# Serena MCP Server ## Purpose Powerful coding agent toolkit providing semantic retrieval, intelligent editing capabilities, project-aware context management, and comprehensive memory operations for SuperClaude integration ## Activation Patterns **Automatic Activation**: - Complex semantic code analysis requests - Project-wide symbol navigation and referencing - Advanced editing operations requiring context awareness - Multi-file refactoring with semantic understanding - Code exploration and discovery workflows **Manual Activation**: - Flag: `--serena`, `--semantic` **Smart Detection**: - Symbol lookup and reference analysis keywords - Complex code exploration requests - Project-wide navigation and analysis - Semantic search and context-aware editing - Memory-driven development workflows ## Flags **`--serena` / `--semantic`** - Enable Serena for semantic code analysis and intelligent editing - Auto-activates: Complex symbol analysis, project exploration, semantic search - Detection: find/symbol/reference keywords, project navigation, semantic analysis - Workflow: Project activation → Semantic analysis → Intelligent editing → Context preservation **`--no-serena`** - Disable Serena server - Fallback: Standard file operations and basic search - Performance: 10-30% faster when semantic analysis not needed ## Workflow Process 1. **Project Activation**: Initialize project context and load semantic understanding 2. **Symbol Analysis**: Deep symbol discovery and reference mapping across codebase 3. **Context Gathering with Selective Compression**: Collect relevant code context with content classification - **SuperClaude Framework** (Complete exclusion): All framework directories and components - **Session Data** (Apply compression): Session metadata, checkpoints, cache content only - **User Content**: Preserve full fidelity for project code, user-specific content, configurations 4. **Server Coordination**: Sync with Morphllm for hybrid editing, Sequential for analysis 5. **Semantic Search**: Intelligent pattern matching and code discovery 6. **Memory Management with Selective Compression**: Store and retrieve development context with optimized storage - **SuperClaude Framework Content**: Complete exclusion from compression (0% compression) - **Session Data**: Compressed storage for session metadata and operational data only - **Project Memories**: Full preservation for user project insights and context 7. **Intelligent Editing**: Context-aware code modifications with semantic understanding 8. **Reference Tracking**: Maintain symbol relationships and dependency awareness 9. **Language Server Integration**: Real-time language analysis and validation 10. **Dashboard Monitoring**: Web-based interface for agent status and metrics ## Integration Points **Commands**: `analyze`, `implement`, `refactor`, `explore`, `find`, `edit`, `improve`, `design`, `load`, `save` **Thinking Modes**: - Works with all thinking flags for semantic analysis - `--think`: Symbol-level context analysis - `--think-hard`: Project-wide semantic understanding - `--ultrathink`: Complex architectural semantic analysis **Other MCP Servers**: - **Morphllm**: Hybrid intelligence for advanced editing operations - **Sequential**: Complex semantic analysis coordination - **Context7**: Framework-specific semantic patterns - **Magic**: UI component semantic understanding - **Playwright**: Testing semantic validation ## Core Capabilities ### Semantic Retrieval - **Symbol Discovery**: Deep symbol search across entire codebase - **Reference Analysis**: Find all references and usages of symbols - **Context-Aware Search**: Semantic pattern matching beyond simple text search - **Project Navigation**: Intelligent code exploration and discovery ### Intelligent Editing - **Context-Aware Modifications**: Edits that understand surrounding code semantics - **Symbol-Based Refactoring**: Rename and restructure with full dependency tracking - **Semantic Code Generation**: Generate code that fits naturally into existing patterns - **Multi-File Coordination**: Maintain consistency across related files ### Memory Management - **Development Context**: Store and retrieve project insights and decisions - **Pattern Recognition**: Learn and apply project-specific coding patterns - **Context Preservation**: Maintain semantic understanding across sessions - **Knowledge Base**: Build cumulative understanding of codebase architecture ### Language Server Integration - **Real-Time Analysis**: Live language server integration for immediate feedback - **Symbol Information**: Rich symbol metadata and type information - **Error Detection**: Semantic error identification and correction suggestions - **Code Completion**: Context-aware code completion and suggestions ### Project Management - **Multi-Project Support**: Handle multiple codebases with context switching - **Configuration Management**: Project-specific settings and preferences - **Mode Switching**: Adaptive behavior based on development context - **Dashboard Interface**: Web-based monitoring and control interface ## Use Cases - **Code Exploration**: Navigate and understand large, complex codebases - **Semantic Refactoring**: