Last Updated: 2026-02-06
Purpose: Cross-reference showing which skills each agent uses and which agents use each skill
This matrix maps the relationship between 8 custom agents and 23 skills in the Hack23 ecosystem, ensuring each agent has access to the knowledge it needs for its expertise area.
- By Agent - See which skills each agent uses
- By Skill - See which agents use each skill
- Coverage Analysis - Skills usage statistics
- Integration Patterns - How agents collaborate using skills
Role: Orchestration, analysis, issue creation, delegation
Primary Skills (11):
- ✅ business-strategy
- ✅ copilot-agent-patterns
- ✅ mcp-server-integration
- ✅ secure-development
- ✅ c4-modeling
- ✅ security-architecture
- ✅ documentation-portfolio
- ✅ html-css-best-practices
- ✅ accessibility-wcag
- ✅ iso-27001
- ✅ github-actions-cicd
Rationale: As orchestrator, needs broad knowledge to analyze repository, create appropriate issues, and delegate to specialists.
Role: HTML/CSS, accessibility, responsive design
Primary Skills (7):
- ✅ html-css-best-practices
- ✅ accessibility-wcag
- ✅ seo-optimization
- ✅ secure-development
- ✅ data-classification
- ✅ aws-s3-cloudfront
- ✅ github-actions-cicd
Rationale: Focuses on front-end quality, accessibility, and SEO while ensuring security in UI implementations.
Role: SEO, content marketing, demand generation
Primary Skills (9):
- ✅ seo-optimization
- ✅ content-marketing
- ✅ brand-voice-tone
- ✅ html-css-best-practices
- ✅ accessibility-wcag
- ✅ secure-development
- ✅ aws-s3-cloudfront
- ✅ github-actions-cicd
- ✅ gdpr
Rationale: Combines marketing expertise with technical knowledge for effective digital marketing and compliance.
Role: Strategic growth, client acquisition, partnerships
Primary Skills (9):
- ✅ business-strategy
- ✅ content-marketing
- ✅ brand-voice-tone
- ✅ security-architecture
- ✅ c4-modeling
- ✅ secure-development
- ✅ iso-27001
- ✅ gdpr
- ✅ aws-s3-cloudfront
Rationale: Business strategy backed by technical credibility and security expertise for consultative selling.
Role: Open source intelligence, political analysis
Primary Skills (6):
- ✅ osint-methods
- ✅ ethical-information-ops
- ✅ gdpr
- ✅ data-classification
- ✅ secure-development
- ✅ cryptography
Rationale: Intelligence gathering with strong emphasis on ethics, privacy, and data protection.
Role: Code implementation, debugging, testing
Primary Skills (9):
- ✅ testing-strategy
- ✅ code-review-practices
- ✅ secure-development
- ✅ access-control
- ✅ cryptography
- ✅ data-classification
- ✅ github-actions-cicd
- ✅ c4-modeling
- ✅ api-documentation
Rationale: Comprehensive development skills with strong focus on testing, security, and quality code.
Role: System architecture, patterns, design
Primary Skills (10):
- ✅ c4-modeling
- ✅ security-architecture
- ✅ documentation-portfolio
- ✅ api-documentation
- ✅ secure-development
- ✅ access-control
- ✅ cryptography
- ✅ data-classification
- ✅ testing-strategy
- ✅ aws-s3-cloudfront
Rationale: Architectural expertise with comprehensive security, documentation, and design pattern knowledge.
Role: Product vision, requirements, strategy
Primary Skills (8):
- ✅ product-documentation
- ✅ business-strategy
- ✅ content-marketing
- ✅ brand-voice-tone
- ✅ documentation-portfolio
- ✅ c4-modeling
- ✅ copilot-agent-patterns
- ✅ seo-optimization
Rationale: Product strategy and vision with strong documentation and communication skills.
