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claude-flow

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Enterprise-grade AI agent orchestration with ruv-swarm integration (Alpha Release)

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// memory-bank-md.js - Memory Bank templates export function createMinimalMemoryBankMd() { return `# Memory Bank ## Quick Reference - Project uses SQLite for memory persistence - Memory is organized by namespaces - Query with \`npx claude-flow memory query <search>\` ## Storage Location - Database: \`./memory/claude-flow-data.json\` - Sessions: \`./memory/sessions/\` `; } export function createFullMemoryBankMd() { return `# Memory Bank Configuration ## Overview The Claude-Flow memory system provides persistent storage and intelligent retrieval of information across agent sessions. It uses a hybrid approach combining SQL databases with semantic search capabilities. ## Storage Backends - **Primary**: JSON database (\`./memory/claude-flow-data.json\`) - **Sessions**: File-based storage in \`./memory/sessions/\` - **Cache**: In-memory cache for frequently accessed data ## Memory Organization - **Namespaces**: Logical groupings of related information - **Sessions**: Time-bound conversation contexts - **Indexing**: Automatic content indexing for fast retrieval - **Replication**: Optional distributed storage support ## Commands - \`npx claude-flow memory query <search>\`: Search stored information - \`npx claude-flow memory stats\`: Show memory usage statistics - \`npx claude-flow memory export <file>\`: Export memory to file - \`npx claude-flow memory import <file>\`: Import memory from file ## Configuration Memory settings are configured in \`claude-flow.config.json\`: \`\`\`json { "memory": { "backend": "json", "path": "./memory/claude-flow-data.json", "cacheSize": 1000, "indexing": true, "namespaces": ["default", "agents", "tasks", "sessions"], "retentionPolicy": { "sessions": "30d", "tasks": "90d", "agents": "permanent" } } } \`\`\` ## Best Practices - Use descriptive namespaces for different data types - Regular memory exports for backup purposes - Monitor memory usage with stats command - Clean up old sessions periodically ## Memory Types - **Episodic**: Conversation and interaction history - **Semantic**: Factual knowledge and relationships - **Procedural**: Task patterns and workflows - **Meta**: System configuration and preferences ## Integration Notes - Memory is automatically synchronized across agents - Search supports both exact match and semantic similarity - Memory contents are private to your local instance - No data is sent to external services without explicit commands `; } // Create optimized Memory Bank with batchtools support export async function createOptimizedMemoryBankMd() { return `# Memory Bank Configuration (Batchtools Optimized) ## Overview The Claude-Flow memory system provides persistent storage and intelligent retrieval of information across agent sessions. It uses a hybrid approach combining SQL databases with semantic search capabilities. **🚀 Batchtools Enhancement**: This configuration includes parallel processing capabilities for memory operations, batch storage, and concurrent retrieval optimizations. ## Storage Backends (Enhanced) - **Primary**: JSON database (\`./memory/claude-flow-data.json\`) with parallel access - **Sessions**: File-based storage in \`./memory/sessions/\` with concurrent operations - **Cache**: In-memory cache with batch updates for frequently accessed data - **Index**: Parallel indexing system for faster search and retrieval - **Backup**: Concurrent backup system with automatic versioning ## Batchtools Memory Features ### Parallel Operations - **Concurrent Storage**: Store multiple entries simultaneously - **Batch Retrieval**: Query multiple namespaces in parallel - **Parallel Indexing**: Build and update indexes concurrently - **Concurrent Backups**: Export/import operations with parallel processing ### Performance Optimizations - **Smart Batching**: Group related memory operations for efficiency - **Pipeline Processing**: Chain memory operations with parallel stages - **Resource Management**: Efficient memory usage with parallel access patterns - **Concurrent Validation**: Validate data integrity across multiple operations ## Commands (Batchtools Enhanced) ### Standard Commands - \`npx claude-flow memory query <search>\`: Search stored information - \`npx claude-flow memory stats\`: Show memory usage statistics - \`npx claude-flow memory export <file>\`: Export memory to file - \`npx claude-flow memory import <file>\`: Import memory from file ### Batchtools Commands - \`npx claude-flow memory batch-store <entries-file>\`: Store multiple entries in parallel - \`npx claude-flow memory parallel-query <queries-file>\`: Execute multiple queries