fix: Remove non-standard marketplace.json fields that break Claude Code (fixes #5)
Generated skills included activation.keywords, activation.patterns, test_queries, and usage.when_to_use fields in marketplace.json — none of which are supported by Claude Code's official schema. This caused installation failures. Root cause was references/phase4-detection.md instructing the agent to put activation data into marketplace.json instead of the SKILL.md description field. The description is the only activation mechanism. Changes: - Rewrote phase4-detection.md activation section (description-based only) - Removed marketplace.json from stock-analyzer example directory structure - Fixed quality-standards.md checklist reference - Fixed multi-agent-guide.md wording implying marketplace.json has keywords - Deleted marketplace-robust-template.json (source of non-standard fields) - Bumped version to 4.1.0 Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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6 changed files with 163 additions and 944 deletions
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**Turn any workflow into reusable AI agent software — no spec writing, no prompt engineering, no coding required.**
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**Turn any workflow into reusable AI agent software — no spec writing, no prompt engineering, no coding required.**
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[](https://github.com/anthropics/agent-skills-spec)
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[](https://github.com/anthropics/agent-skills-spec)
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[]()
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[]()
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[]()
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[]()
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@ -30,144 +30,18 @@ Enable traders and investors to perform technical analysis through natural langu
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---
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---
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## 🎯 Activation System (3-Layer Architecture)
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## Activation
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This skill demonstrates the **3-Layer Activation System v3.0** for reliable skill detection.
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This skill activates through the `description` field in the SKILL.md frontmatter. The description contains 60+ keywords that enable Claude's natural language understanding to match user queries reliably.
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### Layer 1: Keywords (Exact Phrase Matching)
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**Key terms embedded in the description:**
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- Action verbs: analyze, compare, monitor, track
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- Domain entities: stocks, ETFs, tickers
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- Specific indicators: RSI, MACD, Bollinger Bands, moving averages
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- Use cases: buy/sell signals, comparison, monitoring, chart patterns
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- Counter-examples: fundamental analysis, news, options pricing
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**Purpose:** High-precision activation for explicit requests
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**Activation reliability: 95%+** across tested query variations
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**Keywords (15 total):**
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```json
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[
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"analyze stock", // Primary action
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"stock analysis", // Alternative phrasing
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"technical analysis for", // Domain-specific
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"RSI indicator", // Specific indicator 1
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"MACD indicator", // Specific indicator 2
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"Bollinger Bands", // Specific indicator 3
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"buy signal for", // Signal requests
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"sell signal for", // Signal requests
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"compare stocks", // Comparison action
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"stock comparison", // Alternative
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"monitor stock", // Monitoring action
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"track stock price", // Tracking action
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"chart pattern", // Pattern analysis
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"moving average for", // Technical indicator
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"stock momentum" // Momentum analysis
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]
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```
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**Coverage:**
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- ✅ Action verbs: analyze, compare, monitor, track
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- ✅ Domain entities: stock, ticker, indicator
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- ✅ Specific indicators: RSI, MACD, Bollinger
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- ✅ Use cases: signals, comparison, monitoring
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### Layer 2: Patterns (Flexible Regex Matching)
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**Purpose:** Capture natural language variations and combinations
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**Patterns (7 total):**
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**Pattern 1: General Stock Analysis**
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```regex
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(?i)(analyze|analysis)\s+.*\s+(stock|stocks?|ticker|equity|equities)s?
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```
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Matches: "analyze AAPL stock", "analysis of tech stocks", "analyze this ticker"
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**Pattern 2: Technical Analysis Request**
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```regex
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(?i)(technical|chart)\s+(analysis|indicators?)\s+(for|of|on)
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```
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Matches: "technical analysis for MSFT", "chart indicators of SPY", "technical analysis on AAPL"
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**Pattern 3: Specific Indicator Request**
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```regex
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(?i)(RSI|MACD|Bollinger)\s+(for|of|indicator|analysis)
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```
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Matches: "RSI for AAPL", "MACD indicator", "Bollinger analysis of TSLA"
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**Pattern 4: Signal Generation**
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```regex
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(?i)(buy|sell)\s+(signal|recommendation|suggestion)\s+(for|using)
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```
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Matches: "buy signal for NVDA", "sell recommendation using RSI", "buy suggestion for AAPL"
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**Pattern 5: Stock Comparison**
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```regex
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(?i)(compare|comparison|rank)\s+.*\s+stocks?\s+(using|by|with)
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```
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Matches: "compare AAPL vs MSFT using RSI", "rank stocks by momentum", "comparison of stocks with MACD"
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**Pattern 6: Monitoring & Tracking**
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```regex
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(?i)(monitor|track|watch)\s+.*\s+(stock|ticker|price)s?
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```
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Matches: "monitor AMZN stock", "track TSLA price", "watch these tickers"
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**Pattern 7: Moving Average & Momentum**
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```regex
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(?i)(moving average|momentum|volatility)\s+(for|of|analysis)
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```
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Matches: "moving average for SPY", "momentum analysis of QQQ", "volatility of AAPL"
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### Layer 3: Description + NLU (Natural Language Understanding)
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**Purpose:** Fallback coverage for edge cases and natural phrasing
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**Enhanced Description (80+ keywords):**
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```
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Comprehensive technical analysis tool for stocks and ETFs. Analyzes price movements,
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volume patterns, and momentum indicators including RSI (Relative Strength Index),
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MACD (Moving Average Convergence Divergence), Bollinger Bands, moving averages,
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and chart patterns. Generates buy and sell signals based on technical indicators.
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Compares multiple stocks for relative strength analysis. Monitors stock performance
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and tracks price alerts. Perfect for traders needing technical analysis, chart
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interpretation, momentum tracking, volatility assessment, and comparative stock
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evaluation using proven technical analysis methods and trading indicators.
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```
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**Key Terms Included:**
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- Action verbs: analyzes, generates, compares, monitors, tracks
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- Domain entities: stocks, ETFs, tickers, equities
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- Indicators: RSI, MACD, Bollinger Bands, moving averages
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- Use cases: buy signals, sell signals, comparison, alerts, monitoring
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- Technical terms: momentum, volatility, chart patterns, price movements
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**Coverage:**
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- ✅ Primary use case clearly stated upfront
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- ✅ All major indicators explicitly mentioned with full names
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- ✅ Synonyms and variations included
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- ✅ Target user persona defined ("traders")
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- ✅ Natural language flow maintained
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### Activation Test Results
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**Layer 1 (Keywords) Test:**
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- Tested: 15 keywords × 3 variations = 45 queries
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- Success rate: 45/45 = 100% ✅
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**Layer 2 (Patterns) Test:**
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- Tested: 7 patterns × 5 variations = 35 queries
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- Success rate: 35/35 = 100% ✅
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**Layer 3 (Description/NLU) Test:**
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- Tested: 10 edge case queries
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- Success rate: 9/10 = 90% ✅
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**Integration Test:**
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- Total test queries: 12
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- Activated correctly: 12
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- Success rate: 12/12 = 100% ✅
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**Negative Test (False Positives):**
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- Out-of-scope queries: 7
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- Correctly did not activate: 7
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- Success rate: 7/7 = 100% ✅
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**Overall Activation Reliability: 98%** (Grade A)
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---
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---
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@ -187,8 +61,7 @@ evaluation using proven technical analysis methods and trading indicators.
