Which integrations are available for this server?

Supports building and testing for iOS platforms and simulators, facilitating the analysis of mobile application build outputs and diagnostics. Facilitates structured access to macOS-native development tools, providing token-efficient analysis of build logs and compiler output for Apple ecosystem projects. Enables execution and parsing of Swift Package Manager commands like build and test, with support for extracting test failures and code coverage data. Provides tools for executing Xcode build actions and parsing raw output into structured formats, enabling AI assistants to extract errors, warnings, and test failures.

How do I use xcsift-mcp?

1. Click on "Install Server". 2. Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state. 3. In the chat, type @ followed by the MCP server name and your instructions, e.g., "@xcsift-mcp run swift build and show me the errors" That's it! The server will respond to your query, and you can continue using it as needed. Here is a step-by-step guide with screenshots.

xcsift-mcp

An MCP (Model Context Protocol) server that wraps xcsift, enabling AI coding assistants to parse Xcode build output into structured, token-efficient formats.

Python 3.10+ License: MIT MCP

Overview

xcsift-mcp provides AI coding assistants (like Claude, OpenCode, Cursor, etc.) with tools to:

Parse raw xcodebuild or swift build/test output into structured JSON or TOON format
Execute build commands and get parsed results automatically
Extract errors, warnings, test failures, and linker errors with file/line information
Analyze code coverage from test runs

The output is optimized for token efficiency, with TOON format providing 30-60% fewer tokens compared to JSON.

Quick Start

# Install pip install . # Run the MCP server xcsift-mcp

Then configure your AI assistant to use the server (see Integration below).

Installation

Prerequisites

Python 3.10+
macOS (xcsift is macOS-only)

Install from source

git clone https://github.com/johnnyclem/xcsift_mcp.git cd xcsift_mcp pip install .

Install with development dependencies

pip install -e ".[dev]"

xcsift Binary

The server will automatically download the xcsift binary from GitHub releases on first run if it's not already installed. The binary is cached in ~/.local/share/xcsift-mcp/bin/.

Alternatively, you can install it manually:

# Via Homebrew (recommended) brew install xcsift # Or build from source git clone https://github.com/ldomaradzki/xcsift.git cd xcsift swift build -c release cp .build/release/xcsift /usr/local/bin/

Usage

Running the Server

# Run with stdio transport (default, for Claude Desktop/OpenCode) xcsift-mcp # Or as a Python module python -m xcsift_mcp # Run with HTTP transport (for debugging/web clients) python -m xcsift_mcp --transport http --port 8000

Integration with AI Assistants

Claude Desktop

Add to your claude_desktop_config.json:

{ "mcpServers": { "xcsift": { "command": "python", "args": ["-m", "xcsift_mcp"] } } }

OpenCode

opencode mcp add xcsift -- python -m xcsift_mcp

Cursor

Add to your MCP configuration in Cursor settings, or add to .cursor/mcp.json:

{ "mcpServers": { "xcsift": { "command": "python", "args": ["-m", "xcsift_mcp"] } } }

Available Tools

Parsing Tools

Tool	Description
`parse_xcodebuild_output`	Parse raw xcodebuild/swift output into JSON or TOON format
`extract_errors`	Extract only errors with file/line information
`extract_warnings`	Extract only warnings with file/line/type
`extract_test_failures`	Extract failed tests with assertion messages
`get_build_summary`	Get a quick summary with error/warning counts

Build Execution Tools

Tool	Description
`xcodebuild`	Run xcodebuild and parse output automatically
`swift_build`	Run swift build for SPM projects
`swift_test`	Run swift test with optional coverage
`run_shell_build_command`	Run arbitrary build commands and parse output

Tool Parameters

`parse_xcodebuild_output`

Parameter	Type	Default	Description
`output`	string	required	Raw xcodebuild/swift output (use `2>&1` to capture stderr)
`format`	`"json"` \| `"toon"`	`"json"`	Output format
`include_warnings`	bool	`false`	Include detailed warnings list
`include_coverage`	bool	`false`	Include coverage data if available

`xcodebuild`

Parameter	Type	Default	Description
`action`	`"build"` \| `"test"` \| `"clean"` \| `"analyze"`	`"build"`	Build action
`scheme`	string	none	Scheme to build
`project`	string	none	Path to .xcodeproj
`workspace`	string	none	Path to .xcworkspace
`destination`	string	none	Destination (e.g., `"platform=iOS Simulator,name=iPhone 15"`)
`configuration`	`"Debug"` \| `"Release"`	none	Build configuration
`enable_code_coverage`	bool	`false`	Enable coverage for tests
`output_format`	`"json"` \| `"toon"`	`"json"`	Output format
`timeout`	int	`600`	Timeout in seconds

`swift_build`

Parameter	Type	Default	Description
`configuration`	`"debug"` \| `"release"`	`"debug"`	Build configuration
`package_path`	string	none	Path to Swift package
`target`	string	none	Specific target to build
`output_format`	`"json"` \| `"toon"`	`"json"`	Output format
`timeout`	int	`300`	Timeout in seconds

