harshpreet931/cognitive-llms

Advanced Cognitive MCP Server

A revolutionary MCP server that implements an advanced cognitive architecture for complex problem-solving, featuring multi-modal reasoning, dynamic knowledge graphs, meta-cognitive reflection, and collaborative thinking.

Core Innovations

1. Multi-Modal Reasoning Engine

• Analytical Mode: Logical, step-by-step reasoning
• Creative Mode: Divergent thinking and novel connections
• Intuitive Mode: Pattern recognition and holistic insights
• Critical Mode: Rigorous evaluation and skeptical analysis
• Synthetic Mode: Integration across multiple perspectives

2. Dynamic Knowledge Graph

• Thoughts form interconnected webs with automatic relationship detection
• Real-time concept mapping and semantic connections
• Context propagation across related thoughts
• Visual representation of thinking patterns

3. Meta-Cognitive Reflection

• Self-awareness about thinking quality and effectiveness
• Strategy adaptation based on problem complexity
• Confidence calibration and uncertainty quantification
• Learning from past reasoning sessions

4. Collaborative Thinking

• Multiple AI personas with different specialties working together
• Analyst: Data-driven, methodical approach
• Creator: Innovative, outside-the-box thinking
• Critic: Rigorous evaluation and quality control
• Synthesizer: Integration and consensus building

5. Adaptive Complexity Management

• Automatic scaling of reasoning depth based on problem difficulty
• Parallel processing streams for complex multi-faceted problems
• Cognitive load balancing to prevent overwhelm
• Dynamic adjustment of thinking strategies

Key Features

• Parallel Processing: Multiple reasoning streams simultaneously
• Context Awareness: Rich context maintenance across sessions
• Quality Metrics: Real-time assessment of thinking effectiveness
• Learning Memory: Improves from past thinking patterns
• Visual Mapping: Generate thought maps and relationship diagrams
• Emotional Intelligence: Considers emotional and social factors

Tools

cognitive_reasoning

The primary tool for advanced cognitive processing with multiple modes and collaborative personas.

Parameters:

• thought: Current thinking content
• reasoning_mode: analytical|creative|intuitive|critical|synthetic
• personas_active: Array of active thinking personas
• complexity_level: 1-10 scale of problem complexity
• parallel_streams: Number of simultaneous reasoning streams
• meta_reflection: Whether to include meta-cognitive analysis
• knowledge_mapping: Whether to update the knowledge graph
• session_context: Context from previous thoughts in session

Installation

Claude Desktop

//  TO BE DEPLOYED

VS Code MCP

// TO BE DEPLOYED

Use Cases

• Complex problem decomposition and analysis
• Creative ideation with systematic evaluation
• Multi-perspective decision making
• Learning and knowledge synthesis
• Strategic planning with uncertainty management
• Research and investigation workflows

Architecture

CognitiveEngine
├── ReasoningModes/
│   ├── AnalyticalMode
│   ├── CreativeMode  
│   ├── IntuitiveMode
│   ├── CriticalMode
│   └── SyntheticMode
├── CollaborativeSpace/
│   ├── AnalystPersona
│   ├── CreatorPersona
│   ├── CriticPersona
│   └── SynthesizerPersona
├── KnowledgeGraph/
│   ├── ConceptNodes
│   ├── RelationshipEdges
│   └── ContextClusters
├── MetaCognition/
│   ├── QualityMetrics
│   ├── StrategyAdaptation
│   └── ConfidenceCalibration
└── MemorySystem/
    ├── SessionContext
    ├── LearningPatterns
    └── PerformanceHistory

Example Session

Advanced Cognitive Processing Active
┌─ Reasoning Mode: Analytical
│  Personas: [Analyst, Critic]  
│  Complexity: 7/10
│  Streams: 3 parallel

Thought Stream 1 (Analyst):
Analyzing market trends shows 3 key factors...

Thought Stream 2 (Creator):  
What if we approached this completely differently...

Thought Stream 3 (Critic):
The assumptions in stream 1 may not hold because...

Knowledge Graph Update:
New connections: Market Trends ↔ Consumer Behavior
Confidence: 0.85

Meta-Reflection:
Current strategy effectiveness: 8.2/10
Recommend: Increase creative exploration

Quality Metrics

• Coherence Score: Logical consistency across thoughts
• Novelty Index: Originality and creativity measures
• Confidence Calibration: Accuracy of uncertainty estimates
• Completeness Rating: Coverage of problem aspects
• Efficiency Metrics: Time and cognitive resources used

Testing

npm test