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```
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```
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stock-analyzer/
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stock-analyzer/
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├── .claude-plugin/
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├── SKILL.md # Skill definition and activation (this file)
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│ └── marketplace.json # Activation & metadata
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├── scripts/
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├── scripts/
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│ ├── main.py # Orchestrator
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│ ├── main.py # Orchestrator
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│ ├── indicators/
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│ ├── indicators/
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│ └── utils/
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│ └── utils/
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│ └── validators.py # Input validation
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│ └── validators.py # Input validation
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├── README.md # User documentation
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├── README.md # User documentation
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├── SKILL.md # Technical specification (this file)
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└── requirements.txt # Dependencies
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└── requirements.txt # Dependencies
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```
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```
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## Usage Examples
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## Usage Examples
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### when_to_use Cases (from marketplace.json)
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### When to Use (from SKILL.md description)
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1. ✅ "Analyze AAPL stock using RSI indicator"
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1. ✅ "Analyze AAPL stock using RSI indicator"
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2. ✅ "What's the MACD for MSFT right now?"
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2. ✅ "What's the MACD for MSFT right now?"
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4. ✅ "Compare AAPL vs GOOGL using technical analysis"
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4. ✅ "Compare AAPL vs GOOGL using technical analysis"
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5. ✅ "Monitor TSLA and alert when RSI is oversold"
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5. ✅ "Monitor TSLA and alert when RSI is oversold"
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### when_not_to_use Cases (from marketplace.json)
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### When NOT to Use (from SKILL.md description)
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1. ❌ "What's the P/E ratio of AAPL?" → Use fundamental analysis skill
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1. ❌ "What's the P/E ratio of AAPL?" → Use fundamental analysis skill
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2. ❌ "Latest news about TSLA" → Use news/sentiment skill
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2. ❌ "Latest news about TSLA" → Use news/sentiment skill
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## References
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## References
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- **Activation System:** See `phase4-detection.md`
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- **Activation Guide:** See `references/phase4-detection.md`
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- **Pattern Library:** See `activation-patterns-guide.md`
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- **Architecture Guide:** See `references/architecture-guide.md`
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- **Testing Guide:** See `activation-testing-guide.md`
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- **Quality Standards:** See `references/quality-standards.md`
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- **Quality Checklist:** See `activation-quality-checklist.md`
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- **Templates:** See `references/templates/`
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---
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---
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### Marketplace Discoverability
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### Marketplace Discoverability
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Each plugin entry in `marketplace.json` has its own description and keywords. This means a suite's individual components can be discovered by different searches:
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Each plugin entry in `marketplace.json` has its own `description` field. This means a suite's individual components can be discovered by different searches:
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- "track sales" finds the sales-monitor plugin
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- "track sales" finds the sales-monitor plugin
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- "customer churn" finds the customer-analytics plugin
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- "customer churn" finds the customer-analytics plugin
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- "inventory alerts" finds the inventory-tracker plugin
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- "inventory alerts" finds the inventory-tracker plugin
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- [ ] No activation for out-of-scope queries
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- [ ] No activation for out-of-scope queries
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- [ ] Consistent activation across variations
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- [ ] Consistent activation across variations
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### **🎯 Implementation in Agent-Skill-Creator**
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### Implementation in Agent-Skill-Creator
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**Updated Phase 4 Process:**
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**Updated Phase 4 Process:**
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1. **Generate base keywords** (traditional method)
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1. **Generate base keywords** (traditional method)
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2. **Apply systematic expansion** (enhanced method)
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2. **Apply systematic expansion** (enhanced method)
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3. **Validate coverage** (minimum 50 keywords)
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3. **Validate coverage** (minimum 50 keywords)
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4. **Test natural language** (20+ variations)
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4. **Embed all keywords into the SKILL.md description field**
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5. **Verify activation reliability** (98%+ target)
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5. **Test natural language** (20+ variations)
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6. **Verify activation reliability** (98%+ target)
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**Template Updates:**
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> **IMPORTANT:** All keywords and activation data go into the SKILL.md `description` field. Do NOT create separate activation files, marketplace.json fields, or pattern files. The description IS the activation mechanism.
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- Enhanced keyword generation in phase4-detection.md
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- Expanded pattern libraries in activation-patterns-guide.md
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- Rich examples in marketplace-robust-template.json
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---
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---
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# 🎯 **Phase 4 Enhanced v3.0: 3-Layer Activation System**
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# Phase 4 Enhanced: Description-Based Activation
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## Overview: Why 3 Layers?
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## How Skill Activation Works
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**Problem:** Skills with only description-based activation can:
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The agent (Claude Code, VS Code Copilot, Cursor, etc.) reads the `description` field in SKILL.md frontmatter and uses natural language understanding to decide when to activate the skill. There is no separate activation file, no keywords file, and no regex matching layer.
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- Miss valid user queries (false negatives)
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- Activate for wrong queries (false positives)
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- Be unpredictable across phrasings
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**Solution:** Implement activation in **3 complementary layers**:
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The `description` field is the **only** activation mechanism. A well-crafted description with 50+ embedded keywords achieves 95%+ activation reliability.
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```
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> **CRITICAL:** Do NOT create `activation.keywords`, `activation.patterns`, `test_queries`, `usage.when_to_use`, or `usage.when_not_to_use` fields in marketplace.json or any other file. These are non-standard fields that **break Claude Code installation**. All activation data belongs in the SKILL.md `description` field.
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Layer 1: Keywords → High precision, moderate coverage
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Layer 2: Patterns → High coverage, good precision
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Layer 3: Description → Full coverage, Claude NLU fallback
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```
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**Result:** 95%+ activation reliability!
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---
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---
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## 🔑 Layer 1: Structured Keywords (marketplace.json)
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### Purpose
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## Writing Effective Descriptions
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Provide **exact phrase matching** for common, specific queries.
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### Structure in marketplace.json
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The description serves all activation purposes — keyword matching and natural language understanding — in a single field.
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```json
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### Description Template
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{
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"activation": {
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```yaml
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"keywords": [
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description: >-
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"complete phrase 1",
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{Primary use case in one sentence}. Activates for queries about
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"complete phrase 2",
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{capability 1} ({synonyms}), {capability 2} ({synonyms}), and
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"complete phrase 3",
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{capability 3} ({synonyms}). Supports {action verbs}: {action synonyms}.
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// ... 10-15 total
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Uses {technology/API} to {what it does}. Does NOT activate for:
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]
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{counter-examples}.
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}
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}
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```
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```
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### Description Requirements
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**Must Include:**
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- Primary use case clearly stated upfront
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- Each capability explicitly mentioned with synonyms in parentheses
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- Action verbs the user might say
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- Technology/API names
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- 3-5 example phrasings embedded naturally
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- 2-3 counter-examples (what this skill is NOT for)
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- 50+ unique keywords woven into natural prose
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**Length:** 200-500 characters. Longer than typical but necessary for reliable activation.
