Scientist
- Brand Voice Development
- Business Proposal Evaluation
- Career Assessment
- Celery Task Management
- Children's Garden Educator
- Civic Tech Privacy Architecture
- Claims Integrity Audit
- CloudKit + Tauri Debugging
- Code Review
- Community Engagement Features
- Community Engagement Manager
- Competitive Analysis
- Conservation Biologist
- Content Gap Analysis
- Content Strategy
- Contract Analysis
- Conversational UI Design
- Cooking Technique Tutorial
- Copywriting
- Culinary Knowledge Lookup
- Curator of Living Collections
- Customer Journey Methodology
- Customer Support
- Data Interpretation
- Democratic Health Monitoring
- Dependency Hygiene
- Design Systems
- Dify Knowledge Base Management
- Director of Education
- Director of Horticulture
- Director of Science & Research
- Dive Conditions Forecasting
- Dive Planning
- Dive Site Data Ingestion
- Diversity, Equity & Inclusion (DEI) Coordinator
- Docker Compose Management
- Education Curator
- Education Program Coordinator
- Email Campaign Automation
- Email Parsing — Travel Bookings
- Estate Accounting
- Estate and Trust Management
- Estate Document Extraction
- Estate Jurisdiction Engine
- Estate Manager — Build Plan
- Estate Manager — Updated Product Roadmap
- Estate Professional — CPA / Accountant
- Estate Professional — Elder Law Attorney
- Estate Professional — Enrolled Agent
- Estate Professional — Estate Planning Attorney
- Estate Professional — Financial Advisor
- Estate Professional — Insurance Agent
- Estate Professional — Probate Attorney
- Estate Professional — Probate Litigation Attorney
- Estate Professional — Real Estate Agent
- Estate Professional — Real Estate Appraiser
- Estate Professional — Real Estate Attorney
- Estate Professional — Tax Attorney
- Estate Professional — Title Company
- Estate Task Automation
- EventKit Calendar Sync
- Executive Advisor Board — Build Plan
- Executive Advisor Board — Updated Product Roadmap
- Executive Board Advisor
- Executive CCO (Chief Customer Success Officer)
- Executive CEO
- Executive CFO
- Executive CHRO
- Executive CMO
- Executive COO
- Executive CPO (Chief Product Officer)
- Executive CRO (Chief Revenue Officer)
- Executive CTO
- Executive General Counsel
- Expat Planning
- Expat Tax Compliance
- Fact-Checking
- Family Gamification Design
- FastAPI Development
- Federal Register API Integration
- FIFA 2026 World Cup Travel Advisory
- Financial Analysis
- Flask Application Development
- FLUX Image Generation
- FLUX Operations
- Garden Technician
- Gardener / Groundskeeper
- Generative Engine Optimization
- GIS / Mapping Specialist
- Grateful Dead Historian
- Greenhouse Manager
- Greenhouse Technician
- Guided Content Journeys
- Head Gardener / Garden Manager
- Herbarium Curator
- Horticulturist
- Image Generation Service Operations
- Influencer Marketing
- Infrastructure Operations
- Infrastructure Upgrades
- Integrated Pest Management (IPM) Specialist
- Interaction Design
- Internship Program Coordinator
- Interview Coaching Design
- Irrigation Specialist
- ITI Audience Development
- ITI Consulting Intake
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- ITI Marketing Tone & Brand Voice
- ITI Quality Assurance
- ITI Report Synthesis
- ITI Strategic Planning
- ITI Technology Strategy
- Java Development
- Journey Mapping
- Landing Page Optimization
- Lead Qualification
- Local SEO Optimization
- Marine Life Identification
- Market Research
- MCP Client for Tauri
- MCP Server Development
- Meal Planning
- Meeting Management
- Mental Load Equity Design
- Multi-Agent Deliberation Design
- Multilingual Content Management
- Music Discovery
- n8n + Dify Testing
- n8n Debugging
- n8n Workflow Development
- News Credibility Scoring
- Nginx Reverse Proxy
- Objection Handling
- Onboarding Design
- Pinecone Embedding Management
- Podcast Production
- Portfolio HTML Files - Creation Summary
- PostgreSQL Administration
- Presentation Design
- Press Release Writing
- PRISM ZIP Code → Zone Lookup
- Privacy Compliance
- Product Design
- Product Roadmap Update Prompt
- Professional Selection
- Project Management
- Prompt Auditor
- Proposal Evaluation
- Public Relations Manager
- RabbitMQ Messaging
- Recipe Formatting
- Redis Operations
- Relationship App Design
- Release Management
- Requirements Writing
- Research Associate / Lab Technician
- Retirement Calculator Engine
- Roadmap Build Planning