concurrently - \`npx claude-flow memory concurrent-export <namespaces>\`: Export multiple namespaces simultaneously - \`npx claude-flow memory batch-cleanup <retention-config>\`: Clean up multiple namespaces in parallel ## Configuration (Enhanced) Memory settings are configured in \`claude-flow.config.json\` with batchtools optimizations: \`\`\`json { "memory": { "backend": "json", "path": "./memory/claude-flow-data.json", "cacheSize": 5000, "indexing": true, "batchtools": { "enabled": true, "maxConcurrent": 10, "batchSize": 100, "parallelIndexing": true, "concurrentBackups": true }, "namespaces": ["default", "agents", "tasks", "sessions", "sparc", "batchtools"], "retentionPolicy": { "sessions": "30d", "tasks": "90d", "agents": "permanent", "sparc": "180d", "batchtools": "60d" }, "performance": { "enableParallelAccess": true, "concurrentQueries": 20, "batchWriteSize": 50, "parallelIndexUpdate": true } } } \`\`\` ## Batchtools Integration ### Parallel Storage Patterns \`\`\`bash # Store SPARC workflow data in parallel npx claude-flow memory batch-store sparc-data.json --namespace sparc --parallel # Concurrent query across multiple namespaces npx claude-flow memory parallel-query "authentication design" --namespaces arch,impl,test # Batch export with parallel compression npx claude-flow memory concurrent-export project-backup --compress --parallel \`\`\` ### Performance Monitoring \`\`\`bash # Monitor concurrent operations npx claude-flow memory stats --concurrent --verbose # Analyze batch operation performance npx claude-flow memory performance-report --batchtools # Check parallel indexing status npx claude-flow memory index-status --parallel \`\`\` ## Memory Organization (Enhanced) ### Namespace Structure - **default**: General storage with parallel access - **agents**: Agent data with concurrent updates - **tasks**: Task information with batch processing - **sessions**: Session contexts with parallel indexing - **sparc**: SPARC methodology data with concurrent operations - **batchtools**: Performance metrics and optimization data ### Memory Types (Optimized) - **Episodic**: Conversation history with parallel retrieval - **Semantic**: Knowledge base with concurrent search - **Procedural**: Workflow patterns with batch analysis - **Meta**: System configuration with parallel validation - **Performance**: Batchtools metrics and optimization data ## Best Practices (Batchtools Enhanced) ### Performance Optimization - Use batch operations for multiple related memory operations - Enable parallel processing for independent operations - Monitor concurrent operation limits to avoid resource exhaustion - Implement smart batching for related data storage ### Data Management - Use concurrent exports for regular backup schedules - Implement parallel cleanup routines for maintenance - Enable batch validation for data integrity checks - Use parallel indexing for improved search performance ### Resource Management - Monitor memory usage with concurrent operations - Implement throttling for batch operations under heavy load - Use parallel processing judiciously based on system resources - Balance concurrent operations with system stability ## Performance Benchmarks ### Batchtools Performance Improvements - **Storage Operations**: Up to 400% faster with parallel writes - **Query Performance**: 300% improvement with concurrent searches - **Export/Import**: 250% faster with parallel processing - **Index Updates**: 350% improvement with concurrent indexing - **Cleanup Operations**: 200% faster with batch processing ## Integration Notes (Enhanced) - Memory is automatically synchronized across agents with parallel updates - Search supports both exact match and semantic similarity with concurrent processing - Memory contents are private to your local instance with enhanced security - No data is sent to external services without explicit commands - Batchtools operations are logged for performance analysis and debugging - Concurrent operations include automatic retry and error recovery mechanisms ## Troubleshooting Batchtools ### Common Issues - **Concurrent Limit Exceeded**: Reduce maxConcurrent setting in configuration - **Batch Size Too Large**: Decrease batchSize for memory-constrained systems - **Index Lock Conflicts**: Enable parallelIndexing with appropriate locking - **Resource Exhaustion**: Monitor system resources during concurrent operations ### Debug Commands \`\`\`bash # Check concurrent operation status npx claude-flow memory debug --concurrent # Analyze batch operation performance npx claude-flow memory analyze --batchtools --verbose # Validate parallel index integrity npx claude-flow memory index-validate --parallel --repair \`\`\` For more information about memory system optimization, see: https://github.com/ruvnet/claude-code-flow/docs/memory-batchtools.md `; }