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### Keyword Design Rules
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### Keyword Design Rules
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#### ✅ DO: Use Complete Phrases
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**DO: Use Complete Phrases in the Description**
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```json
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```
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✅ "create an agent for"
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"technical analysis for stocks"
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✅ "analyze stock data"
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"analyze stock data"
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✅ "compare year over year"
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"buy and sell signals"
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```
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```
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#### ❌ DON'T: Use Single Words
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**DON'T: Keyword-Stuff the Description**
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```json
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```
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❌ "create" // Too generic
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"stock RSI MACD Bollinger buy sell signal compare rank" (not prose)
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❌ "agent" // Too broad
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❌ "data" // Meaningless alone
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```
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```
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### Keyword Categories (10-15 keywords minimum)
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### Embedding Keywords Naturally
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**Category 1: Action + Entity (5-7 keywords)**
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Take your keyword research from Steps 1-7 and weave them into coherent prose:
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```json
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[
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**Bad (keyword stuffing):**
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"create an agent for",
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```yaml
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"create a skill for",
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description: "stock analysis RSI MACD Bollinger buy sell signal compare rank chart patterns momentum moving average"
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"build an agent for",
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"develop a skill for",
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"make an agent that"
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]
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```
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```
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**Category 2: Workflow Patterns (3-5 keywords)**
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**Good (natural prose with keywords embedded):**
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```json
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```yaml
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[
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description: >-
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"automate this workflow",
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Provides comprehensive technical analysis for stocks and ETFs using RSI
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"automate this process",
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(Relative Strength Index), MACD (Moving Average Convergence Divergence),
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"every day I have to",
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Bollinger Bands, moving averages, and chart patterns. Generates buy and
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"daily I need to"
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sell signals based on technical indicator combinations. Compares and ranks
|
||||||
]
|
multiple stocks by momentum and technical strength. Does NOT activate for
|
||||||
```
|
fundamental analysis (P/E ratios, earnings), news, or options pricing.
|
||||||
|
|
||||||
**Category 3: Domain-Specific (2-3 keywords)**
|
|
||||||
```json
|
|
||||||
[
|
|
||||||
"stock market analysis", // For finance skill
|
|
||||||
"crop monitoring data", // For agriculture skill
|
|
||||||
"pdf text extraction" // For document skill
|
|
||||||
]
|
|
||||||
```
|
|
||||||
|
|
||||||
### Keyword Generation Process
|
|
||||||
|
|
||||||
**Step 1:** List all primary capabilities
|
|
||||||
```
|
|
||||||
Skill: us-crop-monitor
|
|
||||||
Capabilities:
|
|
||||||
1. Crop condition monitoring
|
|
||||||
2. Harvest progress tracking
|
|
||||||
3. Yield data analysis
|
|
||||||
```
|
|
||||||
|
|
||||||
**Step 2:** Create 3-4 keywords per capability
|
|
||||||
```
|
|
||||||
Capability 1 → Keywords:
|
|
||||||
- "crop condition data"
|
|
||||||
- "crop health monitoring"
|
|
||||||
- "condition ratings for crops"
|
|
||||||
|
|
||||||
Capability 2 → Keywords:
|
|
||||||
- "harvest progress report"
|
|
||||||
- "planting progress data"
|
|
||||||
- "percent harvested"
|
|
||||||
|
|
||||||
Capability 3 → Keywords:
|
|
||||||
- "crop yield analysis"
|
|
||||||
- "productivity data"
|
|
||||||
- "bushels per acre"
|
|
||||||
```
|
|
||||||
|
|
||||||
**Step 3:** Add action variations
|
|
||||||
```
|
|
||||||
- "analyze crop conditions"
|
|
||||||
- "monitor harvest progress"
|
|
||||||
- "track planting status"
|
|
||||||
```
|
|
||||||
|
|
||||||
**Result:** 10-15 keywords covering main use cases
|
|
||||||
|
|
||||||
---
|
|
||||||
|
|
||||||
## 🔍 Layer 2: Regex Patterns (marketplace.json)
|
|
||||||
|
|
||||||
### Purpose
|
|
||||||
Capture **flexible variations** while maintaining specificity.
|
|
||||||
|
|
||||||
### Structure in marketplace.json
|
|
||||||
|
|
||||||
```json
|
|
||||||
{
|
|
||||||
"activation": {
|
|
||||||
"patterns": [
|
|
||||||
"(?i)(verb1|verb2)\\s+.*\\s+(entity|object)",
|
|
||||||
"(?i)(action)\\s+(context)\\s+(target)",
|
|
||||||
// ... 5-7 total
|
|
||||||
]
|
|
||||||
}
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
### Pattern Design Rules
|
|
||||||
|
|
||||||
#### Pattern Anatomy
|
|
||||||
```regex
|
|
||||||
(?i) → Case insensitive
|
|
||||||
(verb1|verb2|verb3) → Action verbs (create, build, make)
|
|
||||||
\s+ → Whitespace (required)
|
|
||||||
(an?\s+)? → Optional article (a, an)
|
|
||||||
(entity) → Target entity
|
|
||||||
\s+(for|to|that) → Context connector
|
|
||||||
```
|
|
||||||
|
|
||||||
### Pattern Categories (5-7 patterns minimum)
|
|
||||||
|
|
||||||
**Pattern 1: Action + Object**
|
|
||||||
```regex
|
|
||||||
(?i)(create|build|develop|make)\s+(an?\s+)?(agent|skill)\s+(for|to|that)
|
|
||||||
```
|
|
||||||
Matches:
|
|
||||||
- "create an agent for"
|
|
||||||
- "build a skill to"
|
|
||||||
- "develop agent that"
|
|
||||||
|
|
||||||
**Pattern 2: Automation Request**
|
|
||||||
```regex
|
|
||||||
(?i)(automate|automation)\s+(this\s+)?(workflow|process|task|repetitive)
|
|
||||||
```
|
|
||||||
Matches:
|
|
||||||
- "automate this workflow"
|
|
||||||
- "automation process"
|
|
||||||
- "automate task"
|
|
||||||
|
|
||||||
**Pattern 3: Repetitive Workflow**
|
|
||||||
```regex
|
|
||||||
(?i)(every day|daily|repeatedly)\s+(I|we)\s+(have to|need to|do|must)
|
|
||||||
```
|
|
||||||
Matches:
|
|
||||||
- "every day I have to"
|
|
||||||
- "daily we need to"
|
|
||||||
- "repeatedly I must"
|
|
||||||
|
|
||||||
**Pattern 4: Transformation**
|
|
||||||
```regex
|
|
||||||
(?i)(turn|convert|transform)\s+(this\s+)?(process|workflow|task)\s+into\s+(an?\s+)?agent
|
|
||||||
```
|
|
||||||
Matches:
|
|
||||||
- "turn this process into an agent"
|
|
||||||
- "convert workflow to agent"
|
|
||||||
- "transform task into agent"
|
|
||||||
|
|
||||||
**Pattern 5: Domain-Specific**
|
|
||||||
```regex
|
|
||||||
(?i)(analyze|analysis|monitor|track)\s+.*\s+(crop|stock|customer|data)
|
|
||||||
```
|
|
||||||
Matches:
|
|
||||||
- "analyze crop conditions"
|
|
||||||
- "monitor stock performance"
|
|
||||||
- "track customer behavior"
|
|
||||||
|
|
||||||
**Pattern 6-7:** Add more based on specific skill needs
|
|
||||||
|
|
||||||
### Pattern Testing
|
|
||||||
|
|
||||||
**Test each pattern independently:**
|
|
||||||
|
|
||||||
```markdown
|
|
||||||
Pattern: (?i)(create|build)\s+(an?\s+)?agent\s+for
|
|
||||||
|
|
||||||
Test queries:
|
|
||||||
✅ "create an agent for processing PDFs"
|
|
||||||
✅ "build agent for data analysis"
|
|
||||||
✅ "Create a Agent For automation"
|
|
||||||
❌ "I want to create something" // No "agent"
|
|
||||||
❌ "agent creation guide" // No action verb
|
|
||||||
```
|
|
||||||
|
|
||||||
### Common Regex Components
|
|
||||||
|
|
||||||
**Verbs - Action:**
|
|
||||||
```regex
|
|
||||||
(create|build|develop|make|generate|design)
|
|
||||||
(analyze|analysis|monitor|track|measure)
|
|
||||||
(compare|rank|sort|list|show)
|
|
||||||
(automate|automation|streamline)
|
|
||||||
```
|
|
||||||
|
|
||||||
**Entities:**
|
|
||||||
```regex
|
|
||||||
(agent|skill|workflow|process|task)
|
|
||||||
(crop|stock|customer|product|invoice)
|
|
||||||
(data|report|dashboard|analysis)
|
|
||||||
```
|
|
||||||
|
|
||||||
**Connectors:**
|
|
||||||
```regex
|
|
||||||
(for|to|that|with|using|from)
|
|
||||||
(about|on|regarding|concerning)
|
|
||||||
```
|
```
|
||||||
|
|
||||||
---
|
---
|
||||||
|
|
||||||
## 📝 Layer 3: Description + NLU (Existing, Enhanced)
|
## Complete Example: stock-analyzer
|
||||||
|
|
||||||
### Purpose
|
### SKILL.md Frontmatter (the ONLY activation mechanism)
|
||||||
Provide **Claude-interpretable** context for cases not covered by keywords/patterns.
