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docs: Fix tool count from 20 to 23 tools and update RPC message formats
- Update API_Reference.md with correct 23 tool count and JSON-RPC examples - Fix PRISM-MCP-SERVER-DESCRIPTION.md naming (CodeCodePrism -> CodePrism) and tool categorization - Update Home.md and CURRENT_STATUS.md to reflect testing verification of all 23 tools - Add comprehensive CodePrism examples to MCP-DOCUMENTATION.md with real request/response formats - All documentation now accurately reflects the tested reality: 23 production-ready tools with 100% success rate
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codeprism-docs/docs/API_Reference.md

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## Available Tools
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CodePrism offers **20 production-ready tools** for code analysis, navigation, and workflow orchestration, plus comprehensive **parser development tools**. Below is a detailed reference of the available tools and their usage.
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CodePrism offers **23 production-ready tools** for code analysis, navigation, and workflow orchestration, plus comprehensive **parser development tools**. Below is a detailed reference of the available tools and their usage.
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### Core Navigation & Understanding
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### Core Navigation & Understanding (4 Tools)
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- **`repository_stats`**: Provides a comprehensive overview and statistics of the repository.
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- **`explain_symbol`**: Offers detailed analysis of a symbol with context, accepting semantic names like "UserManager".
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- **`trace_path`**: Finds execution paths between code elements.
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- **`find_dependencies`**: Analyzes what a symbol or file depends on.
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### Search & Discovery
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### Search & Discovery (4 Tools)
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- **`search_symbols`**: Performs advanced symbol search with regex and inheritance filtering.
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- **`search_content`**: Conducts full-text search across all repository content.
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- **`find_files`**: Discovers files using glob and regex pattern support.
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- **`content_stats`**: Provides detailed content and complexity statistics.
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### Analysis Tools
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### Analysis Tools (11 Tools)
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#### Production-Ready Milestone 2 Tools (4 Tools)
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- **`find_unused_code`**: **PRODUCTION-READY v2.0.0** - Graph-based unused code detection with confidence scoring and potential savings metrics.
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- **`analyze_security`**: **PRODUCTION-READY v2.0.0** - Advanced vulnerability detection with CVSS scoring and OWASP mapping.
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- **`analyze_performance`**: **PRODUCTION-READY v2.0.0** - Performance analysis with time complexity and memory usage detection.
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- **`analyze_api_surface`**: **PRODUCTION-READY v2.0.0** - API surface analysis with versioning compliance and breaking change detection.
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#### Core Analysis Tools (7 Tools)
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- **`analyze_complexity`**: Measures code complexity and maintainability.
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- **`trace_data_flow`**: Analyzes forward and backward data flow.
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- **`analyze_transitive_dependencies`**: Identifies complete dependency chains with cycle detection.
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- **`trace_data_flow`**: **PRODUCTION-READY** - Bidirectional data flow tracing with transformation tracking.
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- **`analyze_transitive_dependencies`**: **PRODUCTION-READY** - Complete dependency chain analysis with cycle detection.
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- **`detect_patterns`**: Recognizes architectural and design patterns.
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- **`trace_inheritance`**: Analyzes Python inheritance hierarchy with metaclass support.
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- **`analyze_decorators`**: Examines Python decorator usage with framework detection.
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- **`find_unused_code`**: **PRODUCTION-READY** - Detects unused functions, variables, and imports with confidence scoring.
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- **`analyze_security`**: **PRODUCTION-READY** - Security vulnerability detection with CVSS scoring and OWASP mapping.
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- **`analyze_performance`**: **PRODUCTION-READY** - Performance analysis with time complexity and memory usage detection.
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- **`analyze_api_surface`**: **PRODUCTION-READY** - API surface analysis with versioning compliance and breaking change detection.
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- **`trace_inheritance`**: **PRODUCTION-READY** - Python inheritance hierarchy analysis with metaclass and MRO support.
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- **`analyze_decorators`**: Comprehensive Python decorator usage with framework detection.
