SwiftLens is a Model Context Protocol (MCP) server that provides deep, semantic-level analysis of Swift codebases to any AI models. By integrating directly with Apple's SourceKit-LSP, SwiftLens enables AI models to understand Swift code with compiler-grade accuracy.
Project description
SwiftLens: MCP Server for Swift Code Semantic Analysis
SwiftLens is a Model Context Protocol (MCP) server that provides deep, semantic-level analysis of Swift codebases to AI agents. By integrating directly with Apple's SourceKit-LSP, SwiftLens enables AI models to understand Swift code with compiler-grade accuracy.
Features
SwiftLens bridges AI models and Swift development through:
AI Agent (Claude/GPT) → MCP Protocol → SwiftLens → SourceKit-LSP → Swift Code
Core Capabilities
- LSP-Powered Semantic Analysis: Leverages SourceKit-LSP for Xcode-grade accuracy
- Token-Optimized Output: Minimizes token usage for AI interactions
- Real-time Code Understanding: Analyzes Swift files with full language feature support
- Cross-file Navigation: Symbol references, definitions, and project-wide analysis
- Code Modification Tools: Safe, atomic file operations for AI-driven refactoring
- Zero Configuration: Works out-of-the-box with standard Swift projects
Supported Swift Features
- Modern Swift syntax (actors, async/await, property wrappers, result builders)
- Generic types and protocols
- Swift Package Manager and Xcode projects
- Unicode identifiers and symbols
- Complex nested types and extensions
Installation
Prerequisites
- macOS (required for SourceKit-LSP)
- Python 3.10+
- Xcode (full installation from App Store, not just Command Line Tools)
Quick Start
Configure for Claude Code / Gemini CLI
Add to your json configuration file mcpServers section:
{
"mcpServers": {
"swiftlens": {
"command": "uvx",
"args": ["swiftlens"]
}
}
}
SourceKit LSP Index
SwiftLens will need proper sourcekit-lsp index in order to work properly you can either
Ask AI to build your index
"hey claude, run swift_build_index tool"
Building Your Project Index Manually
SwiftLens requires an index store for cross-file analysis. Build it with:
# Navigate to your Swift project
cd /path/to/your/swift/project
# Build with index store
swift build -Xswiftc -index-store-path -Xswiftc .build/index/store
Important: Rebuilding of the index is required when you:
- Add new Swift files
- Change public interfaces
- Notice missing symbol references
Available Tools
SwiftLens provides 15 tools for Swift code analysis:
Single-File Analysis (No Index Required)
swift_analyze_file- Analyze structure and symbols in a Swift fileswift_analyze_multiple_files- Batch analyze multiple filesswift_summarize_file- Get symbol counts and file summaryswift_get_symbols_overview- Extract top-level type declarationsswift_get_declaration_context- Get fully-qualified symbol pathsswift_get_file_imports- Extract import statementsswift_validate_file- Validate syntax and types with swiftcswift_check_environment- Verify Swift development setupswift_build_index- Build index store db of current project for sourcekit-lsp
Cross-File Analysis (Requires Index)
swift_find_symbol_references- Find all references to a symbolswift_get_symbol_definition- Jump to symbol definitionswift_get_hover_info- Get type info and documentation
Code Modification
swift_replace_symbol_body- Replace function/type body
Utilities
swift_search_pattern- Search with regex patternsget_tool_help- Get help for any tool
Example Usage
Ask your AI agent:
"Analyze the UserManager.swift file and find all references to the login() method"
The AI will use SwiftLens tools to:
- Analyze the file structure
- Locate the login method
- Find all project-wide references
- Provide insights based on the analysis
Real-time Dashboard (CURRENT NOT WORKING, REWORK IMPLEMENTATION PLANNED)
SwiftLens includes a web dashboard for monitoring AI interactions:
- URL: http://localhost:53729 (when server is running)
- Features: Live tool execution logs, usage analytics, session tracking
- Security: Localhost-only access, no external connections
Troubleshooting
"Symbol not found" or "No references found"
Rebuild your index:
swift build -Xswiftc -index-store-path -Xswiftc .build/index/store
New files not recognized
New files need to be indexed:
swift build -Xswiftc -index-store-path -Xswiftc .build/index/store
SourceKit-LSP not found
Ensure Xcode is properly installed:
xcode-select -p # Should show Xcode path
xcrun sourcekit-lsp --help # Should show help text
LSP Limitations
Known SourceKit-LSP Limitations
The Swift Context MCP Server accurately reflects SourceKit-LSP's capabilities. The following are known limitations of SourceKit-LSP itself, not bugs in this tool:
Hover Information
- Limited support for local variables: Hover info may not be available for local variables within function bodies
- Property access issues: Expressions like
object.propertyoften don't provide hover information when inside functions - Method call limitations: Hover on method calls with parameters may return incorrect or no information
- Success rate: Hover typically works well for type declarations, method signatures, and top-level symbols, but has approximately 44% success rate for expressions within function bodies
These limitations exist because SourceKit-LSP:
- Does not perform background indexing
- May skip function body analysis in certain configurations
- Is still in early development with acknowledged "rough edges"
For the most up-to-date status, see the SourceKit-LSP repository.
Development
Running Tests
# All tests
make test
# Unit tests only (fast, no LSP required)
make test-unit
# LSP integration tests
make test-lsp
# Check environment
make check-env
Code Quality
# Format code
./format.sh
# Check formatting
./format.sh check
License - FULLY AVAILABLE TO YOU FOR FREE (PERSONAL USE ONLY UNDER ELASTIC 2.0 LICENSE)
SwiftLens is licensed under the Elastic License 2.0:
- ✅ Free for personal use and evaluation
- ⚠️ Commercial use requires a license
See LICENSE.md for details.
Contributing
We welcome contributions! Areas where you can help:
- 🐛 Bug reports and fixes
- 📝 Documentation improvements
- 🧪 Test coverage expansion
- 🔧 New analysis capabilities
Support
- Issues: GitHub Issues
SwiftLens - Bringing compiler-grade Swift understanding to AI development
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