|
|
||||||
|
|
||||||
### Enhanced Description Template
|
|
||||||
|
|
||||||
```yaml
|
```yaml
|
||||||
description: |
|
---
|
||||||
This skill should be used when the user {primary use case}.
|
name: stock-analyzer
|
||||||
|
description: >-
|
||||||
Activates for queries about:
|
Provides comprehensive technical analysis for stocks and ETFs using RSI
|
||||||
- {capability 1} ({synonyms, keywords})
|
(Relative Strength Index), MACD (Moving Average Convergence Divergence),
|
||||||
- {capability 2} ({synonyms, keywords})
|
Bollinger Bands, moving averages, and chart patterns. Generates buy and
|
||||||
- {capability 3} ({synonyms, keywords})
|
sell signals based on technical indicator combinations. Compares multiple
|
||||||
|
stocks and ranks them by momentum and technical strength. Monitors stock
|
||||||
Supports {actions list}: {action synonyms}.
|
performance and tracks price alerts. Activates when user asks to analyze
|
||||||
|
stocks, calculate technical indicators, get trading signals, compare
|
||||||
Uses {technology/API} to {what it does}.
|
tickers, or assess market momentum. Does NOT activate for fundamental
|
||||||
|
analysis (P/E ratios, earnings), news-based analysis, portfolio
|
||||||
Examples: {example queries}.
|
optimization, or options pricing.
|
||||||
|
version: 1.0.0
|
||||||
Does NOT activate for: {counter-examples}.
|
license: MIT
|
||||||
|
metadata:
|
||||||
|
author: finance-team
|
||||||
|
version: 1.0.0
|
||||||
|
---
|
||||||
```
|
```
|
||||||
|
|
||||||
### Enhanced Requirements
|
**Why this achieves 95%+ activation:**
|
||||||
|
- Contains 60+ unique keywords naturally embedded
|
||||||
|
- All capabilities mentioned with synonyms
|
||||||
|
- Action verbs match how users phrase requests
|
||||||
|
- Counter-examples prevent false positives
|
||||||
|
- Technical terms (RSI, MACD, Bollinger) enable precise matching
|
||||||
|
- General terms ("technical analysis", "trading signals") catch broad queries
|
||||||
|
|
||||||
**Must Include:**
|
### Testing the Description
|
||||||
- ✅ All 60+ keywords from Step 2.5
|
|
||||||
- ✅ Each capability explicitly mentioned
|
|
||||||
- ✅ Synonyms in parentheses
|
|
||||||
- ✅ Technology/API names
|
|
||||||
- ✅ 3-5 example queries
|
|
||||||
- ✅ 2-3 counter-examples
|
|
||||||
|
|
||||||
**Length:** 300-500 characters (yes, longer than typical!)
|
**Positive Tests (should activate):**
|
||||||
|
```
|
||||||
|
1. "Analyze AAPL stock using RSI" -> activates
|
||||||
|
2. "What's the MACD for Tesla?" -> activates
|
||||||
|
3. "Show me buy signals for tech stocks" -> activates
|
||||||
|
4. "Compare AAPL vs GOOGL using technical analysis" -> activates
|
||||||
|
5. "Moving average crossover for SPY" -> activates
|
||||||
|
6. "Bollinger Bands analysis for Bitcoin" -> activates
|
||||||
|
7. "Is TSLA overbought based on RSI?" -> activates
|
||||||
|
8. "Chart patterns for NVDA" -> activates
|
||||||
|
9. "Momentum indicators for tech stocks" -> activates
|
||||||
|
10. "Track AMZN for MACD crossover signals" -> activates
|
||||||
|
```
|
||||||
|
|
||||||
|
**Negative Tests (should NOT activate):**
|
||||||
|
```
|
||||||
|
1. "What's the P/E ratio of AAPL?" -> fundamental, not technical
|
||||||
|
2. "Latest news about TSLA?" -> news, not analysis
|
||||||
|
3. "Execute a buy order for NVDA" -> brokerage, not analysis
|
||||||
|
4. "Options strategies for AAPL" -> options, not indicators
|
||||||
|
```
|
||||||
|
|
||||||
---
|
---
|
||||||
|
|
||||||
## ✅ Step 8: Validation & Testing (NEW)
|
## Validation & Testing
|
||||||
|
|
||||||
### Testing Requirements
|
### Testing Process
|
||||||
|
|
||||||
**Minimum Test Coverage:**
|
**Minimum Test Coverage:**
|
||||||
- 10+ query variations per major capability
|
- 10+ query variations per major capability
|
||||||
- All test queries documented in marketplace.json
|
- Document all test queries in your SKILL.md body (under a Testing section)
|
||||||
- Manual testing of each variation
|
- Manual testing of each variation
|
||||||
- No false positives in counter-examples
|
- No false positives in counter-examples
|
||||||
|
|
||||||
### Test Query Structure in marketplace.json
|
### Improving Activation Reliability
|
||||||
|
|
||||||
```json
|
If a test query fails to activate the skill:
|
||||||
{
|
|
||||||
"test_queries": [
|
1. **Check if the query's key terms appear in the description.** If "momentum" isn't there but users ask about momentum, add it.
|
||||||
"Query variation 1 (tests keyword X)",
|
2. **Add synonyms in parentheses.** If users say "technical indicators" but the description only says "RSI, MACD", add the general term too.
|
||||||
"Query variation 2 (tests pattern Y)",
|
3. **Add counter-examples.** If the skill activates for wrong queries, add "Does NOT activate for: {those cases}" to the description.
|
||||||
"Query variation 3 (tests description)",
|
|
||||||
"Query variation 4 (natural phrasing)",
|
|
||||||
"Query variation 5 (shortened form)",
|
|
||||||
"Query variation 6 (verbose form)",
|
|
||||||
"Query variation 7 (domain synonym)",
|
|
||||||
"Query variation 8 (action synonym)",
|
|
||||||
"Query variation 9 (multilingual variant)",
|
|
||||||
"Query variation 10 (edge case)"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
### Validation Checklist
|
### Validation Checklist
|
||||||
|
|
||||||
```markdown
|
```markdown
|
||||||
## Layer 1: Keywords Validation
|
## Description Quality
|
||||||
- [ ] 10-15 keywords defined?
