Content
# ⚡ oh-my-orq
**Multi-Agent Orchestration Framework for AI-Powered Application Generation**
> 30 specialized AI agents working together to build any application from scratch — featuring shared project memory, continuous codebase learning, 14-feature token optimization, Model Context Protocol (MCP) support, Hermes notification agent, visual themes, and a live web dashboard.



---
## ✨ Features
- 🧠 **30 Specialized Agents** — Apex-1, Atlas, Forge, Nova, Aegis, Sync, Link, Hermes, and more
- 🎭 **Smart AI Backend Routing** — Auto-selects best AI model (GPT/Claude/Gemini) per task & complexity
- ⚡ **Delegation Protocol** — Structured `[DELEGATE TO: <agent>]` inter-agent communication syntax
- 🧠 **Shared Memory (Project Cortex)** — Persistent, project-scoped SQLite/JSON memory surviving IDE restarts
- 🧠 **Continuous Learning Engine** — Auto-detects codebase conventions (`ES6`/`CommonJS`, `camelCase`/`snake_case`, async & error patterns)
- ☤ **Hermes Autonomous Messaging** — Desktop notifications, Slack/Discord webhooks, and inter-agent message logs
- 🗜️ **14-Feature Token Optimization**:
- **Delta Mode** — Re-reads send unified diffs instead of full files (saves 85-95%)
- **Code Skeletons** — Large file re-reads return AST-style signatures & imports
- **Output Compressor** — Condenses `pytest`, `npm test`, `git log`, `grep` output
- **Progressive Disclosure (`expand`)** — Tool outputs > 4KB are archived to disk with retrieval pointers
- **Compaction Checkpoints & Intel Digest** — Auto-restores state after IDE context compaction
- **Loop Detector** — Alerts when agents get stuck in failing tool retry loops
- **Keep-Warm Cache Pinger** — Keeps API prompt caches alive
- **Quality Scoring & Coach Mode (`orq coach`)** — Real-time S–F context health grades and 30-day token waste audits
- 🔌 **Model Context Protocol (MCP) Support** — Pre-configured MCP integration for GitHub, PostgreSQL, Filesystem, and Web Search
- 🎨 **Visual Theme Engine** — Presets for `default-dark`, `cyberpunk`, `dracula`, `nord`
- 📊 **Token Usage Dashboard** — Beautiful web dashboard showing usage per model with pricing & budget monitor
- 🔧 **Cross-Platform CLI** — Works on Windows, macOS, Linux
- 📦 **One-Command Install** — `npx oh-my-orq`
---
## 🏗️ Architecture & Internal Wireframe
- **[Internal Wireframe & Interaction Map](docs/internal-wireframe.md)** — Detailed block diagrams showing how Agents, Hooks, Shared Storage (Cortex), MCP Gateway, and Hermes interact.
- **[Architecture & IDE Usage Guide](docs/architecture.md)** — Execution sequence diagrams, flowcharts, and Antigravity / VS Code integration steps.
---
## 🤖 Full Agent Catalog (30 Specialized Agents)
### 🏔️ 1. Orchestration & Planning (3 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Apex-1** | Master Orchestrator | `Claude Opus 4.8` | Project decomposition, delegation, integration & quality loops |
| **Vector** | Strategic Planner | `Claude Sonnet 5` | 3–7 stage task breakdown, resource & token estimation |
| **Aura** | Plan Consultant | `Claude Sonnet 5` | Plan validation, risk detection, and optimization review |
### 🏛️ 2. Architecture & Technical Strategy (3 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Atlas** | System Nexus | `GPT-5.6 Sol` / `Opus` | System design, tech stack selection, Mermaid diagrams |
| **Nexus** | Database & API Designer | `Claude Sonnet 5` | SQL schemas, OpenAPI specs, REST/GraphQL design |
| **Lexicon** | Technical Decision Maker | `Claude Sonnet 5` | Build vs. buy analysis, trade-off matrices, ROI evaluation |
### ⚒️ 3. Software Development & Engineering (4 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Forge** | Backend Implementation Expert | `Claude Sonnet 5` | Production backend code, SOLID principles, API endpoints |
| **Nova** | UI/UX & Frontend Specialist | `Gemini 2.5 Pro` | Modern responsive UI, CSS grid/glassmorphism, Google Fonts |
| **Prism** | Code Quality Improver | `Claude Sonnet 5` | Code smell detection, DRY enforcement, function extraction |
