Skill: securecloudprojo/pattern-recognition (version 1.0.0)

# Pattern Recognition Skill ## Overview Advanced pattern recognition and learning system for OpenClaw. ## Description This skill identifies, learns, and applies patterns in operations, errors, and workflows. ## Features - Pattern learning from operations - Template generation - Efficiency analysis - Optimization suggestions ## Usage ### Learn Patterns ```bash # Learn from recent operations pattern learn --source operations --days 7 # Learn from error logs pattern learn --source errors --days 7 # Learn from resource usage pattern learn --source resources --days 7 ``` ### Generate Templates ```bash # Create documentation template pattern template --type documentation --source backlog/BL-* # Create fix template pattern template --type fix --source scripts/*.sh # Create workflow template pattern template --type workflow --source memory/tasks/* ``` ### Analyze Efficiency ```bash # Analyze operation patterns pattern analyze --type operations --days 7 # Analyze resource usage pattern analyze --type resources --days 7 # Analyze workflow patterns pattern analyze --type workflows --days 7 ``` ### Get Suggestions ```bash # Get optimization suggestions pattern suggest --type optimization # Get batching suggestions pattern suggest --type batching # Get template suggestions pattern suggest --type templates ``` ## Components ### 1. Pattern Learner ```python class PatternLearner: """Learn patterns from operations and logs.""" def learn_from_operations(self): """Learn from operation history.""" pass def learn_from_errors(self): """Learn from error patterns.""" pass def learn_from_resources(self): """Learn from resource usage.""" pass ``` ### 2. Template Generator ```python class TemplateGenerator: """Generate templates from learned patterns.""" def generate_doc_template(self): """Generate documentation template.""" pass def generate_fix_template(self): """Generate fix template.""" pass def generate_workflow_template(self): """Generate workflow template.""" pass ``` ### 3. Efficiency Analyzer ```python class EfficiencyAnalyzer: """Analyze operation efficiency.""" def analyze_operations(self): """Analyze operation patterns.""" pass def analyze_resources(self): """Analyze resource usage.""" pass def analyze_workflows(self): """Analyze workflow patterns.""" pass ``` ## Installation ```bash # Install skill clawhub install pattern-recognition # Initialize databases pattern init # Start learning system pattern start ``` ## Configuration ```yaml pattern_recognition: learning: enabled: true interval: 3600 # seconds sources: - operations - errors - resources templates: auto_generate: true types: - documentation - fixes - workflows analysis: enabled: true interval: 86400 # daily metrics: - efficiency - batching - resources ``` ## Integration ```yaml integrations: memory: - Pattern storage - Template cache - Analysis results watchtower: - Efficiency reports - Optimization suggestions - Template updates agents: knox: - Code patterns - Fix templates scout: - Research patterns - Analysis templates marcus: - Cost patterns - Resource templates ``` ## Updates 2026-03-24: - Created skill - Added core components - Implemented learning system - Added integration points


Security scan verdicts — ClawScan: suspicious | static analysis: clean | VirusTotal: clean | SkillSpector: suspicious (MEDIUM)