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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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# MCP Tool Strategy: Triggers & Workflows
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## ⚡ Triggering Mechanisms
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**Auto-Trigger Scenarios**:
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- User mentions "exa-code" or code-related queries → `mcp__exa__get_code_context_exa`
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- Need current web information → `mcp__exa__web_search_exa`
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- Finding code patterns/files → `mcp__code-index__search_code_advanced`
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- Locating specific files → `mcp__code-index__find_files`
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**Manual Trigger Rules**:
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- Complex API research → Exa Code Context
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- Architecture pattern discovery → Exa Code Context + Gemini analysis
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- Real-time information needs → Exa Web Search
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- Codebase exploration → Code Index tools first, then Gemini analysis
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## 🎯 Available MCP Tools
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### Exa Code Context (mcp__exa__get_code_context_exa)
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**Purpose**: Search and get relevant context for programming tasks
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**Strengths**: Highest quality context for libraries, SDKs, and APIs
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**Best For**: Code examples, API patterns, learning frameworks
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**Usage**:
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```bash
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mcp__exa__get_code_context_exa(
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query="React useState hook examples",
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tokensNum="dynamic" # or 1000-50000
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)
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```
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**Examples**: "React useState", "Python pandas filtering", "Express.js middleware"
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### Exa Web Search (mcp__exa__web_search_exa)
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**Purpose**: Real-time web searches with content scraping
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**Best For**: Current information, research, recent solutions
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**Usage**:
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```bash
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mcp__exa__web_search_exa(
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query="latest React 18 features",
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numResults=5 # default: 5
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)
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```
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### Code Index Tools (mcp__code-index__)
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**核心方法**: `search_code_advanced`, `find_files`, `refresh_index`
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**核心搜索**:
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```bash
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mcp__code-index__search_code_advanced(pattern="function.*auth", file_pattern="*.ts")
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mcp__code-index__find_files(pattern="*.test.js")
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mcp__code-index__refresh_index() # git操作后刷新
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```
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**实用场景**:
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- **查找代码**: `search_code_advanced(pattern="old.*API")`
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- **定位文件**: `find_files(pattern="src/**/*.tsx")`
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- **更新索引**: `refresh_index()` (git操作后)
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## 📊 Tool Selection Matrix
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| Task | MCP Tool | Use Case | Integration |
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|------|----------|----------|-------------|
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| **Code Context** | Exa Code | API examples, patterns | → Gemini analysis |
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| **Research** | Exa Web | Current info, trends | → Planning phase |
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| **Code Search** | Code Index | Pattern discovery, file location | → Gemini analysis |
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| **Navigation** | Code Index | File exploration, structure | → Architecture phase |
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## 🚀 Integration Patterns
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### Standard Workflow
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```bash
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# 1. Explore codebase structure
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mcp__code-index__find_files(pattern="*async*")
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mcp__code-index__search_code_advanced(pattern="async.*function", file_pattern="*.ts")
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# 2. Get external context
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mcp__exa__get_code_context_exa(query="TypeScript async patterns", tokensNum="dynamic")
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# 3. Analyze with Gemini
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cd "src/async" && ~/.claude/scripts/gemini-wrapper -p "
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PURPOSE: Understand async patterns
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CONTEXT: Code index results + Exa context + @{src/async/**/*}
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EXPECTED: Pattern analysis
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RULES: Focus on TypeScript best practices
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"
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# 4. Implement with Codex
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codex -C src/async --full-auto exec "Apply modern async patterns" -s danger-full-access
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```
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### Enhanced Planning
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1. **Explore codebase** with Code Index tools
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2. **Research** with Exa Web Search
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3. **Get code context** with Exa Code Context
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4. **Analyze** with Gemini
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5. **Architect** with Qwen
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6. **Implement** with Codex
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## 🔧 Best Practices
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### Code Index
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- **Search first** - Use before external tools for codebase exploration
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- **Refresh after git ops** - Keep index synchronized
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- **Pattern specificity** - Use precise regex patterns for better results
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- **File patterns** - Combine with glob patterns for targeted search
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### Exa Code Context
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- **Use "dynamic" tokens** for efficiency
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- **Be specific** - include technology stack
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- **MANDATORY** when user mentions exa-code or code queries
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### Exa Web Search
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- **Default 5 results** usually sufficient
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- **Use for current info** - supplement knowledge cutoff
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## 🎯 Common Scenarios
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### Learning New Technology
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```bash
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# Explore existing patterns + get examples + research + analyze
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mcp__code-index__search_code_advanced(pattern="router|routing", file_pattern="*.ts")
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mcp__exa__get_code_context_exa(query="Next.js 14 app router", tokensNum="dynamic")
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mcp__exa__web_search_exa(query="Next.js 14 best practices 2024", numResults=3)
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cd "src/app" && ~/.claude/scripts/gemini-wrapper -p "Learn Next.js patterns"
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```
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### Debugging
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```bash
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# Find similar patterns + solutions + fix
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mcp__code-index__search_code_advanced(pattern="similar.*error", file_pattern="*.ts")
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mcp__exa__get_code_context_exa(query="TypeScript generic constraints", tokensNum="dynamic")
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codex --full-auto exec "Fix TypeScript issues" -s danger-full-access
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```
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### Codebase Exploration
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```bash
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# Comprehensive codebase understanding workflow
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mcp__code-index__set_project_path(path="/current/project") # 设置项目路径
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mcp__code-index__refresh_index() # 刷新索引
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mcp__code-index__find_files(pattern="*auth*") # Find auth-related files
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mcp__code-index__search_code_advanced(pattern="function.*auth", file_pattern="*.ts") # Find auth functions
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mcp__code-index__get_file_summary(file_path="src/auth/index.ts") # Understand structure
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cd "src/auth" && ~/.claude/scripts/gemini-wrapper -p "Analyze auth architecture"
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```
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### Project Setup Workflow
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```bash
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# 新项目初始化流程
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mcp__code-index__set_project_path(path="/path/to/new/project")
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mcp__code-index__get_settings_info() # 确认设置
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mcp__code-index__refresh_index() # 建立索引
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mcp__code-index__configure_file_watcher(enabled=true) # 启用文件监控
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mcp__code-index__get_file_watcher_status() # 确认监控状态
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```
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## ⚡ Performance Tips
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- **Code Index first** → explore codebase before external tools
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- **Use "dynamic" tokens** for Exa Code Context
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- **MCP first** → gather context before analysis
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- **Focus queries** - avoid overly broad searches
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- **Integrate selectively** - use relevant context only
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- **Refresh index** after major git operations
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