npm install @claude-flow/plugin-cognitive-kernel

npx claude-flow plugins install --name @claude-flow/plugin-cognitive-kernel

import { CognitiveKernelPlugin } from '@claude-flow/plugin-cognitive-kernel';

// Initialize the plugin
const plugin = new CognitiveKernelPlugin();
await plugin.initialize();

// Allocate working memory for a complex reasoning task
const memorySlot = await plugin.workingMemory({
  action: 'allocate',
  slot: {
    id: 'current-problem',
    content: { problem: 'Design authentication system', context: {...} },
    priority: 0.9,
    decay: 0.05
  },
  capacity: 7  // Miller's number
});

// Control attention for focused analysis
await plugin.attentionControl({
  mode: 'focus',
  targets: [
    { entity: 'security-requirements', weight: 0.8, duration: 300 },
    { entity: 'user-experience', weight: 0.6, duration: 300 }
  ],
  filters: {
    includePatterns: ['auth*', 'security*', 'token*'],
    noveltyBias: 0.3
  }
});

console.log('Cognitive context established');

const result = await mcp.call('cognition/working-memory', {
  action: 'allocate',
  slot: {
    id: 'task-context',
    content: {
      goal: 'Refactor authentication module',
      constraints: ['maintain backward compatibility', 'improve security'],
      progress: []
    },
    priority: 0.8,
    decay: 0.1
  },
  capacity: 7,
  consolidationTarget: 'episodic'
});

const result = await mcp.call('cognition/attention-control', {
  mode: 'selective',
  targets: [
    { entity: 'error-handling', weight: 0.9, duration: 600 },
    { entity: 'input-validation', weight: 0.7, duration: 600 }
  ],
  filters: {
    includePatterns: ['error*', 'exception*', 'validation*'],
    excludePatterns: ['deprecated*', 'legacy*'],
    noveltyBias: 0.5
  }
});

const result = await mcp.call('cognition/meta-monitor', {
  monitoring: [
    'confidence_calibration',
    'reasoning_coherence',
    'goal_tracking',
    'error_detection'
  ],
  reflection: {
    trigger: 'on_uncertainty',
    depth: 'medium'
  },
  interventions: true
});

const result = await mcp.call('cognition/scaffold', {
  task: {
    description: 'Design a distributed caching system',
    complexity: 'complex',
    domain: 'distributed-systems'
  },
  scaffoldType: 'decomposition',
  adaptivity: {
    fading: true,
    monitoring: true
  }
});

const result = await mcp.call('cognition/cognitive-load', {
  assessment: {
    intrinsic: 0.7,    // Task complexity
    extraneous: 0.3,   // Presentation complexity
    germane: 0.5       // Learning investment
  },
  optimization: 'reduce_extraneous',
  threshold: 0.8
});

interface CognitiveKernelConfig {
  // Maximum working memory slots (default: 7, Miller's number)
  maxWorkingMemorySlots: number;

  // Memory limit in MB (default: 256)
  memoryLimit: number;

  // CPU time limit per operation in seconds (default: 10)
  cpuTimeLimit: number;

  // Enable session isolation (default: true)
  sessionIsolation: boolean;

  // Scaffold fading configuration
  scaffolding: {
    enableFading: boolean;
    fadingRate: number;
  };

  // Meta-cognitive intervention thresholds
  metaCognition: {
    confidenceThreshold: number;
    coherenceThreshold: number;
    autoIntervene: boolean;
  };
}

+------------------+     +----------------------+     +------------------+
|    LLM Input     |---->|  Cognitive Kernel    |---->|  Enhanced Output |
|   (Prompts)      |     |  (WASM Accelerated)  |     |  (Augmented)     |
+------------------+     +----------------------+     +------------------+
                                   |
              +--------------------+--------------------+
              |                    |                    |
       +------+------+     +-------+-------+    +------+------+
       | Cognitum    |     |    SONA       |    | Attention   |
       | Gate Kernel |     | Self-Optimize |    | Control     |
       +-------------+     +---------------+    +-------------+
              |                    |                    |
              +--------------------+--------------------+
                                   |
                           +-------+-------+
                           | Working Memory |
                           | (HNSW Index)   |
                           +---------------+