|
- [ ] Primary use case stated upfront?
|
||||||
- [ ] Keywords are complete phrases (not single words)?
|
- [ ] All capabilities mentioned with synonyms?
|
||||||
- [ ] Keywords cover main use cases?
|
- [ ] 50+ unique keywords embedded as natural prose?
|
||||||
- [ ] No overly generic keywords?
|
- [ ] Action verbs included?
|
||||||
|
- [ ] Counter-examples documented?
|
||||||
|
- [ ] 200-500 characters length?
|
||||||
|
|
||||||
## Layer 2: Patterns Validation
|
## Testing
|
||||||
- [ ] 5-7 patterns defined?
|
- [ ] 10+ positive test queries per capability?
|
||||||
- [ ] Patterns require action verbs?
|
- [ ] All test queries activate the skill?
|
||||||
- [ ] Patterns tested independently?
|
- [ ] Negative test queries do NOT activate?
|
||||||
- [ ] No overly broad patterns?
|
- [ ] No false positives found?
|
||||||
|
- [ ] No false negatives found?
|
||||||
## Layer 3: Description Validation
|
|
||||||
- [ ] 60+ unique keywords included?
|
|
||||||
- [ ] All capabilities mentioned?
|
|
||||||
- [ ] Synonyms provided?
|
|
||||||
- [ ] Counter-examples listed?
|
|
||||||
|
|
||||||
## Integration Testing
|
|
||||||
- [ ] 10+ test queries per capability?
|
|
||||||
- [ ] All test queries activate skill?
|
|
||||||
- [ ] Counter-examples don't activate?
|
|
||||||
- [ ] No conflicts with other skills?
|
|
||||||
```
|
|
||||||
|
|
||||||
### Test Report Template
|
|
||||||
|
|
||||||
```markdown
|
|
||||||
## Activation Test Report
|
|
||||||
|
|
||||||
**Skill:** {skill-name}
|
|
||||||
**Date:** {date}
|
|
||||||
**Tester:** {name}
|
|
||||||
|
|
||||||
### Test Results
|
|
||||||
|
|
||||||
**Keywords (Layer 1):**
|
|
||||||
- Total keywords: {count}
|
|
||||||
- Tested: {count}
|
|
||||||
- Pass rate: {X/Y}%
|
|
||||||
|
|
||||||
**Patterns (Layer 2):**
|
|
||||||
- Total patterns: {count}
|
|
||||||
- Tested: {count}
|
|
||||||
- Pass rate: {X/Y}%
|
|
||||||
|
|
||||||
**Test Queries:**
|
|
||||||
- Total test queries: {count}
|
|
||||||
- Activated correctly: {count}
|
|
||||||
- False negatives: {count}
|
|
||||||
- False positives: {count}
|
|
||||||
|
|
||||||
### Issues Found
|
|
||||||
1. {Issue description}
|
|
||||||
2. {Issue description}
|
|
||||||
|
|
||||||
### Recommendations
|
|
||||||
1. {Recommendation}
|
|
||||||
2. {Recommendation}
|
|
||||||
```
|
```
|
||||||
|
|
||||||
---
|
---
|
||||||
|
|
||||||
## 🎯 Complete Example: Robust Detection Implementation
|
## Final Phase 4 Checklist
|
||||||
|
|
||||||
### Example Skill: stock-analyzer
|
### Keyword Research (Steps 1-7)
|
||||||
**marketplace.json:**
|
- [ ] Domain entities listed (organizations, objects, metrics)
|
||||||
|
- [ ] Action verbs listed (analyze, compare, monitor, track)
|
||||||
```json
|
- [ ] 50+ keywords generated via systematic expansion
|
||||||
{
|
|
||||||
"name": "stock-analyzer",
|
|
||||||
"description": "Technical stock analysis using indicators",
|
|
||||||
|
|
||||||
"activation": {
|
|
||||||
"keywords": [
|
|
||||||
"analyze stock",
|
|
||||||
"stock technical analysis",
|
|
||||||
"RSI for stocks",
|
|
||||||
"MACD analysis",
|
|
||||||
"moving average crossover",
|
|
||||||
"Bollinger Bands",
|
|
||||||
"buy sell signals",
|
|
||||||
"technical indicators",
|
|
||||||
"chart patterns",
|
|
||||||
"stock momentum"
|
|
||||||
],
|
|
||||||
|
|
||||||
"patterns": [
|
|
||||||
"(?i)(analyze|analysis)\\s+.*\\s+(stock|stocks|ticker|equity)",
|
|
||||||
"(?i)(technical|chart)\\s+(analysis|indicators?)\\s+(for|of)",
|
|
||||||
"(?i)(RSI|MACD|moving average|Bollinger|momentum)\\s+(for|of|analysis)",
|
|
||||||
"(?i)(buy|sell)\\s+(signal|signals|recommendation)\\s+(for|using)",
|
|
||||||
"(?i)(compare|rank)\\s+.*\\s+stocks?\\s+(using|with|by)"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
|
|
||||||
"usage": {
|
|
||||||
"example": "Analyze AAPL using RSI and MACD indicators",
|
|
||||||
"when_to_use": [
|
|
||||||
"User asks for technical stock analysis",
|
|
||||||
"User wants to analyze indicators (RSI, MACD, etc.)",
|
|
||||||
"User needs buy/sell signals based on technicals",
|
|
||||||
"User wants to compare stocks using technical metrics"
|
|
||||||
],
|
|
||||||
"when_not_to_use": [
|
|
||||||
"Fundamental analysis (P/E ratios, earnings)",
|
|
||||||
"News-based analysis",
|
|
||||||
"Portfolio optimization",
|
|
||||||
"Options pricing"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
|
|
||||||
"test_queries": [
|
|
||||||
"Analyze AAPL stock using RSI",
|
|
||||||
"What's the MACD for Tesla?",
|
|
||||||
"Show me technical indicators for MSFT",
|
|
||||||
"Buy or sell signals for Google stock?",
|
|
||||||
"Moving average crossover for SPY",
|
|
||||||
"Bollinger Bands analysis for Bitcoin",
|
|
||||||
"Compare technical strength of AAPL vs MSFT",
|
|
||||||
"Is TSLA overbought based on RSI?",
|
|
||||||
"Chart patterns for NVDA",
|
|
||||||
"Momentum indicators for tech stocks"
|
|
||||||
]
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
---
|
|
||||||
|
|
||||||
## 📋 Final Phase 4 Checklist (Enhanced v3.0)
|
|
||||||
|
|
||||||
### Traditional Detection (Steps 1-7)
|
|
||||||
- [ ] Entities listed
|
|
||||||
- [ ] Actions/verbs listed
|
|
||||||
- [ ] Question variations mapped
|
- [ ] Question variations mapped
|
||||||
- [ ] Negative scope defined
|
- [ ] Negative scope defined
|
||||||
- [ ] Description created
|
|
||||||
- [ ] Keywords documented
|
|
||||||
|
|
||||||
### Layer 1: Keywords
|
### Description Writing
|
||||||
- [ ] 10-15 keywords defined
|
- [ ] All keywords embedded into SKILL.md `description` as natural prose
|
||||||
- [ ] Keywords are complete phrases
|
- [ ] Primary use case stated upfront
|
||||||
- [ ] Keywords categorized (action, workflow, domain)
|
|
||||||
- [ ] Keywords added to marketplace.json
|
|
||||||
|
|
||||||
### Layer 2: Patterns
|
|
||||||
- [ ] 5-7 regex patterns defined
|
|
||||||
- [ ] Patterns require action verbs + context
|
|
||||||
- [ ] Each pattern tested individually
|
|
||||||
- [ ] Patterns added to marketplace.json
|
|
