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Generate Codebase Analysis Documents

generate-codebase-analysis

Analyze codebases to generate foundational documentation including product features, technology stack, and project structure analysis in .spec/steering/ directory, with optional regeneration control.

Instructions

Analyzes codebase and generates three foundational analysis documents: product.md, tech.md, and structure.md in .spec/steering/ directory. These documents provide comprehensive analysis of the product features, technology stack, and project structure. Checks if files already exist and skips generation unless force_regenerate is true.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
additional_contextNoAdditional context about the project
force_regenerateNoForce regeneration even if files exist (default: false)
project_pathNoPath to the project directory (defaults to current directory)

Implementation Reference

  • The handler function constructs a comprehensive prompt that instructs an AI agent to analyze the codebase and generate three markdown documents (product.md, tech.md, structure.md) in the .spec/steering/ directory. It includes checks for existing files unless force_regenerate is true, and provides detailed templates and execution steps for file creation using filesystem tools.
      async ({ project_path = '.', additional_context, force_regenerate = false }) => {
        const prompt = `# ⚠️ IMPORTANT: YOU MUST EXECUTE THE FOLLOWING ACTIONS
    
    This MCP tool provides instructions that YOU (the AI assistant) must execute using your available file system tools.
    **DO NOT** just report success - you MUST actually create the files using Write or MultiEdit tools.
    
    # Generate Steering Documents for ${project_path}
    
    ## PREREQUISITE: CHECK IF FILES ALREADY EXIST
    ${!force_regenerate ? `
    IMPORTANT: Before generating new files, FIRST check if steering documents already exist:
    1. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/product.md
    2. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/tech.md
    3. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/structure.md
    
    If ALL THREE files already exist:
    - STOP HERE and return: "✅ Steering documents already exist at ${project_path}/.spec/steering/. No regeneration needed. Use force_regenerate=true to regenerate."
    - Do NOT proceed with generation
    
    If ANY files are missing, proceed with generation below.
    ` : 'FORCE REGENERATE MODE: Regenerating all steering documents even if they exist.'}
    
    You MUST create THREE separate steering documents that match exact structure and content approach.
    
    ## 🔴 CRITICAL: YOU MUST CREATE THE FILES - NOT JUST REPORT SUCCESS
    ### File Creation Instructions:
    1. **USE Bash tool** to create directory: mkdir -p ${project_path}/.spec/steering/
    2. **USE Write tool** to create THREE separate files with exact filenames:
       - ${project_path}/.spec/steering/product.md
       - ${project_path}/.spec/steering/tech.md
       - ${project_path}/.spec/steering/structure.md
    3. **USE Read tool** to verify each file exists after creation
    
    ⚠️ The files MUST be physically created on the filesystem. Do NOT proceed without using the Write tool.
    
    ## DOCUMENT SPECIFICATIONS:
    
    ### 1. PRODUCT.MD - Product Overview
    Create ${project_path}/.spec/steering/product.md with:
    
    # Product Overview
    
    ## Purpose
    [Analyze the codebase and describe what this product/application does]
    
    ## Target Users
    - [Primary user type]: [Their needs and use cases]
    - [Secondary user type]: [Their needs and use cases]
    
    ## Key Features
    - [Feature 1]: [Description based on codebase analysis]
    - [Feature 2]: [Description based on codebase analysis]
    - [Feature 3]: [Description based on codebase analysis]
    
    ## Business Objectives
    - [Objective 1 derived from codebase context]
    - [Objective 2 derived from codebase context]
    
    ## Product Context
    [Additional context about the product's market, competition, or unique value proposition]
    
    ---
    
    ### 2. TECH.MD - Technology Stack
    Create ${project_path}/.spec/steering/tech.md with:
    
    # Technology Stack
    
    ## Core Technologies
    - **Primary Language**: [Language and version from package.json/requirements/etc]
    - **Framework**: [Main framework detected]
    - **Runtime**: [Node.js, Python, .NET, etc. with version]
    - **Database**: [Database system if detected]
    
    ## Development Tools
    - **Package Manager**: [npm, yarn, pip, maven, cargo, dotnet, etc.]
    - **Build System**: [webpack, vite, gradle, maven, cargo, msbuild, etc.]
    - **Testing Framework**: [jest, pytest, junit, nunit, go test, etc.]
    - **Linter/Formatter**: [eslint, prettier, black, checkstyle, clippy, etc.]
    
