Skill Matcher
Automatically analyzes user prompts and recommends the most relevant skills from installed plugins and external catalogs.
Workflow
Phase 1: Analyze User Intent
Extract from user's message:
- •Task type: document creation, coding, design, communication, testing
- •Keywords: file formats (.pdf, .docx), tools (MCP, webapp), domains (brand, slides)
- •Action verbs: create, edit, analyze, test, build, design
Phase 2: Match Skills
- •Scan local skills using
scripts/scan_skills.py - •Match by category (see Category Mapping below)
- •Rank by relevance: exact keyword match > category match > partial match
- •Search external catalogs if no local match (see external-sources.md)
Phase 3: Recommend & Activate
Output format:
code
📋 **Recommended skills for your task:** 1. **[skill-name]** ⭐ (high relevance) → [why this skill matches your task] 2. **[skill-name]** (medium relevance) → [why this skill might help] 💡 Reply with skill number to activate, or "all" for all recommended.
After user confirms, activate the skill by mentioning it in context.
Category Mapping
| Category | Keywords | Skills |
|---|---|---|
| Documents | pdf, docx, word, excel, xlsx, powerpoint, pptx, slides, spreadsheet, document, форма, документ, презентация, таблица | pdf, docx, pptx, xlsx |
| Development | mcp, server, api, webapp, web app, artifact, component, код, сервер | mcp-builder, web-artifacts-builder |
| Design | art, design, canvas, theme, visual, frontend, ui, дизайн, тема, искусство | algorithmic-art, canvas-design, frontend-design, theme-factory |
| Communication | brand, guidelines, internal, memo, announcement, slack, gif, бренд, коммуникация | brand-guidelines, internal-comms, slack-gif-creator |
| Testing | test, qa, testing, webapp test, тест | webapp-testing |
| Meta | skill, create skill, новый скилл | skill-creator |
Quick Reference
Document Tasks
- •"Create a presentation" → pptx
- •"Edit PDF form" → pdf
- •"Write a Word document" → docx
- •"Build a spreadsheet" → xlsx
Development Tasks
- •"Build MCP server" → mcp-builder
- •"Create web artifact" → web-artifacts-builder
- •"Test my webapp" → webapp-testing
Design Tasks
- •"Generate algorithmic art" → algorithmic-art
- •"Design a theme" → theme-factory
- •"Create UI mockup" → frontend-design
Communication Tasks
- •"Write internal announcement" → internal-comms
- •"Apply brand guidelines" → brand-guidelines
- •"Create Slack GIF" → slack-gif-creator
Resources
- •Full skill catalog: skill-catalog.md
- •External sources for new skills: external-sources.md
- •Scan local skills:
python scripts/scan_skills.py
When No Skill Matches
If user's task doesn't match any existing skill:
Step 1: Search External Catalogs
Check external-sources.md for skills that might help.
Step 2: Propose Creating New Skill
If no external skill found, suggest creating a custom skill:
code
🔧 **Подходящий скилл не найден** Для этой задачи нет готового скилла. Варианты: 1. **Создать новый скилл** с помощью skill-creator → Скилл будет сохранён и доступен для будущих задач 2. **Выполнить задачу без скилла** → Просто сделаю задачу, но без специализированных инструкций Что предпочитаешь?
When to Suggest skill-creator
- •Task is repetitive (user will do it again)
- •Task requires specific workflow/steps
- •Task involves specialized domain knowledge
- •User explicitly wants to automate similar tasks
When NOT to Suggest skill-creator
- •One-time simple task
- •Task is too generic
- •User just wants quick answer
Auto-Activation Rules
This skill activates automatically when:
- •Session starts (analyze first user message)
- •User explicitly asks about skills
- •User's task doesn't have an obvious approach
- •Keywords from Category Mapping are detected
When activated silently (at session start), provide brief recommendation only if highly relevant skills exist. Don't interrupt if user's task is straightforward.