||||||
|
|
||||||
### Layer 3: Description
|
|
||||||
- [ ] 60+ unique keywords included
|
|
||||||
- [ ] All capabilities mentioned with synonyms
|
- [ ] All capabilities mentioned with synonyms
|
||||||
- [ ] Example queries provided
|
- [ ] Counter-examples documented ("Does NOT activate for")
|
||||||
- [ ] Counter-examples documented
|
- [ ] 200-500 characters length
|
||||||
|
|
||||||
### Testing & Validation
|
### Testing
|
||||||
- [ ] 10+ test queries per capability
|
- [ ] 10+ positive test queries per capability
|
||||||
- [ ] All queries added to test_queries array
|
- [ ] Negative test queries for out-of-scope requests
|
||||||
- [ ] Manual testing completed
|
- [ ] All test queries activate correctly
|
||||||
- [ ] No false positives/negatives found
|
- [ ] Counter-examples correctly do NOT activate
|
||||||
- [ ] Test report documented
|
- [ ] No false positives found
|
||||||
|
|
||||||
### Integration
|
|
||||||
- [ ] when_to_use / when_not_to_use defined
|
|
||||||
- [ ] No conflicts with other skills identified
|
|
||||||
- [ ] Activation priority appropriate
|
|
||||||
- [ ] Documentation complete
|
|
||||||
|
|
||||||
---
|
---
|
||||||
|
|
||||||
## 💡 Quick Reference: 3-Layer Activation Checklist
|
|
||||||
|
|
||||||
```markdown
|
|
||||||
✅ **Layer 1: Keywords** (10-15 keywords)
|
|
||||||
- Complete phrases (not single words)
|
|
||||||
- Cover main use cases
|
|
||||||
- Categorized by type
|
|
||||||
|
|
||||||
✅ **Layer 2: Patterns** (5-7 regex)
|
|
||||||
- Require action verbs
|
|
||||||
- Flexible but specific
|
|
||||||
- Tested independently
|
|
||||||
|
|
||||||
✅ **Layer 3: Description** (300-500 chars)
|
|
||||||
- 60+ unique keywords
|
|
||||||
- All capabilities mentioned
|
|
||||||
- Examples + counter-examples
|
|
||||||
|
|
||||||
✅ **Testing** (10+ variations)
|
|
||||||
- All test queries activate
|
|
||||||
- No false positives
|
|
||||||
- Documented results
|
|
||||||
```
|
|
||||||
|
|
||||||
**Remember:** More layers = More reliability = Happier users!
|
|
||||||
|
|
||||||
---
|
|
||||||
|
|
||||||
## 🧠 **NEW: Context-Aware Detection (Layer 4)**
|
|
||||||
|
|
||||||
### **Enhanced 4-Layer Detection System**
|
|
||||||
|
|
||||||
The Agent-Skill-Creator v3.1 now includes a fourth layer for context-aware filtering, making the system **4-Layer Detection**:
|
|
||||||
|
|
||||||
```
|
|
||||||
Layer 1: Keywords → Direct keyword matching
|
|
||||||
Layer 2: Patterns → Regex pattern matching
|
|
||||||
Layer 3: Description + NLU → Semantic understanding
|
|
||||||
Layer 4: Context-Aware → Contextual filtering (NEW)
|
|
||||||
```
|
|
||||||
|
|
||||||
### **Context-Aware Detection Process**
|
|
||||||
|
|
||||||
#### **Step 4A: Context Extraction**
|
|
||||||
1. **Domain Context**: Identify primary and secondary domains
|
|
||||||
2. **Task Context**: Determine user's current task and stage
|
|
||||||
3. **Intent Context**: Extract primary and secondary intents
|
|
||||||
4. **Conversational Context**: Analyze conversation history and coherence
|
|
||||||
|
|
||||||
#### **Step 4B: Context Relevance Analysis**
|
|
||||||
1. **Domain Relevance**: Match query domains with skill's expected domains
|
|
||||||
2. **Task Relevance**: Match user tasks with skill's supported tasks
|
|
||||||
3. **Capability Relevance**: Match required capabilities with skill's capabilities
|
|
||||||
4. **Context Coherence**: Evaluate conversation consistency
|
|
||||||
|
|
||||||
#### **Step 4C: Negative Context Detection**
|
|
||||||
1. **Excluded Domains**: Check for explicitly excluded domains
|
|
||||||
2. **Conflicting Intents**: Identify conflicting user intents
|
|
||||||
3. **Inappropriate Contexts**: Detect tutorial, help, or debugging contexts
|
|
||||||
4. **Resource Constraints**: Check for unavailable resources or permissions
|
|
||||||
|
|
||||||
#### **Step 4D: Context-Aware Decision**
|
|
||||||
1. **Relevance Scoring**: Calculate weighted context relevance score
|
|
||||||
2. **Threshold Comparison**: Compare against confidence thresholds
|
|
||||||
3. **Negative Filtering**: Apply negative context filters
|
|
||||||
4. **Final Decision**: Make context-aware activation decision
|
|
||||||
|
|
||||||
### **Context-Aware Configuration**
|
|
||||||
|
|
||||||
```json
|
|
||||||
{
|
|
||||||
"activation": {
|
|
||||||
"keywords": [...],
|
|
||||||
"patterns": [...],
|
|
||||||
|
|
||||||
"_comment": "Context-aware filtering (v1.0)",
|
|
||||||
"contextual_filters": {
|
|
||||||
"required_context": {
|
|
||||||
"domains": ["finance", "trading"],
|
|
||||||
"tasks": ["analysis", "calculation"],
|
|
||||||
"confidence_threshold": 0.8
|
|
||||||
},
|
|
||||||
"excluded_context": {
|
|
||||||
"domains": ["education", "tutorial"],
|
|
||||||
"tasks": ["help", "explanation"]
|
|
||||||
},
|
|
||||||
"activation_rules": {
|
|
||||||
"min_relevance_score": 0.75,
|
|
||||||
"max_negative_score": 0.3
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
### **Context Testing Examples**
|
|
||||||
|
|
||||||
**Positive Context (Should Activate):**
|
|
||||||
```json
|
|
||||||
{
|
|
||||||
"query": "Analyze AAPL stock using RSI indicator",
|
|
||||||
"context": {
|
|
||||||
"domain": "finance",
|
|
||||||
"task": "analysis",
|
|
||||||
"intent": "analyze"
|
|
||||||
},
|
|
||||||
"expected": true,
|
|
||||||
"reason": "Perfect domain and task match"
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
**Negative Context (Should NOT Activate):**
|
|
||||||
```json
|
|
||||||
{
|
|
||||||
"query": "Explain what stock analysis is",
|
|
||||||
"context": {
|
|
||||||
"domain": "education",
|
|
||||||
"task": "explanation",
|
|
||||||
"intent": "learn"
|
|
||||||
},
|
|
||||||
"expected": false,
|
|
||||||
"reason": "Educational context, not task execution"
|
|
||||||
}
|
|
||||||
```
|
|
||||||
|
|
||||||
### **Context-Aware Validation Checklist**
|
|
||||||
|
|
||||||
```markdown
|
|
||||||
## Layer 4: Context-Aware Validation
|
|
||||||
- [ ] Required domains defined in contextual_filters?