Used by: task-agent, ui-enhancement-specialist, marketing-specialist, business-development-specialist, political-analyst, george-dorn, simon-moon
Usage: 7/8 agents (87.5%)
Used by: george-dorn, simon-moon
Usage: 2/8 agents (25%)
Used by: ui-enhancement-specialist, political-analyst, george-dorn, simon-moon
Usage: 4/8 agents (50%)
Used by: political-analyst, george-dorn, simon-moon
Usage: 3/8 agents (37.5%)
Used by: task-agent, business-development-specialist, george-dorn, simon-moon, hagbard-celine
Usage: 5/8 agents (62.5%)
Used by: task-agent, business-development-specialist, simon-moon
Usage: 3/8 agents (37.5%)
Used by: task-agent, simon-moon, hagbard-celine
Usage: 3/8 agents (37.5%)
Used by: task-agent, ui-enhancement-specialist, marketing-specialist
Usage: 3/8 agents (37.5%)
Used by: task-agent, ui-enhancement-specialist, marketing-specialist
Usage: 3/8 agents (37.5%)
Used by: ui-enhancement-specialist, marketing-specialist, hagbard-celine
Usage: 3/8 agents (37.5%)
Used by: ui-enhancement-specialist, marketing-specialist, business-development-specialist, simon-moon
Usage: 4/8 agents (50%)
Used by: task-agent, ui-enhancement-specialist, marketing-specialist, george-dorn
Usage: 4/8 agents (50%)
Used by: task-agent, business-development-specialist
Usage: 2/8 agents (25%)
Used by: marketing-specialist, business-development-specialist, political-analyst
Usage: 3/8 agents (37.5%)
Used by: task-agent, business-development-specialist, hagbard-celine
Usage: 3/8 agents (37.5%)
Used by: marketing-specialist, business-development-specialist, hagbard-celine
Usage: 3/8 agents (37.5%)
Used by: marketing-specialist, business-development-specialist, hagbard-celine
Usage: 3/8 agents (37.5%)
Used by: political-analyst
Usage: 1/8 agents (12.5%) - Highly specialized
Used by: political-analyst
Usage: 1/8 agents (12.5%) - Highly specialized
Used by: george-dorn, simon-moon
Usage: 2/8 agents (25%)
Used by: george-dorn
Usage: 1/8 agents (12.5%)
Used by: hagbard-celine
Usage: 1/8 agents (12.5%)
Used by: george-dorn, simon-moon
Usage: 2/8 agents (25%)
Used by: task-agent
Usage: 1/8 agents (12.5%)
Used by: task-agent, hagbard-celine
Usage: 2/8 agents (25%)
High Usage (5+ agents):
- secure-development: 7 agents (87.5%)
- c4-modeling: 5 agents (62.5%)
Medium Usage (3-4 agents):
- data-classification: 4 agents
- aws-s3-cloudfront: 4 agents
- github-actions-cicd: 4 agents
- html-css-best-practices: 3 agents
- accessibility-wcag: 3 agents
- seo-optimization: 3 agents
- security-architecture: 3 agents
- documentation-portfolio: 3 agents
- gdpr: 3 agents
- business-strategy: 3 agents
- content-marketing: 3 agents
- brand-voice-tone: 3 agents
- cryptography: 3 agents
Low Usage (1-2 agents):
- access-control: 2 agents
- iso-27001: 2 agents
- testing-strategy: 2 agents
- api-documentation: 2 agents
- copilot-agent-patterns: 2 agents
- code-review-practices: 1 agent (specialized)
- osint-methods: 1 agent (specialized)
- ethical-information-ops: 1 agent (specialized)
- product-documentation: 1 agent (specialized)
- mcp-server-integration: 1 agent (specialized)
Comprehensive (9+ skills):
- marketing-specialist: 9 skills
- business-development-specialist: 9 skills
- george-dorn: 9 skills
- simon-moon: 10 skills
- task-agent: 11 skills
Moderate (7-8 skills):
- ui-enhancement-specialist: 7 skills
- hagbard-celine: 8 skills
Specialized (6 skills):
- political-analyst: 6 skills (highly specialized domain)
- Security is Universal: secure-development used by 87.5% of agents
- Business Skills Well-Distributed: business-strategy, content-marketing, brand-voice-tone each used by 3 agents
- Specialized Skills Appropriately Scoped: OSINT, product-documentation, code-review focused on specific agents
