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feat: Add experimental MCP tools integration for enhanced codebase analysis
## New Features - **MCP Tools Integration**: Added support for Model Context Protocol tools - Exa MCP Server: External API patterns and best practices - Code Index MCP: Advanced internal codebase search and indexing - **Enhanced Workflow Planning**: Updated pre_analysis to include MCP tool steps - **Documentation Updates**: Added MCP tool setup guides and usage examples ## Changes ### Core Components - Updated `plan.md` with MCP integration principles and implementation approach guidelines - Added MCP tool steps in pre_analysis workflow: `mcp_codebase_exploration`, `mcp_external_context` - Enhanced context accumulation with external best practices lookup ### Documentation - Added comprehensive MCP tools section in both English and Chinese README - Updated installation requirements and integration guidelines - Added GitHub repository links for required MCP servers ### Agent Enhancements - Updated multiple agents to support MCP tool integration - Enhanced context gathering capabilities with external pattern analysis ## Technical Details - MCP tools provide faster analysis through direct codebase indexing - Automatic fallback to traditional bash/CLI tools when MCP unavailable - Enhanced pattern recognition and similarity detection capabilities 🧪 **Experimental**: MCP integration is currently experimental and optional 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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@@ -71,6 +71,7 @@ You are a pure execution agent specialized in creating actionable implementation
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4. Use consolidated analysis to inform implementation stages and task breakdown
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#### Analysis Dimensions Coverage
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- **Exa Research**: Use `mcp__exa__get_code_context_exa` for technology stack selection and API patterns
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- Architecture patterns and component relationships
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- Implementation conventions and coding standards
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- Module dependencies and integration points
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@@ -85,6 +85,12 @@ ELIF context insufficient OR task has flow control marker:
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**Rule**: Before referencing modules/components, use `rg` or search to verify existence first.
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**MCP Tools Integration**: Use Code Index and Exa for comprehensive development:
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- Find existing patterns: `mcp__code-index__search_code_advanced(pattern="auth.*function")`
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- Locate files: `mcp__code-index__find_files(pattern="src/**/*.ts")`
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- Get API examples: `mcp__exa__get_code_context_exa(query="React authentication hooks", tokensNum="dynamic")`
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- Update after changes: `mcp__code-index__refresh_index()`
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**Test-Driven Development**:
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- Write tests first (red → green → refactor)
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- Focus on core functionality and edge cases
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@@ -159,6 +159,11 @@ if [FAST_MODE]: apply targeted review process
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- Missing or unused imports identification
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- Circular dependency detection
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**MCP Tools Integration**: Use Code Index for comprehensive analysis:
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- Pattern discovery: `mcp__code-index__search_code_advanced(pattern="import.*from", context_lines=2)`
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- File verification: `mcp__code-index__find_files(pattern="**/*.test.js")`
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- Post-review refresh: `mcp__code-index__refresh_index()`
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### Performance
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- Algorithm complexity (time and space)
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- Database query optimization
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@@ -86,17 +86,17 @@ def handle_brainstorm_assignment(prompt):
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### Role-Specific Analysis Dimensions
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| Role | Primary Dimensions | Focus Areas |
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|------|-------------------|--------------|
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| system-architect | architecture_patterns, scalability_analysis, integration_points | Technical design and system structure |
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| ui-designer | user_flow_patterns, component_reuse, design_system_compliance | UI/UX patterns and consistency |
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| business-analyst | process_optimization, cost_analysis, efficiency_metrics, workflow_patterns | Business process and ROI |
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| data-architect | data_models, flow_patterns, storage_optimization | Data structure and flow |
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| security-expert | vulnerability_assessment, threat_modeling, compliance_check | Security risks and compliance |
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| user-researcher | usage_patterns, pain_points, behavior_analysis | User behavior and needs |
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| product-manager | feature_alignment, market_fit, competitive_analysis | Product strategy and positioning |
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| innovation-lead | emerging_patterns, technology_trends, disruption_potential | Innovation opportunities |
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| feature-planner | implementation_complexity, dependency_mapping, risk_assessment | Development planning |
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| Role | Primary Dimensions | Focus Areas | Exa Usage |
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|------|-------------------|--------------|-----------|
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| system-architect | architecture_patterns, scalability_analysis, integration_points | Technical design and system structure | `mcp__exa__get_code_context_exa("microservices patterns")` |
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| ui-designer | user_flow_patterns, component_reuse, design_system_compliance | UI/UX patterns and consistency | `mcp__exa__get_code_context_exa("React design system patterns")` |
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| business-analyst | process_optimization, cost_analysis, efficiency_metrics, workflow_patterns | Business process and ROI | `mcp__exa__get_code_context_exa("business workflow automation")` |
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| data-architect | data_models, flow_patterns, storage_optimization | Data structure and flow | `mcp__exa__get_code_context_exa("database schema patterns")` |
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| security-expert | vulnerability_assessment, threat_modeling, compliance_check | Security risks and compliance | `mcp__exa__get_code_context_exa("security authentication patterns")` |
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| user-researcher | usage_patterns, pain_points, behavior_analysis | User behavior and needs | `mcp__exa__get_code_context_exa("user research methodologies")` |
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| product-manager | feature_alignment, market_fit, competitive_analysis | Product strategy and positioning | `mcp__exa__get_code_context_exa("product management frameworks")` |
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| innovation-lead | emerging_patterns, technology_trends, disruption_potential | Innovation opportunities | `mcp__exa__get_code_context_exa("emerging technology trends")` |
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| feature-planner | implementation_complexity, dependency_mapping, risk_assessment | Development planning | `mcp__exa__get_code_context_exa("agile development patterns")` |
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### Output Integration
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@@ -31,6 +31,7 @@ You are a versatile execution specialist focused on completing high-quality task
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### 1. Context Assessment
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**Input Sources**:
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- User-provided task description and context
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- **MCP Tools Selection**: Choose appropriate tools based on task type (Code Index for codebase, Exa for research)
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- Existing documentation and examples
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- Project CLAUDE.md standards
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- Domain-specific requirements
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@@ -15,11 +15,15 @@ Coordinate parallel execution of `~/.claude/scripts/update_module_claude.sh` scr
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### 1. Analyze Project Structure
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```bash
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# Step 1: Get module list with depth information
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# Step 1: Code Index architecture analysis
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mcp__code-index__search_code_advanced(pattern="class|function|interface", file_pattern="**/*.{ts,js,py}")
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mcp__code-index__find_files(pattern="**/*.{md,json,yaml,yml}")
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# Step 2: Get module list with depth information
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modules=$(Bash(~/.claude/scripts/get_modules_by_depth.sh list))
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count=$(echo "$modules" | wc -l)
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# Step 2: Display project structure
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# Step 3: Display project structure
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Bash(~/.claude/scripts/get_modules_by_depth.sh grouped)
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```
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