# Universal Infinite Loop MCP Server
A goal-agnostic parallel orchestration framework implementing Disler's Infinite Agentic Loop patterns as a Model Context Protocol (MCP) server. This system enables sophisticated multi-agent coordination for any domain through specification-driven architecture.
## 🎯 Core Features
### Universal Goal Support
- **UI Components**: React, Vue, Angular, Web Components
- **Documentation**: Technical docs, API references, tutorials, guides
- **Code Generation**: Functions, classes, modules, entire applications
- **Research & Analysis**: Data analysis, reports, investigations
- **Content Creation**: Articles, marketing copy, social media, blogs
- **Design Systems**: Component libraries, style guides, design tokens
### Sophisticated Orchestration
- **Wave-Based Generation**: Parallel agent coordination with progressive sophistication
- **Context Management**: Intelligent context usage monitoring and graceful degradation
- **Innovation Dimensions**: Multi-dimensional creative exploration and uniqueness enforcement
- **Quality Assurance**: Domain-specific validation and quality scoring
- **Failure Handling**: Graceful error recovery and agent reassignment
### Specification-Driven Architecture
- **Flexible Specifications**: Adapt to any domain through comprehensive specification system
- **Progressive Sophistication**: Multiple sophistication levels from basic to revolutionary
- **Evolution Patterns**: Linear, exponential, adaptive, and creative burst generation patterns
- **Validation Rules**: Customizable validation for syntax, semantics, functionality, and quality
## 🚀 Quick Start
### Installation
```bash
# Clone and install
git clone <repository-url>
cd infinite-loop-mcp-server
npm install
# Build
npm run build
# Run in development
npm run dev
```
### MCP Configuration
Add to your MCP client configuration:
```json
{
"mcpServers": {
"infinite-loop": {
"command": "node",
"args": ["/path/to/infinite-loop-mcp-server/dist/server.js"]
}
}
}
```
## 🛠️ MCP Tools
### `infinite_orchestrate`
Main orchestration tool for goal-agnostic parallel generation.
```typescript
{
specification: UniversalSpecification,
outputDirectory: string,
mode: {
type: 'SINGLE' | 'BATCH' | 'INFINITE',
count: number | 'INFINITE',
batchSize?: number,
maxWaves?: number
},
config?: {
contextThreshold?: number,
gracefulShutdown?: boolean,
progressiveSophistication?: boolean
}
}
```
**Example - UI Component Generation:**
```json
{
"specification": {
"name": "React Search Components",
"description": "Modern search interface components with various interaction patterns",
"domain": {
"category": "UI",
"subcategory": "React Components",
"targetAudience": "Frontend Developers",
"complexity": "MODERATE"
},
"outputRequirements": {
"format": "tsx",
"structure": "Single component file with TypeScript",
"namingPattern": "SearchComponent_{number}.tsx",
"qualityStandards": ["TypeScript compliant", "Accessible", "Responsive"]
},
"innovationDimensions": ["interaction_patterns", "visual_design", "accessibility", "performance"],
"sophisticationLevels": [...],
"evolutionPattern": "CREATIVE_BURST"
},
"outputDirectory": "./generated-components",
"mode": {
"type": "BATCH",
"count": 10,
"batchSize": 5
}
}
```
**Example - Documentation Generation:**
```json
{
"specification": {
"name": "API Documentation",
"description": "Comprehensive API documentation with examples and best practices",
"domain": {
"category": "DOCUMENTATION",
"subcategory": "API Reference",
"targetAudience": "Developers",
"complexity": "COMPLEX"
},
"outputRequirements": {
"format": "md",
"structure": "Structured markdown with code examples",
"namingPattern": "api_docs_{number}.md",
"qualityStandards": ["Complete coverage", "Clear examples", "Best practices"]
},
"innovationDimensions": ["clarity", "completeness", "interactivity", "searchability"],
"evolutionPattern": "LINEAR"
},
"outputDirectory": "./docs",
"mode": {
"type": "INFINITE",
"count": "INFINITE"
}
}
```
### `wave_plan`
Plan generation waves with sophisticated agent assignment.
```typescript
{
existingWork: IterationInfo[],
sophisticationLevel: SophisticationLevel,
targetCount: number,
contextBudget: number
}
```
### `agent_coordinate`
Coordinate parallel agent execution with uniqueness enforcement.
```typescript
{
assignments: AgentAssignment[],
innovationDimensions: string[],
contextMonitor: ContextMonitor
}
```
### `context_monitor`
Monitor context capacity and manage graceful shutdown.
```typescript
{
waveId: string,
capacityThreshold: number,
gracefulShutdown: boolean
}
```
### `spec_validate`
Validate and enhance specifications with intelligent defaults.