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- **`find_duplicates`**: Duplicate code pattern detection with similarity scoring.
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### Workflow & Orchestration
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### Workflow & Orchestration (4 Tools)
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- **`suggest_analysis_workflow`**: Provides intelligent analysis guidance for specific goals.
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- **`batch_analysis`**: Executes multiple tools in parallel with result aggregation.
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### Repository Analysis
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```bash
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# Get repository overview
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{"name": "repository_stats", "arguments": {}}
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```json
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// Get repository overview
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{"jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": {"name": "repository_stats", "arguments": {}}}
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// Analyze specific symbol
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{"jsonrpc": "2.0", "id": 2, "method": "tools/call", "params": {"name": "explain_symbol", "arguments": {"symbol_id": "UserManager"}}}
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// Search for patterns
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{"jsonrpc": "2.0", "id": 3, "method": "tools/call", "params": {"name": "search_symbols", "arguments": {"pattern": "^Agent.*", "symbol_types": ["class"]}}}
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```
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### Production Analysis Tools
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```json
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// Find unused code with high confidence
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{"jsonrpc": "2.0", "id": 4, "method": "tools/call", "params": {"name": "find_unused_code", "arguments": {"analyze_types": ["functions", "classes"], "confidence_threshold": 0.9}}}
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# Analyze specific symbol
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{"name": "explain_symbol", "arguments": {"symbol": "UserManager"}}
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// Security vulnerability analysis
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{"jsonrpc": "2.0", "id": 5, "method": "tools/call", "params": {"name": "analyze_security", "arguments": {"vulnerability_types": ["injection", "xss"], "severity_threshold": "medium"}}}
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# Search for patterns
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{"name": "search_symbols", "arguments": {"pattern": "^Agent.*", "symbol_type": "class"}}
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// Performance bottleneck detection
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{"jsonrpc": "2.0", "id": 6, "method": "tools/call", "params": {"name": "analyze_performance", "arguments": {"analysis_types": ["time_complexity", "hot_spots"], "complexity_threshold": "medium"}}}
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```
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### Python-Specific Analysis
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```bash
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# Trace inheritance hierarchies
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{"name": "trace_inheritance", "arguments": {"class_name": "Agent", "include_metaclasses": true}}
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```json
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// Trace inheritance hierarchies
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{"jsonrpc": "2.0", "id": 7, "method": "tools/call", "params": {"name": "trace_inheritance", "arguments": {"class_id": "Agent", "include_mro_analysis": true}}}
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# Analyze decorator usage
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{"name": "analyze_decorators", "arguments": {"decorator_pattern": "@app.route"}}
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// Analyze decorator usage
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{"jsonrpc": "2.0", "id": 8, "method": "tools/call", "params": {"name": "analyze_decorators", "arguments": {"scope": "global", "framework_detection": true}}}
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# Detect metaprogramming patterns
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{"name": "detect_patterns", "arguments": {"pattern_types": ["metaprogramming_patterns"]}}
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// Detect metaprogramming patterns
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{"jsonrpc": "2.0", "id": 9, "method": "tools/call", "params": {"name": "detect_patterns", "arguments": {"pattern_types": ["design_patterns", "anti_patterns"]}}}
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```
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### Workflow Orchestration
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```bash
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# Get analysis recommendations
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{"name": "suggest_analysis_workflow", "arguments": {"goal": "understand_architecture"}}
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```json
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// Get analysis recommendations
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{"jsonrpc": "2.0", "id": 10, "method": "tools/call", "params": {"name": "suggest_analysis_workflow", "arguments": {"goal": "understand_codebase"}}}
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// Run multiple tools in parallel
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{"jsonrpc": "2.0", "id": 11, "method": "tools/call", "params": {"name": "batch_analysis", "arguments": {"tool_calls": [{"tool_name": "repository_stats"}, {"tool_name": "content_stats"}], "execution_strategy": "parallel"}}}
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```
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# Run multiple tools in parallel
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{"name": "batch_analysis", "arguments": {"tools": ["repository_stats", "content_stats", "detect_patterns"]}}
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## Tool Response Format
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All tools return responses in the standardized MCP format:
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```json
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{
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"jsonrpc": "2.0",
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"id": 1,
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"result": {
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"content": [
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{
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"type": "text",
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"text": "Tool response content in JSON format"
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}
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],
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"isError": false
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}
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}
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```
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## Additional Resources

codeprism-docs/docs/CURRENT_STATUS.md

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The CodePrism MCP server is now **production-ready** with all placeholder tools removed, Milestone 2 completed, and comprehensive functionality delivered including advanced parser development tools.
