mega-mind-orchestrator 0.3.1

A powerful AI orchestrator and skill system for Antigravity, featuring 40+ specialized domain expert skills, disciplined development workflows, and RTK token optimization.

Mega-Mind Skills System

A unified superpowers + virtual company skill set for AI coding assistants

This is a comprehensive skill-based workflow system that combines the disciplined development workflows of Superpowers with the domain expertise of Virtual Company. It provides structured, reliable behavior for AI coding assistants across the entire software development lifecycle.

Compatible with: Antigravity · GitHub Copilot (VS Code) · Claude Code · Cursor · OpenCode · and any AI tool that supports the Agent Skills open standard

Overview

Mega-Mind brings together 42 skills organized into categories:

The Mega-Mind Orchestrator (1 skill)

The master controller that routes requests and coordinates skill chains:

• mega-mind - Primary entry point via /mega-mind command

Core Workflow Skills (13 skills)

Structured development discipline that ensures quality at every step:

• brainstorming - Explore approaches before committing
• writing-plans - Create detailed implementation plans
• executing-plans - Disciplined execution with tracking
• single-flow-task-execution - Sequential task decomposition
• test-driven-development - Write tests first, implement second
• systematic-debugging - Root cause analysis methodology
• requesting-code-review - Structured review requests
• receiving-code-review - Handle feedback systematically
• verification-before-completion - Prove it works before done
• finishing-a-development-branch - Clean branch management
• using-git-worktrees - Parallel development workflows
• using-mega-mind - Master skill routing
• writing-skills - Create new custom skills

Domain Expert Skills (27 skills)

Specialized expertise for specific technical domains:

• Architecture: tech-lead, frontend-architect, backend-architect, infra-architect, api-designer
• Development: code-polisher, migration-upgrader, mobile-architect, legacy-archaeologist
• Testing: test-genius, e2e-test-specialist, bug-hunter
• DevOps: ci-config-helper, docker-expert, k8s-orchestrator, observability-specialist
• Data: data-engineer, data-analyst, ml-engineer, search-vector-architect
• Security: security-reviewer
• Performance: performance-profiler
• Documentation: doc-writer
• UX: ux-designer
• Product: product-manager, workflow-orchestrator
• Meta: skill-generator

Token Optimization (1 skill)

Reduce LLM Token consumption:

• RTK: rtk - CLI proxy for 60-90% token savings on common dev commands

---

Quick Start

1. Install the CLI

# pip
pip install mega-mind-orchestrator

# pipx (recommended — isolated, globally available)
pipx install mega-mind-orchestrator

# uv
uvx --from mega-mind-orchestrator mega-mind

2. Initialize skills in your project

# From your project root
cd /path/to/your/project

# Standard install (Antigravity, Cursor, and other standard tools)
mega-mind init

# Also install for Claude Code (CLI)
mega-mind init --claude

# Also install for GitHub Copilot (VS Code)
mega-mind init --copilot

# Overwrite an existing installation
mega-mind init --force
mega-mind init --copilot --claude --force

The --claude flag adds:

• CLAUDE.md — project rules and workflows (mirrors AGENTS.md)
• .claude/skills/ — all 42 skills in the Agent Skills standard directory

The --copilot flag adds a .github/ directory with:

• copilot-instructions.md — global instructions loaded automatically
• skills/<name>/SKILL.md — all 42 skills available as / slash commands
• agents/<name>.agent.md — custom agent personas for VS Code

📖 For full details see USAGE.md

3. Verify the installation

bash .agent/tests/run-tests.sh

📖 For full installation details see USAGE.md

---

Using Mega-Mind

The /mega-mind Command

The /mega-mind command is your primary entry point to the skill system. It acts as an intelligent orchestrator that:

1. Analyzes your request to understand intent
2. Routes to the appropriate skill(s)
3. Coordinates skill chains for complex tasks
4. Tracks progress throughout

Available Commands

/mega-mind status             - Show current session state
/mega-mind skills             - List all available skills
/mega-mind workflows          - List available workflows
/mega-mind route <request>    - Analyze and route a request
/mega-mind execute <workflow> - Execute a named workflow
/mega-mind help               - Show help message

Direct Skill Commands

Command	Skill	Purpose
/brainstorm	brainstorming	Explore approaches before deciding
/plan	writing-plans	Create implementation plan
/execute	executing-plans	Execute plan with tracking
/debug	systematic-debugging	Debug systematically
/review	requesting-code-review	Request code review
/ship	finishing-a-development-branch	Deploy to production
/tdd	test-driven-development	Test-first development
/verify	verification-before-completion	Verify before marking done

Example Usage

User: /mega-mind I need to add user authentication with OAuth

🧠 Mega-Mind Orchestration
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Request Analyzed: New feature - User Authentication with OAuth

🔄 Routed to skill chain:
   1. tech-lead                        → Define architecture
   2. brainstorming                    → Explore OAuth providers
   3. api-designer                     → Design auth API
   4. writing-plans                    → Create implementation plan
   5. test-driven-development          → Write auth tests
   6. backend-architect                → Implement auth service
   7. frontend-architect               → Implement login UI
   8. security-reviewer                → Security audit
   9. verification-before-completion   → Verify

