Multi Agent Orchestrator MCP
Coordinates specialized agents (Architecture, Quality, Cloud, Prompt) to plan, build, test, and deploy applications with self-healing capabilities, authentication, and analytics for autonomous software engineering workflows.
ssd-ai
AI development assistant that implements the **Model Context Protocol (MCP)** standard. It provides 36 specialized tools through natural language keyword recognition, helping developers perform complex tasks intuitively.
### Core Values
- **Natural Language**: Execute tools automatically through Korean/English keywords
- **Intelligent Memory**: Context management and compression using SQLite
- **Multi-Language Support**: TypeScript, JavaScript, Python code analysis
- **Performance Optimization**: Project caching system
- **Enterprise Quality**: 100% test coverage and strict type system
- **Long-Running Support**: Task management for asynchronous operations
- **Large-Scale Data**: Cursor-based pagination
---
## Key Features
### 1. Memory Management System
10 tools for maintaining context across sessions:
- **Intelligent Storage**: Information classification and priority management by category
- **Context Compression**: Priority-based context compression system
- **Session Restoration**: Perfect recreation of previous work states
- **SQLite-Based**: Concurrent control, indexing, transaction support
**Key Tools**:
- `save_memory` - Store information in long-term memory
- `recall_memory` - Search stored information
- `auto_save_context` - Automatic context saving
- `restore_session_context` - Session restoration
- `prioritize_memory` - Memory priority management
### 2. Semantic Code Analysis
AST-based code analysis and navigation tools:
- **Symbol Search**: Locate function, class, variable positions across projects
- **Reference Tracking**: Track all usages of specific symbols
- **Multi-Language**: TypeScript, JavaScript, Python support
- **Project Caching**: Performance optimization through LRU cache
**Key Tools**:
- `find_symbol` - Search for symbol definitions
- `find_references` - Find symbol references
### 3. Code Quality Analysis
Comprehensive code metrics and quality evaluation:
- **Complexity Analysis**: Cyclomatic, Cognitive, Halstead metrics
- **Coupling/Cohesion**: Structural soundness evaluation
- **Quality Scores**: A-F grade system
- **Improvement Suggestions**: Actionable refactoring recommendations
**Key Tools**:
- `analyze_complexity` - Complexity metric analysis
- `validate_code_quality` - Code quality evaluation
- `check_coupling_cohesion` - Coupling/cohesion analysis
- `suggest_improvements` - Improvement suggestions
- `apply_quality_rules` - Quality rule application
- `get_coding_guide` - Coding guide lookup
### 4. Project Planning Tools
Systematic requirements analysis and roadmap generation:
- **PRD Generation**: Automatic product requirements document creation
- **User Stories**: Story writing including acceptance criteria
- **MoSCoW Analysis**: Requirements prioritization
- **Roadmap Creation**: Step-by-step development schedule planning
**Key Tools**:
- `generate_prd` - Product requirements document generation
- `create_user_stories` - User story creation
- `analyze_requirements` - Requirements analysis
- `feature_roadmap` - Feature roadmap creation
### 5. Sequential Thinking Tools
Structured problem solving and decision making support:
- **Problem Decomposition**: Break down complex problems step by step
- **Thinking Chains**: Sequential reasoning process generation
- **Multiple Perspectives**: Analytical/Creative/Systematic/Critical thinking
- **Execution Plans**: Convert tasks into executable plans
**Key Tools**:
- `create_thinking_chain` - Thinking chain creation
- `analyze_problem` - Problem analysis
- `step_by_step_analysis` - Step-by-step analysis
- `break_down_problem` - Problem decomposition
- `think_aloud_process` - Thinking process expression
- `format_as_plan` - Plan formatting
### 6. Prompt Engineering
Prompt quality improvement and optimization:
- **Automatic Enhancement**: Convert vague requests to specific ones
- **Quality Evaluation**: Score clarity, specificity, contextuality
- **Structuring**: Goal, background, requirements, quality criteria
**Key Tools**:
- `enhance_prompt` - Prompt enhancement
- `analyze_prompt` - Prompt quality analysis
### 7. Browser Automation
Web-based debugging and testing:
- **Console Monitoring**: Browser console log capture
- **Network Analysis**: HTTP request/response tracking
- **Cross-Platform**: Chrome, Edge, Brave support
**Key Tools**:
- `monitor_console_logs` - Console log monitoring
- `inspect_network_requests` - Network request analysis
### 8. UI Preview
Pre-coding UI layout visualization:
- **ASCII Art**: Support for 6 layout types
- **Responsive Preview**: Desktop/mobile views
- **Pre-Approval**: Confirm structure before coding
**Key Tools**:
- `preview_ui_ascii` - ASCII UI preview
### 9. Time Utilities
Various format time queries:
**Key Tools**:
- `get_current_time` - Current time query (ISO, UTC, timezones, etc.)