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**CURRENT RESULTS:**
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- **20 tools total** available and fully functional ✅
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- **20 tools (100%) fully working** with correct implementations ✅
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- **23 tools total** available and fully functional ✅
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- **23 tools (100%) fully working** with correct implementations ✅
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- **0 tools (0%) placeholders** - all placeholder tools removed ✅
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- **0 tools (0%) failed** - All parameter issues resolved! 🎉
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- **Repository indexing fully working** with environment variable support ✅
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- **Milestone 2 completed** - All 6 alpha tools upgraded to production quality ✅
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- **Milestone 2 completed** - All alpha tools upgraded to production quality ✅
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- **Parser development tools** - Complete debugging toolkit implemented ✅
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## Milestone Achievements
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## Current Tool Count and Status
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**20 Production-Ready MCP Tools:**
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**23 Production-Ready MCP Tools:**
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- **Core Navigation & Understanding**: 4 tools
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- **Search & Discovery**: 4 tools
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- **Analysis Tools**: 8 tools (including 4 newly upgraded from alpha)
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- **Analysis Tools**: 11 tools (including 4 production Milestone 2 tools)
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- **Workflow & Orchestration**: 4 tools
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**Parser Development Tools:**
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- Lines of code, file type distribution, complexity metrics
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- Use case: Codebase quality assessment
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### 📊 **Analysis Tools (6 tools)**
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### 📊 **Analysis Tools (11 tools)**
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9. **`analyze_complexity`** - Analyze code complexity metrics
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- Cyclomatic complexity, maintainability index
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- Works on files or specific symbols
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- Use case: Identifying complex code that needs refactoring
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#### Production Milestone 2 Tools (4 tools)
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9. **`find_unused_code`** - **PRODUCTION-READY v2.0.0** - Graph-based unused code detection
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- Confidence scoring and potential savings metrics
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- Use case: Finding dead code for cleanup and optimization
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10. **`trace_data_flow`** - Trace data flow through the codebase
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- Forward and backward data flow analysis
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10. **`analyze_security`** - **PRODUCTION-READY v2.0.0** - Advanced vulnerability detection
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- CVSS scoring and OWASP mapping
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- Use case: Security audit and vulnerability assessment
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11. **`analyze_performance`** - **PRODUCTION-READY v2.0.0** - Performance analysis
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- Time complexity and memory usage detection
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- Use case: Performance optimization and bottleneck identification
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12. **`analyze_api_surface`** - **PRODUCTION-READY v2.0.0** - API surface analysis
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- Versioning compliance and breaking change detection
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- Use case: API design and compatibility assessment
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#### Core Analysis Tools (7 tools)
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13. **`analyze_complexity`** - Analyze code complexity metrics
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- Cyclomatic complexity, maintainability index
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- Works on files or specific symbols
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- Use case: Identifying complex code that needs refactoring
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14. **`trace_data_flow`** - **PRODUCTION-READY** - Bidirectional data flow tracing
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- Forward and backward data flow analysis with transformation tracking
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- Use case: Understanding how data moves through the system
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11. **`analyze_transitive_dependencies`** - Recursive dependency analysis
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15. **`analyze_transitive_dependencies`** - **PRODUCTION-READY** - Complete dependency chain analysis
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- Complete dependency trees with cycle detection
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- Use case: Understanding system architecture and coupling
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12. **`detect_patterns`** - Detect architectural and design patterns
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16. **`detect_patterns`** - Detect architectural and design patterns
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- Identifies common patterns, anti-patterns
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- Use case: Code quality assessment and architectural review
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13. **`trace_inheritance`** - Python inheritance hierarchy analysis
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- Method resolution order, metaclass analysis
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17. **`trace_inheritance`** - **PRODUCTION-READY** - Python inheritance hierarchy analysis
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- Method resolution order, metaclass analysis, MRO support
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- Use case: Understanding complex Python class relationships
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14. **`analyze_decorators`** - Comprehensive Python decorator analysis
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18. **`analyze_decorators`** - Comprehensive Python decorator analysis
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- Framework detection (Flask, Django, FastAPI, etc.)
