22 Mental Models
+8 in v3.1
7 Categories
+3 new
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Mental Models

22 cognitive frameworks for comprehensive problem analysis

AI Model Orchestration

Analytical
Creative
Decision
Risk
Systems
Human
Strategic
22
Models
67
Synergies
7
Categories
Trigger
Select a model to see cause-effect flow
Cause
Mental model application
Effect
Immediate result
Outcome
Final outcome
Problem Input
Analysis Phase
First Principles
Systems Thinking
Inversion
Synthesis Phase
Analogical
Lateral Thinking
SCAMPER
Decision Phase
Cost-Benefit
Decision Matrix
Pre-Mortem
Solution Output
Active Chains 0
Avg. Models/Chain 3.2
Success Rate 94%

Model Playground

Test mental models with your own problem scenarios

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First Principles

Analytical

Description

When to Use

    How to Apply

    Real-World Example

    Related Models

    Chain of Thought Reasoning

    Step-by-step explainable reasoning with 7 strategies

    Reasoning Strategies

    Forward Chain

    Start from facts, derive conclusions

    Backward Chain

    Start from goal, find path

    Bidirectional

    Meet in the middle

    Depth First

    Explore deeply first

    Breadth First

    Explore broadly first

    Best First

    Follow highest confidence

    Monte Carlo

    Sample multiple paths

    Reasoning Types

    1 Observation
    2 Hypothesis
    3 Deduction
    4 Induction
    5 Abduction
    6 Analysis
    7 Synthesis
    8 Evaluation
    9 Decision
    10 Verification
    11 Backtrack

    Analytics

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    Reports

    Generate and download detailed reports

    Usage Report

    API usage statistics and trends

    Available

    Models Report

    Mental models usage and distribution

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    Health Report

    System health and performance metrics

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    API Explorer

    Test and explore J4C API endpoints

    GET
    /health Health check endpoint
    GET
    /api/v3/info Framework information
    GET
    /api/v3/models List all mental models
    GET
    /api/v3/analytics Usage analytics
    GET
    /api/v3/metrics Prometheus metrics
    GET
    /api/v3/docs Documentation index
    GNN-Powered Endpoints
    GET
    /api/v3/agent/recommend GNN model recommendations
    GET
    /api/v3/agent/gnn/combinations Optimal model combinations
    GET
    /api/v3/agent/gnn/chain Reasoning chain templates
    GET
    /api/v3/agent/gnn/graph Model graph structure
    GET
    /api/v3/team/insights Team learning insights

    Project Planning

    Unified project management with GitHub integration, SPARC methodology, and sprint tracking

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    GitHub Projects

    Aurigraph-DLT-Corp repositories with J4C mental model analysis

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    Manage synced GitHub repositories as J4C projects

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    0 completed 0 remaining -- days left

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    SPARC Project Planning

    Specification, Pseudocode, Architecture, Refinement, Completion methodology

    3 Active Projects
    24 Total Tasks
    18 Completed
    75% Overall Progress
    Specification 2
    Pseudocode 3
    Architecture 4
    Refinement 5
    Completion 10

    Active Projects

    Sprint Planning

    Agile sprint management with burndown charts and velocity tracking

    Current Sprint Active

    Sprint 3

    Nov 18 - Dec 1, 2025
    65% Complete
    34 Story Points
    22 Completed
    12 Remaining
    28 Avg Velocity
    To Do 5
    In Progress 3
    In Review 2
    Done 8

    Sprint History

    GNN-Powered Recommendations

    Graph Neural Network engine for intelligent model selection and optimal combinations

    3 Message Passing Layers
    4 Attention Heads
    22 Models in Graph
    0.01 Learning Rate

    Get Recommendations

    Reasoning Chain Templates

    Root Cause Analysis

    Break down, understand system, trace backwards

    Risk Analysis

    Identify risks, failure scenarios, second-order effects

    Optimization

    Find vital few, identify bottlenecks, feedback dynamics

    Architecture

    System understanding, team alignment, complexity management

    Decision Making

    Weigh costs, assess probabilities, reversibility

    Model Graph Structure

    Teams Management

    Manage your organization's teams and their configurations

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    - Teams
    - Developers
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    - AI Agents

    Developers & Agents

    Manage team members, AI agents, and their assignments

    - Total
    - Active
    - AI Agents
    - Human
    Developer Role Teams Skills Workload Stats Status Actions

    Top Contributors

    Specialized AI Agents

    12 specialized agents with 76+ skills integrated with SPARC framework

    12
    Specialized Agents
    76+
    Total Skills
    12
    Domains
    5
    SPARC Phases

    GNN Heuristic Agent

    AI-Powered

    Select domain and problem type, then click Analyze to get GNN-powered recommendations

    SPARC Phase Coverage

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    Architecture
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    Project Assets

    View and manage all assets across your projects

    Select a Project

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    Documentation

    Comprehensive guides, user manual, and API reference

    Features Documentation

    Complete feature documentation including all 22 mental models, reasoning strategies, team learning, and API reference.

    Comprehensive

    User Manual

    Step-by-step guide to using the J4C Portal including navigation, features, and troubleshooting.

    Getting Started

    Mental Models Quick Reference

    Quick lookup for all 22 mental models with descriptions and use cases.

    Quick Ref

    API Quick Reference

    Quick reference for all API endpoints with examples.

    Quick Ref

    Agent Integration Guide

    How to integrate AI agents with J4C for team learning and recommendations.

    Integration

    Reasoning Strategies

    Overview of 7 chain-of-thought reasoning strategies.

    Quick Ref

    Infrastructure Monitoring

    Monitor local and remote infrastructure, services, and server health

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    Customer Relationship Management

    Manage contacts, leads, opportunities, and customer interactions

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    Recent Activities

    JIRA Integration

    Manage issues, sprints, and track project progress from Atlassian JIRA

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