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MCP Codebase Insight Workflows

Overview

This document details the various workflows supported by MCP Codebase Insight, including both user-facing and system-level processes. These workflows are designed to help developers effectively use and interact with the system's features.

Quick Navigation

User Workflows

1. Code Analysis Workflow

Process Flow

graph TD
    A[Developer] -->|Submit Code| B[Analysis Request]
    B --> C{Analysis Type}
    C -->|Pattern Detection| D[Pattern Analysis]
    C -->|Semantic Search| E[Vector Search]
    C -->|Documentation| F[Doc Analysis]
    D --> G[Results]
    E --> G
    F --> G
    G -->|Display| A
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Steps

  1. Submit Code

    • Upload code files or provide repository URL
    • Specify analysis parameters
    • Set analysis scope

  2. Analysis Processing

    • Pattern detection runs against known patterns
    • Semantic search finds similar code
    • Documentation analysis checks coverage

  3. Results Review

    • View detected patterns
    • Review suggestions
    • Access related documentation

2. Documentation Management Workflow

Process Flow

graph TD
    A[Developer] -->|Create/Update| B[Documentation]
    B --> C{Doc Type}
    C -->|ADR| D[ADR Processing]
    C -->|API| E[API Docs]
    C -->|Guide| F[User Guide]
    D --> G[Link Analysis]
    E --> G
    F --> G
    G -->|Update| H[Doc Map]
    H -->|Validate| A
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Steps

  1. Create/Update Documentation

    • Choose document type
    • Write content
    • Add metadata

  2. Processing

    • Analyze document relationships
    • Update documentation map
    • Validate links

  3. Validation

    • Check for broken links
    • Verify consistency
    • Update references

3. Testing Workflow

Process Flow

graph TD
    A[Developer] -->|Run Tests| B[Test Suite]
    B --> C{Test Type}
    C -->|Unit| D[Unit Tests]
    C -->|Integration| E[Integration Tests]
    C -->|SSE| F[SSE Tests]
    D --> G[Results]
    E --> G
    F --> G
    G -->|Report| A
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Steps

  1. Test Initialization

    • Set up test environment
    • Configure test parameters
    • Prepare test data

  2. Test Execution

    • Run selected test types
    • Monitor progress
    • Collect results

  3. Results Analysis

    • Review test reports
    • Analyze failures
    • Generate coverage reports

System Workflows

1. Vector Store Operations

Process Flow

sequenceDiagram
    participant User
    participant Server
    participant Cache
    participant VectorStore
    participant Knowledge
    
    User->>Server: Request Analysis
    Server->>Cache: Check Cache
    Cache-->>Server: Cache Hit/Miss
    
    alt Cache Miss
        Server->>VectorStore: Generate Embeddings
        VectorStore->>Knowledge: Get Patterns
        Knowledge-->>VectorStore: Return Patterns
        VectorStore-->>Server: Return Results
        Server->>Cache: Update Cache
    end
    
    Server-->>User: Return Analysis
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Components

  1. Cache Layer

    • In-memory cache for frequent requests
    • Disk cache for larger datasets
    • Cache invalidation strategy

  2. Vector Store

    • Embedding generation
    • Vector search
    • Pattern matching

  3. Knowledge Base

    • Pattern storage
    • Relationship tracking
    • Context management

2. Health Monitoring

Process Flow

sequenceDiagram
    participant Monitor
    participant Components
    participant Tasks
    participant Alerts
    
    loop Every 30s
        Monitor->>Components: Check Status
        Components->>Tasks: Verify Tasks
        Tasks-->>Components: Task Status
        
        alt Issues Detected
            Components->>Alerts: Raise Alert
            Alerts->>Monitor: Alert Status
        end
        
        Components-->>Monitor: System Status
    end
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Components

  1. Monitor

    • Regular health checks
    • Performance monitoring
    • Resource tracking

  2. Components

    • Service status
    • Resource usage
    • Error rates

  3. Tasks

    • Task queue status
    • Processing rates
    • Error handling

  4. Alerts

    • Alert generation
    • Notification routing
    • Alert history

Integration Points

1. External Systems

  • Version Control Systems
  • CI/CD Pipelines
  • Issue Tracking Systems
  • Documentation Platforms

2. APIs

  • REST API for main operations
  • SSE for real-time updates
  • WebSocket for bi-directional communication

3. Storage

  • Vector Database (Qdrant)
  • Cache Storage
  • Document Storage

Best Practices

1. Code Analysis

  • Regular analysis scheduling
  • Incremental analysis for large codebases
  • Pattern customization

2. Documentation

  • Consistent formatting
  • Regular updates
  • Link validation

3. Testing

  • Comprehensive test coverage
  • Regular test runs
  • Performance benchmarking

Troubleshooting

Common Issues

  1. Analysis Failures

    • Check input validation
    • Verify system resources
    • Review error logs

  2. Performance Issues

    • Monitor cache hit rates
    • Check vector store performance
    • Review resource usage

  3. Integration Issues

    • Verify API endpoints
    • Check authentication
    • Review connection settings

Next Steps

  1. Workflow Optimization

    • Performance improvements
    • Enhanced error handling
    • Better user feedback

  2. New Features

    • Custom workflow creation
    • Advanced analysis options
    • Extended integration options

  3. Documentation

    • Workflow examples
    • Integration guides
    • Troubleshooting guides