📍 Starting with: tech-lead

---

File Structure

mega-mind-skills/
├── README.md                    # Main documentation (this file)
├── USAGE.md                     # Installation guide
├── COMPLETE_REFERENCE.md        # Detailed reference
├── quick-install.sh             # Simple copy installer (legacy)
│
└── .agent/
    ├── AGENTS.md                # Master contract and rules
    │
    ├── skills/
    │   ├── mega-mind/           # 🧠 Master orchestrator
    │   │
    │   ├── # Core Workflow Skills
    │   ├── brainstorming/
    │   ├── writing-plans/
    │   ├── executing-plans/
    │   ├── single-flow-task-execution/
    │   ├── test-driven-development/
    │   ├── systematic-debugging/
    │   ├── requesting-code-review/
    │   ├── receiving-code-review/
    │   ├── verification-before-completion/
    │   ├── finishing-a-development-branch/
    │   ├── using-git-worktrees/
    │   ├── using-mega-mind/
    │   └── writing-skills/
    │
    │   ├── # Domain Expert Skills
    │   ├── tech-lead/
    │   ├── frontend-architect/
    │   ├── backend-architect/
    │   ├── infra-architect/
    │   ├── api-designer/
    │   ├── code-polisher/
    │   ├── migration-upgrader/
    │   ├── mobile-architect/
    │   ├── legacy-archaeologist/
    │   ├── test-genius/
    │   ├── e2e-test-specialist/
    │   ├── bug-hunter/
    │   ├── ci-config-helper/
    │   ├── docker-expert/
    │   ├── k8s-orchestrator/
    │   ├── observability-specialist/
    │   ├── data-engineer/
    │   ├── data-analyst/
    │   ├── ml-engineer/
    │   ├── search-vector-architect/
    │   ├── security-reviewer/
    │   ├── performance-profiler/
    │   ├── doc-writer/
    │   ├── ux-designer/
    │   ├── product-manager/
    │   ├── workflow-orchestrator/
    │   └── skill-generator/
    │
    ├── workflows/
    │   ├── brainstorm.md
    │   ├── execute-plan.md
    │   ├── write-plan.md
    │   ├── debug.md
    │   ├── review.md
    │   └── ship.md
    │
    ├── agents/
    │   ├── code-reviewer.md
    │   ├── tech-lead.md
    │   └── qa-engineer.md
    │
    └── tests/
        └── run-tests.sh

---

Skill Routing Matrix

The mega-mind orchestrator automatically routes requests to appropriate skills:

Request Type	Primary Skill	Secondary Skills
New feature	tech-lead	brainstorming, writing-plans
Bug fix	systematic-debugging	bug-hunter
Code quality	code-polisher	-
Performance	performance-profiler	-
Security	security-reviewer	-
Testing	test-driven-development	test-genius
Documentation	doc-writer	-
API design	api-designer	backend-architect
Frontend	frontend-architect	ux-designer
Backend	backend-architect	api-designer
DevOps	infra-architect	docker-expert, k8s-orchestrator
Data	data-engineer	data-analyst
ML/AI	ml-engineer	-
Mobile	mobile-architect	-
Legacy code	legacy-archaeologist	-

---

Workflows

Feature Development

brainstorming → writing-plans → test-driven-development →
executing-plans → verification-before-completion →
requesting-code-review → finishing-a-development-branch

Bug Fix

systematic-debugging → bug-hunter → test-driven-development →
verification-before-completion → finishing-a-development-branch

Code Improvement

code-polisher → test-driven-development → verification-before-completion

Security Audit

security-reviewer → systematic-debugging → test-driven-development →
verification-before-completion

New Project

tech-lead → brainstorming → [architects] → writing-plans →
[docker-expert, k8s-orchestrator, ci-config-helper] → development chains

---

Key Concepts

Task Tracking

All tasks are tracked in docs/plans/task.md:

Task ID	Description	Status	Priority	Dependencies
1	Example task	pending	high	-

Status values: pending, in_progress, completed, blocked

Verification Before Completion

Never mark a task as complete without:

1. Running tests
2. Running linting
3. Building successfully
4. Manual verification
5. Checking for regressions

Execution Model

1. Session loads .agent/AGENTS.md rules
2. /mega-mind analyzes and routes requests
3. Design work flows through brainstorming → planning → execution
4. All work tracked in task tracker
5. Nothing marked done without verification

RTK Token Optimization

When RTK is installed, CLI commands are automatically optimized:

Original	RTK-Optimized	Savings
git log	rtk git log	85%
cargo test	rtk cargo test	90%
npm test	rtk npm test	90%
pytest	rtk pytest	90%

Install RTK:

cargo install rtk
# or
curl -sSL https://github.com/rtk-ai/rtk/releases/latest/download/rtk-$(uname -s)-$(uname -m) -o /usr/local/bin/rtk
chmod +x /usr/local/bin/rtk

---

Installation

See USAGE.md for the full installation guide.

CLI Reference

# Install skills into current directory (Antigravity / Claude / Cursor / standard)
mega-mind init

# Also install for GitHub Copilot (VS Code)
mega-mind init --copilot

# Install into a specific path
mega-mind init /path/to/project
mega-mind init /path/to/project --copilot

# Overwrite existing installation
mega-mind init --force
mega-mind init --copilot --force

# Show CLI version
mega-mind --version

Validate Installation

bash .agent/tests/run-tests.sh

Tests verify:

• Core workflow skills existence
• Domain expert skills existence
• Workflows existence
• Agent profiles existence
• AGENTS.md validation
• Skill frontmatter validation

---

Contributing

To add new skills:

1. Create a new directory in .agent/skills/
2. Add a SKILL.md file with proper frontmatter:

   ---
   name: skill-name
   description: What this skill does
   triggers:
     - "/trigger"
     - "keyword"
   ---
   

3. Include instructions and examples
4. Run tests to verify

---

Credits

This project combines and adapts:

• Superpowers by obra - Core workflow philosophy
• antigravity-superpowers by skainguyen1412 - Antigravity adaptation
• virtual-company by k1lgor - Domain expertise skills
• RTK - Token optimization CLI

---

License

MIT License - Free to use and modify.