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Advanced Cognitive Server

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Enables complex problem-solving through multi-modal reasoning, dynamic knowledge graphs, meta-cognitive reflection, and collaborative AI personas.

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About

Enables complex problem-solving through multi-modal reasoning, dynamic knowledge graphs, meta-cognitive reflection, and collaborative AI personas.

README

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

from github.com/harshpreet931/cognitive-llms

Install Advanced Cognitive Server in Claude Desktop, Claude Code & Cursor

Recommended · one command, every IDE
unyly install advanced-cognitive-mcp-server

Installs into Claude Desktop, Claude Code, Cursor & VS Code — handles npx, uvx and build-from-source repos for you.

First time? Get the CLI: curl -fsSL https://unyly.org/install | sh

Or configure manually

Run in your terminal:

claude mcp add advanced-cognitive-mcp-server -- npx -y github:harshpreet931/cognitive-llms

FAQ

Is Advanced Cognitive Server MCP free?

Yes, Advanced Cognitive Server MCP is free — one-click install via Unyly at no cost.

Does Advanced Cognitive Server need an API key?

No, Advanced Cognitive Server runs without API keys or environment variables.

Is Advanced Cognitive Server hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Advanced Cognitive Server in Claude Desktop, Claude Code or Cursor?

Open Advanced Cognitive Server on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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