    ## Build and Test Commands
    [Auto-detect from project configuration files and scripts]
    
    ### Essential Commands
    - **Install Dependencies**: [e.g., npm install, pip install -r requirements.txt, dotnet restore]
    - **Build Project**: [e.g., npm run build, mvn compile, cargo build, dotnet build]
    - **Run Tests**: [e.g., npm test, pytest, mvn test, dotnet test, go test ./...]
    - **Lint/Format Check**: [e.g., npm run lint, ruff check, gradle checkstyle, cargo clippy]
    - **Type Check**: [e.g., tsc --noEmit, mypy, if applicable]
    - **Start Development**: [e.g., npm run dev, python app.py, dotnet run]
    - **Production Build**: [e.g., npm run build:prod, mvn package, cargo build --release]
    
    ### Project-Specific Commands
    [Any custom commands specific to this project from package.json, Makefile, etc.]
    
    ## Libraries and Dependencies
    ### Required Libraries
    [List key dependencies from package.json/requirements with purpose]
    - [Library]: [Version] - [Purpose]
    
    ### Preferred Libraries
    [Document preferred libraries for common tasks]
    - UI Components: [Library preference]
    - State Management: [Library preference]
    - HTTP Client: [Library preference]
    
    ## Development Guidelines
    - Variable naming: [Convention detected from codebase]
    - Function naming: [Convention detected from codebase]
    - File naming: [Convention detected from codebase]
    - Code style: [Style detected from config files]
    
    ## Performance Requirements
    [Any performance considerations detected or inferred]
    
    ## Security Requirements
    [Any security patterns or requirements detected]
    
    ## Technical Constraints
    [Any constraints detected from the codebase]
    
    ---
    
    ### 3. STRUCTURE.MD - Project Structure
    Create ${project_path}/.spec/steering/structure.md with:
    
    # Project Structure
    
    ## Directory Organization
    \`\`\`
    [Generate actual directory tree from the project]
    \`\`\`
    
    ## File Naming Conventions
    - Components: [Pattern detected from codebase]
    - Services: [Pattern detected from codebase]
    - Types: [Pattern detected from codebase]
    - Tests: [Pattern detected from codebase]
    
    ## Import Patterns
    - Relative imports: [Rules detected from codebase]
    - Absolute imports: [Rules detected from codebase]
    - External dependencies: [Patterns detected]
    
    ## Code Organization
    - [Organizational principle 1 detected]
    - [Organizational principle 2 detected]
    - [Index file strategy if detected]
    
    ## Architectural Patterns
    - [Pattern 1]: [Description of how it's implemented]
    - [Pattern 2]: [Description of how it's implemented]
    
    ## Testing Structure
    - Unit tests: [Location pattern]
    - Integration tests: [Location pattern if exists]
    - Test naming: [Convention detected]
    
    ## Configuration Files
    [List and explain key config files: .env, config/, etc.]
    
    ${additional_context ? `\n## Additional Context\n${additional_context}` : ''}
    
    ---
    
    ## 🔴 EXECUTION STEPS - YOU MUST FOLLOW EXACTLY:
    1. Analyze the codebase at: ${project_path} using Read, Grep, and Glob tools
       - **IMPORTANT**: Check package.json, pom.xml, build.gradle, Cargo.toml, go.mod, requirements.txt, *.csproj, Makefile, etc.
       - Extract actual build/test/lint commands from these files
       - Look for CI configuration files (.github/workflows, .gitlab-ci.yml, Jenkinsfile, etc.)
    2. **USE Bash tool** to create directory: mkdir -p ${project_path}/.spec/steering/
    3. **USE Write tool** to create product.md with product overview and business context
    4. **USE Write tool** to create tech.md with comprehensive technology stack analysis
       - **CRITICAL**: In the "Build and Test Commands" section, document ACTUAL commands found in the project
       - Do not use placeholder text like "[e.g., npm test]" - use the real commands from package.json scripts or build files
    5. **USE Write tool** to create structure.md with detailed project organization
    6. **USE Read tool** to verify all three files exist and contain expected content:
       - ${project_path}/.spec/steering/product.md
       - ${project_path}/.spec/steering/tech.md
       - ${project_path}/.spec/steering/structure.md
    
    ## SUCCESS CRITERIA:
    ✅ Three separate markdown files PHYSICALLY CREATED on filesystem (not just reported)
    ✅ Files verified to exist using Read tool
    ✅ Each file follows content structure exactly
    ✅ All content derived from actual codebase analysis
    ✅ Files ready for use with generate-tasks tool
    
    ⚠️ FINAL REMINDER: You MUST use Write tool to create the files. Do not just say they were created.
    
