An intelligent MCP server for wise mise task management and organization
Project description
🎯 Wise Mise MCP
The intelligent MCP server that transforms mise task management with AI-powered analysis and domain expertise
Stop wrestling with mise configuration. Wise Mise MCP brings enterprise-grade intelligence to your mise workflow, automatically analyzing your project structure and creating perfectly organized, maintainable task architectures that scale with your development needs.
Why Wise Mise MCP?
🧠 Intelligent Task Analysis
- Automatically analyzes your project structure to extract meaningful tasks
- Understands 10+ technology domains (build, test, lint, deploy, CI/CD, etc.)
- Suggests optimal task organization and dependency patterns
🏗️ Architecture-Aware
- Follows mise best practices with hierarchical task organization
- Supports complex dependency graphs with source/output tracking
- Optimizes for incremental builds and performance
🔧 Developer Experience
- Integrates seamlessly with any MCP-compatible client
- Provides detailed explanations and recommendations
- Reduces cognitive load of task management
Quick Start
Using UVX (Recommended)
# Just run this to start Wise Mise MCP with UVX
uvx wise-mise-mcp
# Or install globally
uv tool install wise-mise-mcp
Traditional pip
pip install wise-mise-mcp
Add to Your MCP Client
Add to your MCP client configuration (e.g., Claude Desktop):
{
"mcpServers": {
"wise-mise-mcp": {
"command": "uvx",
"args": ["wise_mise_mcp"]
}
}
}
What Makes It "Wise"?
Wise Mise MCP goes beyond simple task creation. It brings intelligence to your mise configuration:
🔍 Project Analysis
# Analyzes your entire project structure
analyze_project_for_tasks("/path/to/project")
# Returns strategically organized tasks based on your tech stack
🕸️ Dependency Mapping
# Traces complex task relationships
trace_task_chain("/path/to/project", "build:prod")
# Visualizes the complete execution flow
⚡ Smart Task Creation
# Intelligently places tasks in the right domain
create_task(
project_path="/path/to/project",
task_description="Run TypeScript type checking",
# Automatically suggests: lint:types with proper dependencies
)
Core Features
🎯 Domain Experts
- Build: Frontend/Backend build systems, bundlers, compilers
- Test: Unit, integration, e2e testing strategies
- Lint: Code quality, formatting, static analysis
- Deploy: CI/CD, containerization, release management
- Database: Migrations, seeding, schema management
- Development: Local dev servers, hot reloading, debugging
📊 Intelligent Analysis
- Complexity Assessment: Automatically categorizes tasks as Simple, Moderate, or Complex
- Dependency Detection: Identifies natural task relationships
- Source/Output Tracking: Optimizes incremental builds
- Redundancy Elimination: Finds and removes duplicate tasks
🔧 MCP Tools
| Tool | Purpose |
|---|---|
analyze_project_for_tasks |
Extract strategic tasks from project structure |
trace_task_chain |
Map task dependencies and execution flow |
create_task |
Add new tasks with intelligent placement |
prune_tasks |
Remove outdated or redundant tasks |
validate_task_architecture |
Ensure configuration follows best practices |
get_task_recommendations |
Get suggestions for optimization |
Example Workflows
Analyzing a New Project
# Let Wise Mise MCP analyze your project
> analyze_project_for_tasks("./my-app")
✅ Detected: Next.js + TypeScript + Prisma
📋 Suggested Tasks:
├── build:dev (next dev)
├── build:prod (next build)
├── test:unit (jest)
├── test:e2e (playwright)
├── lint:code (eslint)
├── lint:types (tsc --noEmit)
├── db:migrate (prisma migrate)
└── deploy:vercel (vercel deploy)
Understanding Task Dependencies
# Trace the execution flow
> trace_task_chain("./my-app", "deploy:prod")
🕸️ Task Chain for deploy:prod:
1. lint:types (TypeScript check)
2. test:unit (Unit tests)
3. build:prod (Production build)
4. deploy:prod (Deploy to production)
💡 Recommendation: Add test:e2e before deploy:prod
Smart Task Creation
# Describe what you want, get intelligent suggestions
> create_task(
project_path="./my-app",
task_description="Generate API documentation from OpenAPI spec"
)
🧠 Analysis: Documentation generation task
📍 Suggested Placement: docs:api
🔗 Dependencies: build:prod (for spec generation)
📝 Suggested Implementation:
[tasks.docs.api]
run = "swagger-codegen generate -i ./openapi.json -l html2 -o ./docs/api"
sources = ["src/api/**/*.ts", "openapi.json"]
outputs = ["docs/api/**/*"]
Architecture Philosophy
Wise Mise MCP follows a Domain-Driven Design approach to task organization:
🏛️ Hierarchical Structure
- Level 1: Domain (build, test, lint, etc.)
- Level 2: Environment/Type (dev, prod, unit, e2e)
- Level 3: Specific Implementation (server, client, api)
🔄 Dependency Patterns
- Sequential:
lint → test → build → deploy - Parallel:
test:unit+test:e2e→deploy - Conditional:
deploy:staging→test:smoke→deploy:prod
⚡ Performance Optimization
- Source Tracking: Only rebuild when sources change
- Output Caching: Reuse previous build artifacts
- Incremental Builds: Support for modern build tools
Technology Support
Wise Mise MCP includes expert knowledge for:
Frontend: React, Vue, Angular, Svelte, Next.js, Nuxt, Vite, Webpack Backend: Node.js, Python, Go, Rust, Java, .NET, PHP Databases: PostgreSQL, MySQL, MongoDB, Redis, Prisma, TypeORM Testing: Jest, Vitest, Cypress, Playwright, PyTest, Go Test CI/CD: GitHub Actions, GitLab CI, CircleCI, Jenkins Deployment: Docker, Kubernetes, Vercel, Netlify, AWS, GCP
Contributing
We welcome contributions! See our Contributing Guide for details.
Quick Start for Contributors
# Clone and setup with UV
git clone https://github.com/delorenj/wise-mise-mcp
cd wise-mise-mcp
uv sync
# Run tests
uv run pytest
# Format code
uv run black .
uv run ruff check --fix .
License
MIT License - see LICENSE for details.
Support
- Documentation: Full API Documentation
- Issues: GitHub Issues
- Discussions: GitHub Discussions
Built with ❤️ by Jarad DeLorenzo and the open source community
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