- Safety Guardrails
- Salary Negotiation Frameworks
- Schema Markup Generation
- School Programs Specialist
- Scope Control
- Scouting Trip Planning
- Screenshot Capture Guide
- Seed Bank Curator
- SEO & AEO Optimization
- SEO Assistant with LLM
- Session Context Protocol
- Skills Index
- Social Media Content Calendar
- Speech Analyzer
- Stable Diffusion Image Generation
- Tauri Desktop Development
- Taxonomist
- Tech Debt Analysis
- Technical Writing
- Test Plan Writing
- Therapeutic Horticulture Program Manager
- Travel Planning
- TSP Route Optimization
- UI Design
- UX Research
- Vibe Coding Guardrails
- Video Scripting
- Visual Brand Design
- Volunteer Coordinator
- Weather Underground PWS Integration
- Weather-Disease Modeling
- Wildlife Habitat Certification Guide
- WordPress Development
- WordPress Role-Based Access
- WordPress SEO Plugin Integration
- Workflow Adapter Integration
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Product Showcase
- AEO Optimizer Product Showcase
- AI News Cafe Product Showcase
- AI Project Showcase: Journey Mapper (Customer Journey Mapper)
- AI Project Showcase: SEO Assistant with LLM
- Estate Manager Product Showcase
- Executive Advisor Board Product Showcase
- Expat Advisor Showcase
- Factchecker Product Showcase
- Farmers Bounty Product Showcase
- Gardener's Bounty AI Assistant Product Showcase
- GD Claude Chatbot Product Showcase
- IT Influentials Agent POC Product Showcase
- IT Influentials Agent Product Showcase
- IT Influentials Express Agents Product Showcase
- My TravelPlanner Product Showcase
- Patriot Agent Product Showcase
- Patriot University Showcase
- ScubaGPT — Product Showcase
- ScubaGPT Showcase
- WordPress Plugin Clone Safety Checker Showcase
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ITI Knowledge System
- Chapter 1: Introduction
- Chapter 10: n8n — Debugging & Operations
- Chapter 11: Dify — Knowledge Bases & RAG
- Chapter 12: The ITI Workflow Adapter
- Chapter 13: The ITI Shared Library
- Chapter 14: WordPress Plugin Development
- Chapter 15: Desktop Apps with Tauri 2
- Chapter 16: Python Services
- Chapter 17: iOS & macOS with Swift
- Chapter 18: Claude & the Anthropic API
- Chapter 19: Prompt Engineering
- Chapter 2: Workspace Overview
- Chapter 20: Agents, Skills & Pipelines
- Chapter 21: Knowledge Bases
- Chapter 22: Safety & Guardrails
- Chapter 23: Build Session Protocol
- Chapter 24: Required Product Artifacts
- Chapter 25: Testing
- Chapter 26: Security Standards
- Chapter 27: Deployment
- Chapter 28: Cursor Skills
- Chapter 29: Cursor Rules
- Chapter 3: The Docker Stack
- Chapter 30: MCP Integrations
- Chapter 31: Builder and Agent Roles
- Chapter 32: Builder's Portfolio
- Chapter 33: Claims Integrity & Content Governance
- Chapter 4: Daily Operations
- Chapter 5: Infrastructure Upgrades
- Chapter 6: PostgreSQL & pgvector
- Chapter 7: Redis
- Chapter 8: Nginx Reverse Proxy
- Chapter 9: n8n — Workflow Development
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AI Agent
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User Guide
- ADMIN-SHORTCODES.html Update Summary
- Factchecker Plugin - Installation Guide
- Factchecker Plugin - Troubleshooting Guide
- Farmers Bounty - Quick Start Guide
- Farmers Bounty - Troubleshooting Guide
- Farmers Bounty - User Guide
- Farmers Bounty Desktop User Guide
- Farmers Bounty Plugin - Gardener's Review Guide
- Farmers Bounty Plugin v6.6.0 - Release Notes
- Farmers Bounty v2.0 - Complete User Guide
- Farmers Bounty v5.3.0 - Complete User Guide
- 🌱 Farmers Bounty Homepage Shortcode - Quick Start
- 🌱 Farmers Bounty Shortcodes
- 🌹 Grateful Dead Chatbot - Quickstart Guide ⚡
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Requirements
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ScubaGPT
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Grateful Dead Chatbot
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Farmers Bounty
- 01 current state analysis
- 02 architecture overview
- 03 data sources
- 05 cost analysis
- 06 database schema
- 08 ui ux changes
- 09 ai context optimization
- 10 testing validation
- 11 risk mitigation
- 12 implementation checklist
- ADMIN-SHORTCODES.html Update Summary
- Beneficial Insects Guide for Georgia Gardens
- Farmers Bounty - Quick Start Guide
- Farmers Bounty - Troubleshooting Guide
- Farmers Bounty - User Guide