|
|
||||||
- [ ] Excluded domains defined to prevent false positives?
|
|
||||||
- [ ] Confidence thresholds set appropriately?
|
|
||||||
- [ ] Context weights configured for domain needs?
|
|
||||||
- [ ] Negative context rules implemented?
|
|
||||||
- [ ] Context test cases generated and validated?
|
|
||||||
- [ ] False positive rate measured <1%?
|
|
||||||
- [ ] Context analysis time <100ms?
|
|
||||||
```
|
|
||||||
|
|
||||||
### **Expected Performance Improvements**
|
|
||||||
|
|
||||||
- **False Positive Rate**: 2% → **<1%**
|
|
||||||
- **Context Precision**: 60% → **85%**
|
|
||||||
- **User Satisfaction**: 85% → **95%**
|
|
||||||
- **Overall Reliability**: 98% → **99.5%**
|
|
||||||
|
|
||||||
**Enhanced Remember:** 4 Layers = Maximum Reliability = Exceptional UX!
|
|
||||||
|
|
|
||||||
|
|
@ -636,7 +636,7 @@ Ask questions about agriculture and the agent will respond.
|
||||||
- [ ] **CHANGELOG.md** created with complete v1.0.0 entry
|
- [ ] **CHANGELOG.md** created with complete v1.0.0 entry
|
||||||
- [ ] **INSTALACAO.md** with complete didactic tutorial
|
- [ ] **INSTALACAO.md** with complete didactic tutorial
|
||||||
- [ ] **comprehensive_{domain}_report()** implemented
|
- [ ] **comprehensive_{domain}_report()** implemented
|
||||||
- [ ] marketplace.json with version field
|
- [ ] SKILL.md with version in frontmatter metadata
|
||||||
- [ ] 18+ files created
|
- [ ] 18+ files created
|
||||||
- [ ] ~1500+ lines of Python code
|
- [ ] ~1500+ lines of Python code
|
||||||
- [ ] ~10,000+ words of documentation
|
- [ ] ~10,000+ words of documentation
|
||||||
|
|
|
||||||
|
|
@ -1,210 +0,0 @@
|
||||||
{
|
|
||||||
"_comment": "Robust Activation Template - Replace all {{placeholders}} with actual values",
|
|
||||||
|
|
||||||
"name": "{{skill-name}}",
|
|
||||||
"owner": {
|
|
||||||
"name": "Agent Creator",
|
|
||||||
"email": "noreply@example.com"
|
|
||||||
},
|
|
||||||
|
|
||||||
"metadata": {
|
|
||||||
"description": "{{Brief 1-2 sentence description of what the skill does}}",
|
|
||||||
"version": "1.0.0",
|
|
||||||
"created": "{{YYYY-MM-DD}}",
|
|
||||||
"updated": "{{YYYY-MM-DD}}",
|
|
||||||
"language": "en-US",
|
|
||||||
"features": [
|
|
||||||
"{{feature-1}}",
|
|
||||||
"{{feature-2}}",
|
|
||||||
"{{feature-3}}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
|
|
||||||
"plugins": [
|
|
||||||
{
|
|
||||||
"name": "{{skill-name}}-plugin",
|
|
||||||
"description": "{{Comprehensive description with all capabilities, keywords, and use cases - 300-500 characters}}",
|
|
||||||
"source": "./",
|
|
||||||
"strict": false,
|
|
||||||
"skills": ["./"]
|
|
||||||
}
|
|
||||||
],
|
|
||||||
|
|
||||||
"activation": {
|
|
||||||
"_comment": "Layer 1: Enhanced keywords (50-80 keywords for 98% reliability)",
|
|
||||||
"keywords": [
|
|
||||||
"_comment": "Category 1: Core capabilities (10-15 keywords)",
|
|
||||||
"{{action-1}} {{entity}}",
|
|
||||||
"{{action-1}} {{entity}} and {{action-2}}",
|
|
||||||
"{{action-2}} {{entity}}",
|
|
||||||
"{{action-2}} {{entity}} and {{action-1}}",
|
|
||||||
"{{action-3}} {{entity}}",
|
|
||||||
"{{action-3}} {{entity}} and {{action-4}}",
|
|
||||||
|
|
||||||
"_comment": "Category 2: Synonym variations (10-15 keywords)",
|
|
||||||
"{{synonym-1-verb}} {{entity}}",
|
|
||||||
"{{synonym-1-verb}} {{entity}} {{synonym-1-object}}",
|
|
||||||
"{{synonym-2-verb}} {{entity}}",
|
|
||||||
"{{synonym-3-verb}} {{entity}} {{synonym-3-object}}",
|
|
||||||
"{{domain-technical-term}}",
|
|
||||||
"{{domain-business-term}}",
|
|
||||||
|
|
||||||
"_comment": "Category 3: Direct variations (8-12 keywords)",
|
|
||||||
"{{action-1}} {{entity}} from {{source-type}}",
|
|
||||||
"{{action-2}} {{entity}} from {{source-type}}",
|
|
||||||
"{{action-3}} {{entity}} in {{context}}",
|
|
||||||
"{{workflow-phrase-1}}",
|
|
||||||
"{{workflow-phrase-2}}",
|
|
||||||
"{{workflow-phrase-3}}",
|
|
||||||
"{{workflow-phrase-4}}",
|
|
||||||
|
|
||||||
"_comment": "Category 4: Domain-specific (5-8 keywords)",
|
|
||||||
"{{domain-specific-phrase-1}}",
|
|
||||||
"{{domain-specific-phrase-2}}",
|
|
||||||
"{{domain-specific-phrase-3}}",
|
|
||||||
"{{domain-technical-phrase}}",
|
|
||||||
"{{domain-business-phrase}}",
|
|
||||||
|
|
||||||
"_comment": "Category 5: Natural language (5-10 keywords)",
|
|
||||||
"how to {{action-1}} {{entity}}",
|
|
||||||
"what can I {{action-1}} {{entity}}",
|
|
||||||
"can you {{action-2}} {{entity}}",
|
|
||||||
"help me {{action-3}} {{entity}}",
|
|
||||||
"I need to {{action-1}} {{entity}}",
|
|
||||||
"{{entity}} from this {{source-type}}"
|
|
||||||
"{{entity}} from the {{source-type}}"
|
|
||||||
"get {{domain-object}} {{context}}"
|
|
||||||
"process {{domain-object}} here"
|
|
||||||
"work with these {{domain-objects}}"
|
|
||||||
],
|
|
||||||
|
|
||||||
"_comment": "Layer 2: Enhanced pattern matching (10-15 patterns for 98% coverage)",
|
|
||||||
"patterns": [
|
|
||||||
"_comment": "Pattern 1: Enhanced data extraction",
|
|
||||||
"(?i)(extract|scrape|get|pull|retrieve|harvest|collect|obtain)\\s+(and\\s+)?(analyze|process|handle|work\\s+with|examine|study|evaluate)\\s+(data|information|content|details|records|dataset|metrics)\\s+(from|on|of|in)\\s+(website|site|url|webpage|api|database|file|source)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 2: Enhanced data processing",
|
|
||||||
"(?i)(analyze|process|handle|work\\s+with|examine|study|evaluate|review|assess|explore|investigate|scrutinize)\\s+(web|online|site|website|digital)\\s+(data|information|content|metrics|records|dataset)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 3: Enhanced normalization",
|
|
||||||
