-
AI Skill
- Access Fingerprinter
- Accessibility Design
- Ad Campaign Optimization
- Advisor Action Framework
- AEO RECOMMENDATION TOOL - SYSTEM PROMPT
- 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
- Botanical Garden Taxonomist
- Botanist / Plant Scientist
- Brand Voice Development
- Business Proposal Evaluation
- Career Assessment
- Celery Task Management
- Chapter 22: Safety & Guardrails
- Chapter 26: Security Standards
- Chapter 28: Cursor Skills
- 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 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
- ITI Content Strategy
- ITI Financial Modeling
- ITI MD to Wordpress HTML Converter
- ITI Quality Assurance
- ITI Report Synthesis
- ITI Strategic Planning
- ITI Technology Strategy
- ITI Token Compression Skill
- 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
- Political Speech Analyzer
- 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
- 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
- Session Context Protocol
- Skills Index
- Social Media Content Calendar
- Stable Diffusion Image Generation
- Tauri Desktop Development
- Tavily & Pinecone Integrations
- Tavily API Quick Reference - Factchecker Plugin
- 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-Disease Modeling
- Wildlife Habitat Certification Guide
- 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
- Show Remaining Articles (5) Collapse Articles
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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
-
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 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
- SEO Assistant with LLM
- 🌱 Farmers Bounty Homepage Shortcode - Quick Start
- 🌱 Farmers Bounty Shortcodes
- 🌹 Grateful Dead Chatbot - Quickstart Guide ⚡
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Requirements
-
ScubaGPT
-
Grateful Dead Chatbot
-
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
- Atlanta Gardening
- Beneficial Insects Guide for Georgia Gardens
- Botanical Garden Taxonomist
- Children's Garden Educator
- 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
- Integrated Pest Management (IPM) Specialist
- PRISM ZIP Code → Zone Lookup
- Public Relations Manager
- Recipe Formatting
- Research Associate / Lab Technician
- School Programs Specialist
- Seed Bank Curator
- Volunteer Coordinator
- Weather-Disease Modeling
- Wildlife Habitat Certification Guide
- 🌱 Farmers Bounty Homepage Shortcode - Quick Start
- 🌱 Farmers Bounty Shortcodes
- Show Remaining Articles (22) Collapse Articles
-
Technical Document
- Accessibility Design
- Agentic Task Execution
- AI Candor Probe
- AI Coworker Trust Protocol
- AI Inference Boundary Review
- AI Vision Diagnosis
- Antigravity Browser QA
- Antigravity Parallel Debug
- Antigravity Test Orchestration
- AppSec Engineer — IAM Security Specialist
- Chapter 22: Safety & Guardrails
- Chapter 26: Security Standards
- Civic Tech Privacy Architecture
- ClaimReview Schema Integration
- Claims Evidence Registry
- Code Review
- IT Influentials Express Agents Product Showcase
- Java Development
- MCP Client for Tauri
- MCP Server Development
- Nginx Reverse Proxy
- Pinecone Embedding Management
- PostgreSQL Administration
- Product Roadmap Update Prompt
- Prompt Auditor
- RabbitMQ Messaging
- Redis Operations
- Release Management
- Retirement Calculator Engine
- Roadmap Build Planning
- Schema Markup Generation
- ScubaGPT — Architecture
- ScubaGPT Safety Guardrails - Quick Reference
- Session Context Protocol
- Stable Diffusion Image Generation
- Tauri Desktop Development
- Tavily & Pinecone Integrations
- Tavily API Quick Reference - Factchecker Plugin
- Tech Debt Analysis
- Test Plan Writing
- Travel Planner — n8n + Dify Integration Guide
- UI Design
- UX Research
- Vibe Coding Guardrails
- WordPress Plugin Clone Safety Checker Showcase
- Workflow Adapter Integration
- Show Remaining Articles (31) Collapse Articles
-
Answer Engine Optimizer
-
SEO Optimizer
-
Travel Planner
-
Fact Checker
-
Estate Manager
-
ITI Operations
- Access Fingerprinter
- Accessibility Design
- Advisor Action Framework
- Agentic Task Execution
- AI Candor Probe
- AI Content Authenticity Detection
- AI Coworker Trust Protocol
- AI Inference Boundary Review
- AI Project Showcase Skill
- AI Self-Report Calibration
- Antigravity Browser QA
- Antigravity Parallel Debug
- Antigravity Test Orchestration
- Apple Human Interface Design System
- AppSec Engineer — API Security Specialist
- AppSec Engineer — DevSecOps Specialist
- Chapter 32: Builder's Portfolio
- CloudKit + Tauri Debugging
- Code Review
- Content Strategy
- Customer Journey Methodology
- Customer Support
- Data Interpretation
