z3-solver-mcp-server
Enables solving constraint satisfaction problems, mathematical equations, and logic puzzles using the Z3 SMT solver through natural language.
README
Z3 SMT Solver MCP Server
A Model Context Protocol (MCP) server that provides SMT (Satisfiability Modulo Theories) solving capabilities using the Z3 theorem prover. This server allows Claude and other MCP clients to solve complex constraint satisfaction problems, mathematical equations, logic puzzles, and optimization problems.
Features
- SMT-LIB2 Support: Accepts problems in the standard SMT-LIB2 format
- Z3 Integration: Powered by Microsoft's Z3 theorem prover
- Mathematical Problem Solving: Handle algebra, logic, optimization, and constraint satisfaction
- Simple Interface: Single tool with string input/output
Installation
Prerequisites
- Python 3.8 or higher
- uv (recommended) or pip
Setup
- Clone this repository:
git clone <repository-url>
cd z3-mcp-server
- Install dependencies:
uv sync
Or with pip:
pip install z3-solver mcp
- Make the server executable:
chmod +x src/z3_mcp_server/main.py
Usage
With Claude Desktop
Add the server to your Claude Desktop configuration file:
macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%/Claude/claude_desktop_config.json
{
"mcpServers": {
"z3-solver": {
"command": "uv",
"args": ["--directory", "/path/to/z3-mcp-server", "run", "main.py"],
"env": {}
}
}
}
Example Problems
Once configured, you can ask Claude to solve various types of problems:
Age Problems:
"Joey is 20 years younger than Becky. In two years, Becky will be twice as old as Joey. How old are they?"
Algebra:
"Find integers x and y such that 2x + 3y = 17 and both are positive."
Logic Puzzles:
"Three people have ages 21, 22, and 23. Alice is not 21, and Bob is older than Alice. What are their ages?"
Optimization:
"A farmer has 100 feet of fencing. What rectangular dimensions maximize the enclosed area?"
Tool Reference
solve_smt_lib2
Solves constraint problems specified in SMT-LIB2 format.
Parameters:
problem(string): The constraint problem in SMT-LIB2 syntax
Returns:
- String containing the solver result:
sat+ model if satisfiableunsatif no solution existsunknownif solver cannot determine- Error message if parsing fails
Example SMT-LIB2 Input:
(declare-const x Int)
(declare-const y Int)
(assert (= (+ x y) 10))
(assert (= (* x y) 21))
(check-sat)
(get-model)
SMT-LIB2 Quick Reference
Basic Syntax
(declare-const name Type)- Declare a variable(assert condition)- Add a constraint(check-sat)- Check if constraints are satisfiable(get-model)- Get variable assignments (if sat)
Types
Int- IntegersReal- Real numbersBool- Boolean values
Operations
- Arithmetic:
+,-,*,/,mod - Comparison:
=,<,>,<=,>= - Logic:
and,or,not - Special:
distinct(all different)
Transport Support
Currently supports:
- stdio: For use with Claude Desktop and similar local clients
Planned:
- HTTP/WebSocket: For web-based integrations
Troubleshooting
Common Issues
- Server not starting: Ensure Python and z3-solver are properly installed
- Permission denied: Make sure the main.py file is executable
- Import errors: Verify all dependencies are installed in the correct environment
Debug Mode
Run the server directly in the Inspector:
npx @modelcontextprotocol/inspector src/z3_mcp_server/main.py uv --directory /path/to/z3-mcp-server run main.py
Contributing
Contributions are welcome! Please:
- Fork the repository
- Create a feature branch
- Add tests for new functionality
- Submit a pull request
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