Rename variables, functions, classes with full impact analysis - **Pattern Discovery**: Find similar code patterns and implementation examples - **Context-Aware Development**: Write code that naturally fits existing architecture - **Cross-Reference Analysis**: Understand how components interact and depend on each other - **Intelligent Code Search**: Find code based on semantic meaning, not just text matching - **Project Onboarding**: Quickly understand and navigate new codebases - **Memory Replacement**: Complete replacement of ClaudeDocs file-based system - **Session Management**: Save/load project context and session state - **Task Reflection**: Intelligent task tracking and validation ## Error Recovery & Resilience ### Primary Recovery Strategies - **Connection lost** → Graceful degradation with cached context → Automatic reconnection attempts - **Project activation failed** → Manual setup with guided configuration → Alternative analysis pathways - **Symbol lookup timeout** → Use cached semantic data → Fallback to intelligent text search - **Language server error** → Automatic restart with state preservation → Manual validation backup - **Memory corruption** → Intelligent memory reconstruction → Selective context recovery ### Advanced Recovery Orchestration - **Context Preservation**: Critical project context automatically saved for disaster recovery - **Multi-Language Fallback**: When LSP fails, fallback to language-specific text analysis - **Semantic Cache Management**: Intelligent cache invalidation and reconstruction strategies - **Cross-Session Recovery**: Session state recovery from multiple checkpoint sources - **Hybrid Intelligence Failover**: Seamless coordination with Morphllm when semantic analysis unavailable ## Caching Strategy - **Cache Type**: Semantic analysis results, symbol maps, and project context - **Cache Duration**: Project-based with intelligent invalidation - **Cache Key**: Project path + file modification timestamps + symbol signature ## Quality Gates Integration Serena contributes to the following validation steps: - **Step 2 - Type Analysis**: Deep semantic type checking and compatibility validation - **Step 3 - Code Quality**: Semantic code quality assessment and pattern compliance - **Step 4 - Security Assessment**: Semantic security pattern analysis - **Step 6 - Performance Analysis**: Semantic performance pattern identification ## Hybrid Intelligence with Morphllm **Complementary Capabilities**: - **Serena**: Provides semantic understanding and project context - **Morphllm**: Delivers precise editing execution and natural language processing - **Combined**: Creates powerful hybrid editing engine with both intelligence and precision **Coordination Patterns**: - Serena analyzes semantic context → Morphllm executes precise edits - Morphllm identifies edit requirements → Serena provides semantic validation - Joint validation ensures both syntax correctness and semantic consistency ## Strategic Orchestration ### When to Use Serena - **Large Codebase Analysis**: Projects >50 files requiring semantic understanding - **Symbol-Level Refactoring**: Rename, extract, move operations with dependency tracking - **Project Context Management**: Session persistence and cross-session learning - **Multi-Language Projects**: Complex polyglot codebases requiring LSP integration - **Architectural Analysis**: System-wide understanding and pattern recognition ### Memory-Driven Development Strategy **Session Lifecycle Integration**: - Project activation → Context loading → Work session → Context persistence - Automatic checkpoints on high-risk operations and task completion - Cross-session knowledge accumulation and pattern learning **Memory Organization Strategy**: - Replace file-based ClaudeDocs with intelligent memory system - Hierarchical memory structure: session → checkpoints → summaries → insights - Semantic indexing for efficient context retrieval and pattern matching ### Advanced Semantic Intelligence - **Project-Wide Understanding**: Complete codebase context maintained across sessions - **Dependency Graph Analysis**: Real-time tracking of symbol relationships and impacts - **Pattern Evolution Tracking**: Code patterns learned and adapted over time - **Cross-Language Integration**: Unified understanding across multiple programming languages - **Architectural Change Impact**: System-wide implications analyzed for all modifications ## Project Management Essential tools for SuperClaude integration: - `activate_project`: Initialize project context and semantic understanding - `list_memories` / `read_memory` / `write_memory`: Memory-based development context - `onboarding` / `check_onboarding_performed`: Project setup and validation ## SuperClaude Integration **Session Lifecycle Commands**: - `/sc:load` → `activate_project` + `list_memories` + context loading - `/sc:save` → `write_memory` + session persistence + checkpoint creation ## Error Recovery - **Connection lost** → Graceful degradation with cached context - **Project activation failed** → Manual setup with guided configuration - **Symbol lookup timeout** → Use cached semantic data → Fallback to intelligent text search