"(?i)(normalize|clean|format|standardize|structure|organize)\\s+(extracted|web|scraped|collected|gathered|pulled|retrieved)\\s+(data|information|content|records|metrics|dataset)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 4: Enhanced workflow automation",
|
|
||||||
"(?i)(every|daily|weekly|monthly|regularly|constantly|always)\\s+(I|we)\\s+(have to|need to|must|should|got to)\\s+(extract|process|handle|work\\s+with|analyze|manage|deal\\s+with)\\s+(data|information|reports|metrics|records)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 5: Enhanced transformation",
|
|
||||||
"(?i)(turn|convert|transform|change|modify|update|convert)\\s+(this\\s+)?({{source}})\\s+into\\s+(an?\\s+)?({{target}})",
|
|
||||||
|
|
||||||
"_comment": "Pattern 6: Technical operations",
|
|
||||||
"(?i)(web\\s+scraping|data\\s+mining|API\\s+integration|ETL\\s+process|data\\s+extraction|content\\s+parsing|information\\s+retrieval|data\\s+processing)\\s+(for|of|to|from)\\s+(website|site|api|database|source)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 7: Business operations",
|
|
||||||
"(?i)(process\\s+business\\s+data|handle\\s+reports|analyze\\s+metrics|work\\s+with\\s+datasets|manage\\s+information|extract\\s+insights|normalize\\s+business\\s+records)\\s+(for|in|from)\\s+(reports|analytics|dashboard|meetings)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 8: Natural language questions",
|
|
||||||
"(?i)(how\\s+to|what\\s+can\\s+I|can\\s+you|help\\s+me|I\\s+need\\s+to)\\s+(extract|get|pull|scrape|analyze|process|handle)\\s+(data|information|content)\\s+(from|on|of)\\s+(this|that|the)\\s+(website|site|page|source)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 9: Conversational commands",
|
|
||||||
"(?i)(extract|get|scrape|pull|retrieve|collect|harvest)\\s+(data|information|content|details|metrics|records)\\s+(from|on|of|in)\\s+(this|that|the)\\s+(website|site|webpage|api|file|source)",
|
|
||||||
|
|
||||||
"_comment": "Pattern 10: Domain-specific action",
|
|
||||||
"(?i)({{domain-verb1}}|{{domain-verb2}}|{{domain-verb3}}|{{domain-verb4}}|{{domain-verb5}})\\s+.*\\s+({{domain-entity1}}|{{domain-entity2}}|{{domain-entity3}})"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
|
|
||||||
"_comment": "NEW: Context-aware activation filters (v1.0)",
|
|
||||||
"contextual_filters": {
|
|
||||||
"required_context": {
|
|
||||||
"domains": ["{{primary-domain}}", "{{secondary-domain-1}}", "{{secondary-domain-2}}"],
|
|
||||||
"tasks": ["{{primary-task}}", "{{secondary-task-1}}", "{{secondary-task-2}}"],
|
|
||||||
"entities": ["{{primary-entity}}", "{{secondary-entity-1}}", "{{secondary-entity-2}}"],
|
|
||||||
"confidence_threshold": 0.8
|
|
||||||
},
|
|
||||||
|
|
||||||
"excluded_context": {
|
|
||||||
"domains": ["{{excluded-domain-1}}", "{{excluded-domain-2}}", "{{excluded-domain-3}}"],
|
|
||||||
"tasks": ["{{excluded-task-1}}", "{{excluded-task-2}}"],
|
|
||||||
"query_types": ["{{excluded-query-type-1}}", "{{excluded-query-type-2}}"],
|
|
||||||
"user_states": ["{{excluded-user-state-1}}", "{{excluded-user-state-2}}"]
|
|
||||||
},
|
|
||||||
|
|
||||||
"context_weights": {
|
|
||||||
"domain_relevance": 0.35,
|
|
||||||
"task_relevance": 0.30,
|
|
||||||
"intent_strength": 0.20,
|
|
||||||
"conversation_coherence": 0.15
|
|
||||||
},
|
|
||||||
|
|
||||||
"activation_rules": {
|
|
||||||
"min_relevance_score": 0.75,
|
|
||||||
"max_negative_score": 0.3,
|
|
||||||
"required_coherence": 0.6,
|
|
||||||
"context_consistency_check": true
|
|
||||||
}
|
|
||||||
},
|
|
||||||
|
|
||||||
"capabilities": {
|
|
||||||
"{{capability-1}}": true,
|
|
||||||
"{{capability-2}}": true,
|
|
||||||
"{{capability-3}}": true,
|
|
||||||
"context_requirements": {
|
|
||||||
"min_confidence": 0.8,
|
|
||||||
"required_domains": ["{{primary-domain}}"],
|
|
||||||
"supported_tasks": ["{{primary-task}}", "{{secondary-task-1}}"]
|
|
||||||
}
|
|
||||||
},
|
|
||||||
|
|
||||||
"usage": {
|
|
||||||
"example": "{{Concrete example query that should activate this skill}}",
|
|
||||||
|
|
||||||
"input_types": [
|
|
||||||
"{{input-type-1}}",
|
|
||||||
"{{input-type-2}}",
|
|
||||||
"{{input-type-3}}"
|
|
||||||
],
|
|
||||||
|
|
||||||
"output_types": [
|
|
||||||
"{{output-type-1}}",
|
|
||||||
"{{output-type-2}}"
|
|
||||||
],
|
|
||||||
|
|
||||||
"_comment": "When to use this skill",
|
|
||||||
"when_to_use": [
|
|
||||||
"{{use-case-1}}",
|
|
||||||
"{{use-case-2}}",
|
|
||||||
"{{use-case-3}}",
|
|
||||||
"{{use-case-4}}",
|
|
||||||
"{{use-case-5}}"
|
|
||||||
],
|
|
||||||
|
|
||||||
"_comment": "When NOT to use this skill (prevent false positives)",
|
|
||||||
"when_not_to_use": [
|
|
||||||
"{{counter-case-1}}",
|
|
||||||
"{{counter-case-2}}",
|
|
||||||
"{{counter-case-3}}"
|
|
||||||
]
|
|
||||||
},
|
|
||||||
|
|
||||||
"test_queries": [
|
|
||||||
"_comment": "10+ variations to test activation",
|
|
||||||
"{{test-query-1 - tests keyword X}}",
|
|
||||||
"{{test-query-2 - tests pattern Y}}",
|
|
||||||
"{{test-query-3 - tests description}}",
|
|
||||||
"{{test-query-4 - natural phrasing}}",
|
|
||||||
"{{test-query-5 - shortened form}}",
|
|
||||||
"{{test-query-6 - verbose form}}",
|
|
||||||
"{{test-query-7 - domain synonym}}",
|
|
||||||
"{{test-query-8 - action synonym}}",
|
|
||||||
"{{test-query-9 - edge case}}",
|
|
||||||
"{{test-query-10 - real-world example}}"
|
|
||||||
],
|
|
||||||
|
|
||||||
"_instructions": {
|
|
||||||
"step_1": "Replace ALL {{placeholders}} with actual values",
|
|
||||||
"step_2": "Remove all _comment fields before deploying",
|
|
||||||
"step_3": "Test all keywords and patterns independently",
|
|
||||||
"step_4": "Run full test suite with test_queries",
|
|
||||||
"step_5": "Verify 95%+ activation success rate",
|
|
||||||
"step_6": "Document any issues and iterate"
|
|
||||||
}
|
|
||||||
}
|
|
||||||
Loading…
Reference in a new issue