Transform your AI coding assistant into a productivity powerhouse with custom tools and workflows
Project description
TASAK: The Agent's Swiss Army Knife
Transform your AI coding assistant into a productivity powerhouse with custom tools and workflows tailored to YOUR codebase.
🚀 Why TASAK?
For AI Agent Power Users (Claude Code, Cursor, Copilot)
Problem: Your AI assistant wastes tokens rediscovering your project structure, can't run your custom toolchain, and you're copy-pasting commands back and forth.
Solution: TASAK gives your AI agent a curated toolkit that understands YOUR workflow:
- 📦 Package complex workflows into simple commands ("deploy staging" instead of 10 manual steps)
- 🧠 Reduce context usage by 80% through hierarchical command discovery
- 🔧 Self-improving: Let your agent write Python plugins to extend its own capabilities!
- 🎯 Project-aware: Different tools for different projects, automatically
For Development Teams
Problem: Every developer has their own way of running tests, deployments, and dev environments. Onboarding is painful.
Solution: TASAK standardizes your team's workflow into a unified command palette:
- 🏢 Company-wide tooling in global config, project-specific in local
- 📚 Self-documenting: Your AI agent can explain and execute any workflow
- 🔒 Secure by default: Only expose what you explicitly allow
- 🚄 Zero friction: Works with any language, any framework, any toolchain
💡 Real-World Magic
# Your AI agent can now do THIS with a single command:
tasak deploy_review_app
# Instead of:
# 1. Check git branch
# 2. Build Docker image
# 3. Push to registry
# 4. Update k8s manifests
# 5. Apply to cluster
# 6. Wait for rollout
# 7. Run smoke tests
# 8. Post PR comment with URL
🎯 Perfect For
✨ Claude Code / Cursor / Copilot / Gemini CLI / Codex CLI / Users
- Build a custom toolkit that makes your AI assistant 10x more effective
- Stop wasting time on repetitive commands - let your agent handle them
- Create project-specific "skills" your AI can use intelligently
👥 Development Teams
- Standardize workflows across your entire team
- Make complex operations accessible to junior developers
- Document-by-doing: your commands ARE the documentation
🔧 DevOps & Platform Engineers
- Expose safe, curated access to production tools
- Build guardrails around dangerous operations
- Create approval workflows for sensitive commands
🎨 Open Source Maintainers
- Give contributors a standard way to run your project
- Reduce "works on my machine" issues
- Make your project AI-assistant friendly
🌟 Killer Features
🧩 Python Plugins (NEW!)
Your AI agent can write its own tools! Just ask:
"Create a plugin that formats all Python files and runs tests"
The agent writes the Python function, TASAK automatically loads it. Mind = blown. 🤯
🎭 Three Modes of Power
cmd apps - Quick & dirty commands
format_code:
type: cmd
meta:
command: "ruff format . && ruff check --fix"
mcp apps - Stateful AI-native services
database:
type: mcp
meta:
command: "uvx mcp-server-sqlite --db ./app.db"
curated apps - Orchestrated workflows
full_deploy:
type: curated
commands:
- test
- build
- deploy
- notify_slack
🔄 Hierarchical Config
Global tools + project tools = perfect setup
~/.tasak/tasak.yaml # Your personal toolkit
./project/tasak.yaml # Project-specific tools
= Your AI has exactly what it needs
⚡ Quick Start
1. Install (30 seconds)
pipx install git+https://github.com/jacekjursza/TASAK.git
2. Create Your First Power Tool (1 minute)
cat > ~/.tasak/tasak.yaml << 'EOF'
header: "My AI Assistant Toolkit"
apps_config:
enabled_apps:
- dev
- test
- deploy
# One command to rule them all
dev:
name: "Start Development"
type: "cmd"
meta:
command: "docker-compose up -d && npm run dev"
test:
name: "Run Tests"
type: "cmd"
meta:
command: "npm test && npm run e2e"
deploy:
name: "Deploy to Staging"
type: "cmd"
meta:
command: "./scripts/deploy.sh staging"
EOF
3. Watch Your AI Agent Level Up
# Your AI can now:
tasak dev # Start entire dev environment
tasak test # Run full test suite
tasak deploy # Deploy to staging
# No more copy-pasting commands!
🎓 Real Use Cases
Use Case 1: Supercharge Your Claude Code
# .tasak/tasak.yaml in your project
header: "NextJS + Supabase Project"
apps_config:
enabled_apps:
- setup_branch
- check_types
- preview
setup_branch:
name: "Setup new feature branch"
type: "cmd"
meta:
command: |
git checkout -b $1 &&
npm install &&
npm run db:migrate &&
npm run dev
check_types:
name: "Full type check"
type: "cmd"
meta:
command: "tsc --noEmit && eslint . --fix"
preview:
name: "Deploy preview"
type: "cmd"
meta:
command: "vercel --prod=false"
Now your Claude Code can:
- Create and setup feature branches
- Run comprehensive type checks
- Deploy preview environments ...all without you typing a single command!
Use Case 2: Team Workflow Standardization
# Company-wide ~/.tasak/tasak.yaml
header: "ACME Corp Standard Tools"
apps_config:
enabled_apps:
- vpn
- staging_logs
- prod_deploy
vpn:
name: "Connect to VPN"
type: "cmd"
meta:
command: "openvpn --config ~/.acme/vpn.conf"
staging_logs:
name: "Stream staging logs"
type: "cmd"
meta:
command: "kubectl logs -f -n staging --selector=app"
prod_deploy:
name: "Production deployment"
type: "curated"
commands:
- name: "deploy"
description: "Full production deployment with approvals"
backend:
type: composite
steps:
- type: cmd
command: ["./scripts/request-approval.sh"]
- type: cmd
command: ["./scripts/deploy-prod.sh"]
Use Case 3: Python Plugins - Let AI Extend Itself!
# Your AI agent can write this!
# ~/.tasak/plugins/my_tools.py
def smart_refactor(file_pattern: str, old_name: str, new_name: str):
"""Refactor variable/function names across multiple files"""
import subprocess
result = subprocess.run(
["rg", "-l", old_name, file_pattern],
capture_output=True,
text=True
)
files = result.stdout.strip().split("\n")
for file in files:
subprocess.run([
"sed", "-i", f"s/{old_name}/{new_name}/g", file
])
return f"Refactored {len(files)} files"
# Now available as: tasak smart_refactor "*.py" "oldFunc" "newFunc"
📚 Documentation
Quick Links:
- Why TASAK? - See more use cases and benefits
- Installation & Setup - Get running in 2 minutes
- Basic Usage - Your first
cmdapps - Advanced Usage - MCP servers, Python plugins, and workflows
🤝 Community & Support
- GitHub Issues: Report bugs or request features
- Discussions: Share your TASAK configs and workflows
- Examples: Check out
examples/folder for real-world configurations
🛠️ For Contributors
Built with Python 3.11+, following TDD principles. We welcome contributions!
Development Setup
git clone https://github.com/jacekjursza/TASAK.git
cd TASAK
python -m venv .venv
source .venv/bin/activate
pip install -e .
pytest -q # Run tests
See CONTRIBUTING.md for guidelines.
📄 License
MIT License - see LICENSE for details.
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