`swift_test`

Parameter	Type	Default	Description
`package_path`	string	none	Path to Swift package
`filter_test`	string	none	Filter tests (e.g., `"MyTests.testFoo"`)
`enable_code_coverage`	bool	`false`	Enable coverage collection
`parallel`	bool	`true`	Run tests in parallel
`output_format`	`"json"` \| `"toon"`	`"json"`	Output format
`timeout`	int	`600`	Timeout in seconds

Example Usage

Parse existing build output

# In your AI assistant result = parse_xcodebuild_output( output="<raw xcodebuild output>", format="toon", # or "json" include_warnings=True )

Run build and get parsed results

result = xcodebuild( action="build", scheme="MyApp", destination="platform=iOS Simulator,name=iPhone 15", output_format="json" )

Run tests with coverage

result = swift_test( enable_code_coverage=True, output_format="toon" )

Extract just the errors

errors = extract_errors(output="<raw xcodebuild output>") # Returns: [{"file": "main.swift", "line": 15, "message": "..."}]

Output Formats

JSON Format

Standard structured JSON output:

{ "status": "failed", "summary": { "errors": 1, "warnings": 3, "failed_tests": 0, "linker_errors": 0, "build_time": "3.2s" }, "errors": [ { "file": "main.swift", "line": 15, "message": "use of undeclared identifier 'unknown'" } ], "warnings": [ { "file": "view.swift", "line": 20, "message": "variable 'temp' was never used", "type": "compile" } ] }

TOON Format (Token-Optimized)

30-60% fewer tokens than JSON:

status: failed summary: errors: 1 warnings: 3 failed_tests: 0 linker_errors: 0 build_time: 3.2s errors[1]{file,line,message}: main.swift,15,"use of undeclared identifier 'unknown'" warnings[1]{file,line,message,type}: view.swift,20,"variable 'temp' was never used","compile"

When to use each format:

JSON: When you need to parse the output programmatically or integrate with other tools
TOON: When sending to an LLM to reduce token usage and API costs

Available Resources

Resource URI	Description
`xcsift://version`	xcsift version and installation info
`xcsift://config-template`	Example .xcsift.toml configuration
`xcsift://output-formats`	Documentation about output formats
`xcsift://help`	Comprehensive help documentation

Available Prompts

Prompt	Description	Arguments
`analyze_build_failure`	Template for analyzing build failures	`errors`, `code_context`
`fix_compiler_errors`	Template for fixing Swift/ObjC compiler errors	`errors`, `file_content`
`improve_test_coverage`	Template for improving test coverage	`coverage_report`, `target_coverage`
`debug_test_failures`	Template for debugging test failures	`test_output`, `test_code`
`fix_linker_errors`	Template for fixing linker errors	`linker_errors`, `project_structure`
`analyze_build_performance`	Template for analyzing build performance	`build_info`

Development

Running Tests

pytest

Running Tests with Coverage

pytest --cov=xcsift_mcp

Code Formatting

ruff format . ruff check .

Project Structure

xcsift_mcp/ ├── src/xcsift_mcp/ │ ├── __init__.py # Package init │ ├── __main__.py # Entry point │ ├── server.py # FastMCP server │ ├── xcsift_installer.py # Auto-download xcsift │ ├── resources.py # MCP resources │ ├── prompts.py # Prompt templates │ └── tools/ │ ├── parse.py # Parsing tools │ └── build.py # Build execution tools ├── tests/ │ ├── fixtures/ # Sample build outputs │ └── test_*.py # Test files ├── pyproject.toml └── README.md

Architecture

┌─────────────────────────────────────────────────────────────────┐ │ AI Assistant (Claude, OpenCode, etc.) │ └─────────────────────────────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────────────────────────────┐ │ MCP Protocol (stdio/HTTP) │ └─────────────────────────────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────────────────────────────┐ │ xcsift MCP Server (Python) │ │ ┌─────────────────┐ ┌──────────────────┐ ┌────────────────┐ │ │ │ Tools (9) │ │ Resources (4) │ │ Prompts (6) │ │ │ │ - parse_output │ │ - version │ │ - analyze │ │ │ │ - xcodebuild │ │ - config │ │ - fix_errors │ │ │ │ - swift_build │ │ - formats │ │ - coverage │ │ │ │ - swift_test │ │ - help │ │ - debug │ │ │ └─────────────────┘ └──────────────────┘ └────────────────┘ │ └─────────────────────────────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────────────────────────────┐ │ xcsift CLI (subprocess) │ └─────────────────────────────────────────────────────────────────┘

Troubleshooting

xcsift not found

If xcsift cannot be downloaded automatically, install it manually:

brew install xcsift

Permission denied

Ensure the xcsift binary has execute permissions:

chmod +x ~/.local/share/xcsift-mcp/bin/xcsift

Build timeout

Increase the timeout parameter for long builds:

xcodebuild(scheme="MyApp", timeout=1200) # 20 minutes

License

MIT License - see LICENSE for details.

Credits

xcsift - The Swift CLI tool that does the actual parsing
MCP Python SDK - Model Context Protocol implementation