- Farmers Bounty Chatbot - Complete Documentation
- Farmers Bounty Desktop User Guide
- Farmers Bounty Plugin - Gardener's Review Guide
- Farmers Bounty Plugin v6.6.0 - Release Notes
- Farmers Bounty v2.0 - Complete User Guide
- Farmers Bounty v5.3.0 - Complete User Guide
- Glossary
- 🌱 Farmers Bounty Homepage Shortcode - Quick Start
- 🌱 Farmers Bounty Shortcodes
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Technical Document
-
Answer Engine Optimizer
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SEO Optimizer
- Articles coming soon
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Travel Planner
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Fact Checker
-
Estate Manager
- Articles coming soon
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ITI Operations
- AI Project Showcase Skill
- End-User Documentation Requirements Document
- Farmers Bounty Plugin - Gardener's Review Guide
- IT Influentials Agent POC Product Showcase
- IT Influentials Agent Product Showcase
- IT Influentials Express Agents Product Showcase
- ITI Financial Modeling
- Tavily & Pinecone Integrations
- Wordpress Plugin Install Safety Features
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ITI Marketing
- Articles coming soon
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Patriot University
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Personal Assistant
Scope Control
name: scope-control
description: Evaluate scope change requests, manage a parking lot backlog, and enforce sprint boundaries to prevent scope creep in vibe-coded projects. Use when an informal feature request appears mid-build, when reviewing sprint scope, or when a prompt starts with “while you’re at it, also add…”
Scope Control
Instructions
Enforce scope discipline in AI-assisted development to prevent vibe-coding pitfall 9 (scope creep via prompt).
Scope creep detection triggers:
- Any prompt containing “while you’re at it…”
- Any prompt containing “also add…” or “can you quickly…”
- Any request for functionality not traceable to an approved requirement
- Any mid-session request that changes data models, API contracts, or user-facing behavior
When a scope change is detected, apply this protocol:
1. Classify the request
| Classification | Criteria | Action |
|---|---|---|
| Bug fix | Existing feature doesn’t work as specified | Fix immediately — this is not scope creep |
| Clarification | Requirement is ambiguous; this resolves ambiguity | Document the clarification in requirements; proceed |
| Enhancement | Adds capability beyond the current requirement | Evaluate via change request (step 2) |
| New feature | Entirely new capability not in requirements | Add to parking lot (step 3) |
2. Change request evaluation (for Enhancements)
Answer these four questions:
- Impact: Does this change the data model, API contract, or architecture? (If yes, architecture review required)
- Effort: Can this be completed within the current sprint without displacing planned work? (If no, defer)
- Risk: Does this introduce untested surface area without time to write tests? (If yes, defer)
- Value: Does the stakeholder confirm this is higher priority than the item it displaces? (If no, defer)
If all four pass: approve the change, update the requirements document, proceed. If any fail: add to parking lot.
3. Parking lot management
## Parking Lot — [Product Name]
**Last Updated**: YYYY-MM-DD
| ID | Request | Source | Date Added | Priority | Status |
|----|---------|--------|------------|----------|--------|
| PL-001 | [Description] | [Session/person] | YYYY-MM-DD | High/Med/Low | Parked / Scheduled / Declined |
Rules:
- Every parked item gets a priority at the end of the sprint
- Top 3 items by priority are candidates for the next sprint
- Items parked for 3+ sprints without scheduling are reviewed for decline
4. Sprint lock protocol
At the start of each sprint/milestone:
- Scope is locked — the list of requirements/stories is frozen
- Changes require a change request evaluation (step 2)
- The scope owner (Product Manager or Peter) has authority to approve or deny
Response to informal scope requests:
“That’s a good idea. I’ve added it to the parking lot as PL-[number]. We’ll prioritize it for the next sprint. For now, let’s stay focused on [current requirement].”
Outputs: Scope change classification, change request evaluation, parking lot entry, sprint scope lock declaration.