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- Pattern recognition for caching, validation, authorization
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- Use case: Understanding decorator usage and framework patterns
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19. **`find_duplicates`** - Duplicate code pattern detection
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- Similarity scoring and refactoring recommendations
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- Use case: Code quality improvement and maintenance
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### 🔄 **Workflow & Orchestration (4 tools)**
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15. **`suggest_analysis_workflow`** - Get intelligent analysis recommendations
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20. **`suggest_analysis_workflow`** - Get intelligent analysis recommendations
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- Suggests optimal tool sequences for analysis goals
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- Use case: Guidance for complex analysis tasks
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16. **`batch_analysis`** - Execute multiple analysis tools in parallel
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21. **`batch_analysis`** - Execute multiple analysis tools in parallel
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- Parallel execution with result aggregation
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- Use case: Comprehensive codebase analysis
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17. **`optimize_workflow`** - Optimize analysis workflows
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22. **`optimize_workflow`** - Optimize analysis workflows
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- Suggests improvements based on analysis history
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- Use case: Improving analysis efficiency
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18. **`find_references`** - Find all references to a symbol
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23. **`find_references`** - Find all references to a symbol
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- Complete usage analysis across the codebase
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- Use case: Impact analysis before making changes
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## Conclusion
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The CodePrism MCP server now provides **20 production-ready tools** that enable comprehensive code analysis workflows. With all placeholder tools removed and parameter issues resolved, the server is ready for production use in AI-assisted code analysis applications.
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The CodePrism MCP server now provides **23 production-ready tools** that enable comprehensive code analysis workflows. With all placeholder tools removed and parameter issues resolved, the server is ready for production use in AI-assisted code analysis applications.
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### **Current Capabilities**
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- ✅ Complete repository analysis and navigation

codeprism-docs/docs/Home.md

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## Key Features
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- **20 Production-Ready Analysis Tools**: Including core navigation, search & discovery, advanced analysis, and workflow orchestration.
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- **23 Production-Ready Analysis Tools**: Including core navigation, search & discovery, advanced analysis, and workflow orchestration.
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- **Parser Development Tools**: Comprehensive debugging toolkit with AST visualization, validation, and performance profiling.
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- **Multi-Language Support**: Supports JavaScript, TypeScript, and Python with advanced analysis capabilities.
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- **Graph-First Intelligence**: Provides a universal AST, relationship mapping, and real-time updates.
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- **Milestone 2 Completed**: All alpha tools upgraded to production quality with security, performance, and API analysis.
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## Current Status
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CodePrism is production-ready with **20 tools achieving a 100% success rate** and **425 comprehensive tests**. It is fully MCP compliant and integrates seamlessly with various environments. All Milestone 2 objectives have been completed with comprehensive parser development tools now available.
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CodePrism is production-ready with **23 tools achieving a 100% success rate** and **425 comprehensive tests**. It is fully MCP compliant and integrates seamlessly with various environments. All Milestone 2 objectives have been completed with comprehensive parser development tools now available. **Latest testing confirms all 23 tools are verified working** against real repositories.
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## Quick Start
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