- Dependency Hygiene
- End-User Documentation Requirements Document
- Farmers Bounty Plugin - Gardener's Review Guide
- Generative Engine Optimization
- Guided Content Journeys
- Influencer Marketing
- Infrastructure Upgrades
- Interaction Design
- IT Influentials Agent POC Product Showcase
- IT Influentials Agent Product Showcase
- IT Influentials Express Agents Product Showcase
- ITI Audience Development
- ITI Consulting Intake
- ITI Financial Modeling
- ITI Quality Assurance
- ITI Report Synthesis
- ITI Strategic Planning
- ITI Token Compression Skill
- Market Research
- MCP Server Development
- Multi-Agent Deliberation Design
- Multilingual Content Management
- n8n Debugging
- n8n Workflow Development
- Pinecone Embedding Management
- Privacy Compliance
- Product Roadmap Update Prompt
- Project Management
- Prompt Auditor
- Proposal Evaluation
- Redis Operations
- Release Management
- Requirements Writing
- Roadmap Build Planning
- Safety Guardrails
- Scope Control
- Screenshot Capture Guide
- Stable Diffusion Image Generation
- Tavily & Pinecone Integrations
- Technical Writing
- Test Plan Writing
- UI Design
- UX Research
- Vibe Coding Guardrails
- Wordpress Plugin Install Safety Features
- Show Remaining Articles (53) Collapse Articles
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ITI Marketing
- Articles coming soon
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Patriot University
-
Personal Assistant
Tech Debt Analysis
name: tech-debt-analysis
description: Identify, categorize, and prioritize technical debt across a codebase. Use when auditing code quality, planning a refactoring sprint, evaluating the cost of carrying debt, justifying modernization investments, or producing a quarterly tech health report.
Tech Debt Analysis
Instructions
Identify technical debt, quantify its cost, and produce an actionable remediation plan.
Debt taxonomy (Fowler’s Technical Debt Quadrant):
| Reckless | Prudent | |
|---|---|---|
| Deliberate | “We didn’t have time for tests” → fix immediately | “We ship now, refactor later” → plan refactoring |
| Inadvertent | “We didn’t know about the shared library” → fix soon | “We now know a better approach” → fix when touching the area |
Debt categories to audit:
- Architectural debt: monolith that should be modules; missing abstraction layers; platform-specific code that should be shared
- Code quality debt: duplicated logic; overly complex functions; missing type annotations; magic numbers/strings
- Dependency debt: outdated libraries with security or compatibility risks; deprecated APIs
- Testing debt: missing unit tests for critical paths; no integration tests for external APIs; no regression suite
- Documentation debt: undocumented public APIs; outdated README; missing architecture decision records
- Security debt: known vulnerabilities deferred; weak authentication patterns; unrotated credentials
- Performance debt: N+1 queries; missing indexes; full KB file loads instead of section access; disabled caching
Debt inventory format:
| ID | Description | Category | Location | Risk if Left | Effort to Fix | Priority Score |
|---|---|---|---|---|---|---|
| TD-001 | [Brief description] | [Category] | [File/module] | [Low/Med/High/Critical] | [hours] | [score] |
Priority scoring formula:
Priority = (Risk × Impact × Strategic Alignment) / Effort Risk: 1 (cosmetic) to 4 (security/data loss) Impact: 1 (affects edge case) to 4 (affects core flow daily) Strategic Alignment: 1 (low priority product) to 3 (flagship product) Effort: 1 (1-2 hours) to 4 (1+ week)
Remediation plan structure:
## Phase 1: Immediate (this sprint) — P1 items only
[Critical risk items; security vulnerabilities]
## Phase 2: Short-term (next 1-2 sprints) — P2 items
[High-impact, moderate effort; architectural improvements]
## Phase 3: Medium-term (next quarter) — P3 items
[Valuable improvements that require planning]
## Phase 4: Backlog — P4 items
[Low-priority improvements; address when touching related code]
ITI-specific debt patterns to flag:
- Custom Claude API client instead of
ITI_Claude_API→ migrate to shared library - Full KB file loading instead of
ITI_KB_Parser::extract_relevant()→ performance + token debt - No
ITI_Conversation_Summarizerin products with 4+ conversation turns → experience debt - Missing prompt caching (
prompt_caching: false) → cost debt - Agent logic duplicated across products → shared library candidate
- WordPress plugin without
class-iti-shared-loader.php→ integration debt
Outputs: Tech debt inventory table, priority-scored remediation plan in 4 phases, debt trend analysis (growing/stable/shrinking), ROI estimate for top 5 fixes (time saved / risk reduced per hour invested).