    These files should be automatically included in every AI interaction.`;
    
        return {
          content: [{
            type: "text",
            text: prompt
          }]
        };
      }
  • Tool metadata including title, description, and Zod input schema defining optional parameters: project_path, additional_context, force_regenerate.
    {
      title: 'Generate Codebase Analysis Documents',
      description: 'Analyzes codebase and generates three foundational analysis documents: product.md, tech.md, and structure.md in .spec/steering/ directory. These documents provide comprehensive analysis of the product features, technology stack, and project structure. Checks if files already exist and skips generation unless force_regenerate is true.',
      inputSchema: {
        project_path: z.string().optional().describe("Path to the project directory (defaults to current directory)"),
        additional_context: z.string().optional().describe("Additional context about the project"),
        force_regenerate: z.boolean().optional().describe("Force regeneration even if files exist (default: false)")
      }
  • src/server.ts:19-229 (registration)
    Registers the 'generate-codebase-analysis' tool with the MCP server using server.registerTool, providing the tool name, schema/metadata, and inline handler function.
    server.registerTool(
      'generate-codebase-analysis',
      {
        title: 'Generate Codebase Analysis Documents',
        description: 'Analyzes codebase and generates three foundational analysis documents: product.md, tech.md, and structure.md in .spec/steering/ directory. These documents provide comprehensive analysis of the product features, technology stack, and project structure. Checks if files already exist and skips generation unless force_regenerate is true.',
        inputSchema: {
          project_path: z.string().optional().describe("Path to the project directory (defaults to current directory)"),
          additional_context: z.string().optional().describe("Additional context about the project"),
          force_regenerate: z.boolean().optional().describe("Force regeneration even if files exist (default: false)")
        }
      },
      async ({ project_path = '.', additional_context, force_regenerate = false }) => {
        const prompt = `# ⚠️ IMPORTANT: YOU MUST EXECUTE THE FOLLOWING ACTIONS
    
    This MCP tool provides instructions that YOU (the AI assistant) must execute using your available file system tools.
    **DO NOT** just report success - you MUST actually create the files using Write or MultiEdit tools.
    
    # Generate Steering Documents for ${project_path}
    
    ## PREREQUISITE: CHECK IF FILES ALREADY EXIST
    ${!force_regenerate ? `
    IMPORTANT: Before generating new files, FIRST check if steering documents already exist:
    1. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/product.md
    2. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/tech.md
    3. **USE Read tool** to check if file exists: ${project_path}/.spec/steering/structure.md
    
    If ALL THREE files already exist:
    - STOP HERE and return: "✅ Steering documents already exist at ${project_path}/.spec/steering/. No regeneration needed. Use force_regenerate=true to regenerate."
    - Do NOT proceed with generation
    
    If ANY files are missing, proceed with generation below.
    ` : 'FORCE REGENERATE MODE: Regenerating all steering documents even if they exist.'}
    
    You MUST create THREE separate steering documents that match exact structure and content approach.
    
    ## 🔴 CRITICAL: YOU MUST CREATE THE FILES - NOT JUST REPORT SUCCESS
    ### File Creation Instructions:
    1. **USE Bash tool** to create directory: mkdir -p ${project_path}/.spec/steering/
    2. **USE Write tool** to create THREE separate files with exact filenames:
       - ${project_path}/.spec/steering/product.md
       - ${project_path}/.spec/steering/tech.md
       - ${project_path}/.spec/steering/structure.md
    3. **USE Read tool** to verify each file exists after creation
    
    ⚠️ The files MUST be physically created on the filesystem. Do NOT proceed without using the Write tool.
    
    ## DOCUMENT SPECIFICATIONS:
    
    ### 1. PRODUCT.MD - Product Overview
    Create ${project_path}/.spec/steering/product.md with:
    
    # Product Overview
    
    ## Purpose
    [Analyze the codebase and describe what this product/application does]
    
    ## Target Users
    - [Primary user type]: [Their needs and use cases]
    - [Secondary user type]: [Their needs and use cases]
    
    ## Key Features
    - [Feature 1]: [Description based on codebase analysis]
    - [Feature 2]: [Description based on codebase analysis]
    - [Feature 3]: [Description based on codebase analysis]
    
    ## Business Objectives
    - [Objective 1 derived from codebase context]
    - [Objective 2 derived from codebase context]
    
    ## Product Context
    [Additional context about the product's market, competition, or unique value proposition]
    
    ---
    
    ### 2. TECH.MD - Technology Stack
    Create ${project_path}/.spec/steering/tech.md with:
    
    # Technology Stack
    
    ## Core Technologies
    - **Primary Language**: [Language and version from package.json/requirements/etc]
    - **Framework**: [Main framework detected]
    - **Runtime**: [Node.js, Python, .NET, etc. with version]
    - **Database**: [Database system if detected]
    
    ## Development Tools
    - **Package Manager**: [npm, yarn, pip, maven, cargo, dotnet, etc.]
    - **Build System**: [webpack, vite, gradle, maven, cargo, msbuild, etc.]
    - **Testing Framework**: [jest, pytest, junit, nunit, go test, etc.]
    - **Linter/Formatter**: [eslint, prettier, black, checkstyle, clippy, etc.]
    