- Architecture Knowledge Shared: c4-modeling widely used for understanding system design
graph TB
TaskAgent[task-agent<br/>11 skills]:::orchestrator
TaskAgent --> UISpec[ui-enhancement-specialist<br/>7 skills]:::specialist
TaskAgent --> MarketSpec[marketing-specialist<br/>9 skills]:::specialist
TaskAgent --> BizDev[business-development-specialist<br/>9 skills]:::specialist
TaskAgent --> PolAnalyst[political-analyst<br/>6 skills]:::specialist
classDef orchestrator fill:#9C27B0,stroke:#9C27B0,stroke-width:3px,color:#fff
classDef specialist fill:#2196F3,stroke:#2196F3,stroke-width:2px,color:#fff
task-agent uses broad skill coverage to:
- Analyze repository comprehensively
- Identify improvement opportunities
- Create appropriately scoped issues
- Delegate to specialists with relevant skills
graph LR
Hagbard[hagbard-celine<br/>Product Owner<br/>8 skills]:::trinity
Simon[simon-moon<br/>Architect<br/>10 skills]:::trinity
George[george-dorn<br/>Developer<br/>9 skills]:::trinity
Hagbard -->|vision & requirements| Simon
Simon -->|architecture & design| George
George -->|implementation & feedback| Hagbard
classDef trinity fill:#FF9800,stroke:#FF9800,stroke-width:3px,color:#fff
Shared Skills:
- c4-modeling (all 3)
- secure-development (simon + george)
- api-documentation (simon + george)
Unique Skills:
- hagbard: product-documentation, business-strategy, content-marketing, brand-voice-tone
- simon: security-architecture, documentation-portfolio, cryptography
- george: testing-strategy, code-review-practices, github-actions-cicd
graph TB
Marketing[marketing-specialist<br/>9 skills]:::marketing
BizDev[business-development-specialist<br/>9 skills]:::marketing
Shared[Shared Skills:<br/>- content-marketing<br/>- brand-voice-tone<br/>- seo-optimization<br/>- secure-development<br/>- gdpr<br/>- aws-s3-cloudfront]:::shared
Marketing --> Shared
BizDev --> Shared
classDef marketing fill:#4CAF50,stroke:#4CAF50,stroke-width:2px,color:#fff
classDef shared fill:#FFC107,stroke:#FFC107,stroke-width:2px,color:#000
marketing-specialist and business-development-specialist share 6 skills for consistent messaging and strategy.
graph TB
SecDev[secure-development<br/>Used by 7/8 agents]:::security
SecDev --> UI[ui-enhancement-specialist]:::agent
SecDev --> Marketing[marketing-specialist]:::agent
SecDev --> BizDev[business-development-specialist]:::agent
SecDev --> Political[political-analyst]:::agent
SecDev --> George[george-dorn]:::agent
SecDev --> Simon[simon-moon]:::agent
SecDev --> Task[task-agent]:::agent
classDef security fill:#D32F2F,stroke:#D32F2F,stroke-width:3px,color:#fff
classDef agent fill:#607D8B,stroke:#607D8B,stroke-width:1px,color:#fff
secure-development is universally applied across nearly all agents, ensuring security-by-design in every domain.
- New Agent Added: Add row to "Skills by Agent", update "Agents by Skill" counts
- New Skill Added: Add to relevant category, assign to appropriate agents
- Agent Scope Changes: Review and update skill assignments
- Skill Deprecation: Remove from matrix, update agents
- All 8 agents listed
- All 23 skills listed
- Each agent has appropriate skill coverage for its role
- Specialized skills assigned to correct agents
- Universal skills (secure-development) widely distributed
- No agent lacks critical skills for its domain
- Coverage percentages accurate
- Monthly: Quick review for new skills or agents
- Quarterly: Comprehensive audit of skill assignments
- Annually: Strategic review of agent roles and skills coverage
- Skills Library INDEX - Complete skills catalog
- Agents README - Agent profiles overview
- Agents INDEX - Agent documentation index
- Agent Ecosystem Summary - Comprehensive ecosystem reference
Maintained by: Hack23 AB Development Team
License: Apache-2.0
Version: 1.0.0 (2026-02-06)