```typescript
{
userSpec: Partial<UniversalSpecification>,
domain: SpecificationDomain,
outputRequirements: any
}
```
## 📋 Specification System
### Universal Specification Structure
```typescript
interface UniversalSpecification {
id: string;
name: string;
description: string;
domain: SpecificationDomain;
version: string;
outputRequirements: {
format: string;
structure: string;
namingPattern: string;
qualityStandards: string[];
};
innovationDimensions: string[];
sophisticationLevels: SophisticationLevel[];
constraints: string[];
evolutionPattern: 'LINEAR' | 'EXPONENTIAL' | 'ADAPTIVE' | 'CREATIVE_BURST';
progressionStrategy: string;
successCriteria: string[];
validationRules: ValidationRule[];
}
```
### Domain Categories
- **UI**: Frontend components, interfaces, user experiences
- **DOCUMENTATION**: Technical writing, API docs, tutorials
- **CODE**: Functions, classes, modules, applications
- **RESEARCH**: Data analysis, investigations, reports
- **CONTENT**: Articles, marketing, social media
- **ANALYSIS**: Business analysis, performance reports
- **DESIGN**: Visual design, component libraries
- **OTHER**: Custom domains
### Sophistication Levels
1. **Basic**: Fundamental functionality with core features
2. **Intermediate**: Enhanced features with improved user experience
3. **Advanced**: Sophisticated implementation with innovative approaches
4. **Revolutionary**: Cutting-edge concepts pushing domain boundaries
## 🌊 Wave-Based Generation
### Generation Modes
- **SINGLE**: Generate one iteration
- **BATCH**: Generate specific number of iterations in coordinated batches
- **INFINITE**: Continuous generation until context limits with progressive sophistication
### Wave Coordination
- **Parallel Execution**: Multiple agents working simultaneously with unique assignments
- **Innovation Assignment**: Each agent gets distinct innovation dimension to explore
- **Context Management**: Intelligent context usage tracking and optimization
- **Quality Assurance**: Real-time validation and quality scoring
- **Uniqueness Enforcement**: Prevention of duplicate concepts across parallel streams
### Progressive Sophistication
```
Wave 1: Basic functional implementations
Wave 2: Enhanced features and user experience
Wave 3: Advanced concepts and innovative approaches
Wave N: Revolutionary paradigm-defining implementations
```
## 🔧 Integration Examples
### With Shrimp Task Manager
```typescript
// Detect when parallel generation is needed
if (taskRequiresParallelGeneration(task)) {
const specification = generateSpecificationFromTask(task);
const result = await mcpClient.callTool('infinite_orchestrate', {
specification,
outputDirectory: task.outputDirectory,
mode: {
type: 'BATCH',
count: task.iterationCount,
batchSize: 5
}
});
return integrateResultsIntoTask(result, task);
}
```
### Custom Domain Integration
```typescript
// Define custom domain specification
const customSpec: UniversalSpecification = {
name: "Custom Data Analysis",
domain: {
category: "ANALYSIS",
subcategory: "Financial Reports",
targetAudience: "Business Analysts",
complexity: "COMPLEX"
},
innovationDimensions: [
"visualization_techniques",
"data_insights",
"predictive_modeling",
"business_impact"
],
// ... rest of specification
};
```
## 📊 Monitoring & Analytics
### Context Monitoring
- Real-time context usage tracking
- Graceful shutdown when approaching limits
- Wave-based context optimization
- Agent-specific context allocation
### Quality Metrics
- Functionality compliance scoring
- Innovation uniqueness measurement
- Domain-specific quality validation
- Progressive improvement tracking
### Performance Analytics
- Agent coordination efficiency
- Wave execution timing
- Resource utilization optimization
- Failure rate and recovery metrics
## 🎯 Use Cases
### UI/UX Development
- Generate diverse component variations
- Explore different interaction patterns
- Create comprehensive design systems
- Test accessibility approaches
### Documentation Projects
- Create multi-perspective documentation
- Generate comprehensive examples
- Explore different explanation styles
- Develop interactive documentation
### Code Development
- Generate alternative implementations
- Explore architectural patterns
- Create comprehensive test suites
- Develop optimization variations
### Research & Analysis
- Explore multiple analysis angles
- Generate diverse visualization approaches
- Create comprehensive reports
- Investigate different methodologies
## 🛣️ Roadmap
### Phase 1: Core Implementation ✅
- Universal specification system
- Wave-based generation framework
- Agent coordination system
- Context management
### Phase 2: Advanced Features
- Machine learning-based quality prediction
- Dynamic specification evolution
- Cross-domain knowledge transfer
- Performance optimization
### Phase 3: Ecosystem Integration
- IDE extensions and plugins
- Cloud deployment options
- Collaboration features
- Marketplace for specifications
## 🤝 Contributing
Contributions are welcome! Please read our contributing guidelines and submit pull requests for any improvements.
## 📄 License
MIT License - see LICENSE file for details.
## 🙏 Acknowledgments
Based on Disler's Infinite Agentic Loop concept with universal goal-agnostic adaptations for maximum reusability and flexibility.