    ## Build and Test Commands
    [Auto-detect from project configuration files and scripts]
    
    ### Essential Commands
    - **Install Dependencies**: [e.g., npm install, pip install -r requirements.txt, dotnet restore]
    - **Build Project**: [e.g., npm run build, mvn compile, cargo build, dotnet build]
    - **Run Tests**: [e.g., npm test, pytest, mvn test, dotnet test, go test ./...]
    - **Lint/Format Check**: [e.g., npm run lint, ruff check, gradle checkstyle, cargo clippy]
    - **Type Check**: [e.g., tsc --noEmit, mypy, if applicable]
    - **Start Development**: [e.g., npm run dev, python app.py, dotnet run]
    - **Production Build**: [e.g., npm run build:prod, mvn package, cargo build --release]
    
    ### Project-Specific Commands
    [Any custom commands specific to this project from package.json, Makefile, etc.]
    
    ## Libraries and Dependencies
    ### Required Libraries
    [List key dependencies from package.json/requirements with purpose]
    - [Library]: [Version] - [Purpose]
    
    ### Preferred Libraries
    [Document preferred libraries for common tasks]
    - UI Components: [Library preference]
    - State Management: [Library preference]
    - HTTP Client: [Library preference]
    
    ## Development Guidelines
    - Variable naming: [Convention detected from codebase]
    - Function naming: [Convention detected from codebase]
    - File naming: [Convention detected from codebase]
    - Code style: [Style detected from config files]
    
    ## Performance Requirements
    [Any performance considerations detected or inferred]
    
    ## Security Requirements
    [Any security patterns or requirements detected]
    
    ## Technical Constraints
    [Any constraints detected from the codebase]
    
    ---
    
    ### 3. STRUCTURE.MD - Project Structure
    Create ${project_path}/.spec/steering/structure.md with:
    
    # Project Structure
    
    ## Directory Organization
    \`\`\`
    [Generate actual directory tree from the project]
    \`\`\`
    
    ## File Naming Conventions
    - Components: [Pattern detected from codebase]
    - Services: [Pattern detected from codebase]
    - Types: [Pattern detected from codebase]
    - Tests: [Pattern detected from codebase]
    
    ## Import Patterns
    - Relative imports: [Rules detected from codebase]
    - Absolute imports: [Rules detected from codebase]
    - External dependencies: [Patterns detected]
    
    ## Code Organization
    - [Organizational principle 1 detected]
    - [Organizational principle 2 detected]
    - [Index file strategy if detected]
    
    ## Architectural Patterns
    - [Pattern 1]: [Description of how it's implemented]
    - [Pattern 2]: [Description of how it's implemented]
    
    ## Testing Structure
    - Unit tests: [Location pattern]
    - Integration tests: [Location pattern if exists]
    - Test naming: [Convention detected]
    
    ## Configuration Files
    [List and explain key config files: .env, config/, etc.]
    
    ${additional_context ? `\n## Additional Context\n${additional_context}` : ''}
    
    ---
    
    ## 🔴 EXECUTION STEPS - YOU MUST FOLLOW EXACTLY:
    1. Analyze the codebase at: ${project_path} using Read, Grep, and Glob tools
       - **IMPORTANT**: Check package.json, pom.xml, build.gradle, Cargo.toml, go.mod, requirements.txt, *.csproj, Makefile, etc.
       - Extract actual build/test/lint commands from these files
       - Look for CI configuration files (.github/workflows, .gitlab-ci.yml, Jenkinsfile, etc.)
    2. **USE Bash tool** to create directory: mkdir -p ${project_path}/.spec/steering/
    3. **USE Write tool** to create product.md with product overview and business context
    4. **USE Write tool** to create tech.md with comprehensive technology stack analysis
       - **CRITICAL**: In the "Build and Test Commands" section, document ACTUAL commands found in the project
       - Do not use placeholder text like "[e.g., npm test]" - use the real commands from package.json scripts or build files
    5. **USE Write tool** to create structure.md with detailed project organization
    6. **USE Read tool** to verify all three files exist and contain expected content:
       - ${project_path}/.spec/steering/product.md
       - ${project_path}/.spec/steering/tech.md
       - ${project_path}/.spec/steering/structure.md
    
    ## SUCCESS CRITERIA:
    ✅ Three separate markdown files PHYSICALLY CREATED on filesystem (not just reported)
    ✅ Files verified to exist using Read tool
    ✅ Each file follows content structure exactly
    ✅ All content derived from actual codebase analysis
    ✅ Files ready for use with generate-tasks tool
    
    ⚠️ FINAL REMINDER: You MUST use Write tool to create the files. Do not just say they were created.
    
    These files should be automatically included in every AI interaction.`;
    
        return {
          content: [{
            type: "text",
            text: prompt
          }]
        };
      }
    );

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