| **Pulse** | Optimization Specialist | `Claude Opus 4.8` | Profiling, database indexing, caching, Core Web Vitals |
### 🧪 4. Testing, QA & Security (3 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Aegis** | Automated Testing Expert | `GPT-5.6 Sol` | Unit & integration tests, Jest/pytest, 80%+ coverage target |
| **Echo** | Manual Testing Specialist | `Claude Haiku 4.5` | Test case creation, exploratory testing plans, bug filing |
| **Cyber** | Security Auditor | `Claude Opus 4.8` | OWASP Top 10 audits, input sanitization, secret detection |
### 📚 5. Research & Documentation (4 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Veritas** | Research Specialist | `Claude Haiku 4.5` | Documentation finding, code examples, library research |
| **Tracker** | Code Navigator | `Claude Haiku 4.5` | High-speed ripgrep/grep search, symbol lookup |
| **Quill** | Technical Writer | `Claude Sonnet 5` | README generation, JSDoc, API docs, visual guides |
| **Intel** | Multi-Repo Analyst | `Claude Sonnet 5` | Cross-repository pattern extraction & industry benchmarking |
### 📊 6. Data & Analytics (5 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Sigma-Low** | Fast Data Tracker | `Claude Haiku 4.5` | Quick data loading, descriptive stats, basic cleaning |
| **Sigma** | Standard Statistical Analyst | `Claude Sonnet 5` | Hypothesis testing, regression analysis, quality gates |
| **Sigma-High** | Advanced Research Specialist | `Claude Opus 4.8` | Machine learning, causal inference, time-series forecasting |
| **Flow** | ETL Pipeline Expert | `Claude Sonnet 5` | Data validation, transform pipelines, ETL automation |
| **Query** | Database Query Specialist | `Claude Sonnet 5` | Complex SQL, EXPLAIN ANALYZE, window functions |
### 🛠️ 7. Tools, Messaging, MCP & DevOps (8 Agents)
| Agent Name | Role / Title | Assigned Model | Primary Specialty |
| :--- | :--- | :--- | :--- |
| **Viper** | Bug Hunter | `GPT-5.6 Sol` | Error log analysis, stack trace reading, targeted quick fixes |
| **Sync** | Version Control & GitHub Expert | `Claude Haiku 4.5` | Atomic commits, branch rebase, `git pull/push`, PR creation |
| **Link** | Model Context Protocol Specialist | `Claude Sonnet 5` | Interfacing with GitHub, PostgreSQL, Web Search MCP servers |
| **Hermes** | Autonomous Messenger | `Claude Haiku 4.5` | System notifications, Slack/Discord webhooks, message logs |
| **Matrix** | Deployment Specialist | `Claude Opus 4.8` | Docker containerization, CI/CD pipelines, cloud deployment |
| **Automata** | Browser Automation Expert | `Claude Sonnet 5` | E2E browser testing, page object models, web scraping |
| **Vision** | Visual Analysis Expert | `Claude Opus 4.8` | UI screenshot reviews, diagram parsing, OCR text extraction |
| **Orq-01** | Framework Demo Agent | `Claude Haiku 4.5` | Framework tutorials, installation verification & examples |
## 🚀 Quick Start & Installation
```bash
# Global Installation (Required)
npm i -g oh-my-orq
# Instant Setup via NPX
npx oh-my-orq
```
## 💬 IDE Slash Commands & Multi-Agent Orchestration
Simply type any of these slash commands in your IDE chat (Antigravity, Cursor, VS Code):
| Slash Command | Orchestrator Agent | Action / Execution Flow |
| :--- | :--- | :--- |
| **`/orq <prompt>`** | **Apex-1** | Full autonomous execution pipeline (`/orq-plan` → `/orq-implement` → `/orq-review`) |
| **`/orq-plan <prompt>`** | **Apex-1** → Vector, Aura, Atlas, Nexus | Strategic 3–7 stage planning, architectural review & API spec design |
| **`/orq-implement <prompt>`** | **Apex-1** → Forge, Nova, Link, Sync | Backend logic, frontend UI/UX, MCP integration & git commits |
| **`/orq-review <prompt>`** | **Apex-1** → Prism, Pulse, Aegis, Cyber | Code quality refactoring, profiling, automated testing & OWASP audit |
---
## 📦 Agent Installation Commands
```bash
# Install All 30 Agents (Global / Antigravity IDE)
orq install all
# Install All 30 Agents into Current Project (.agents/skills)
orq install all --project
# Install Master Orchestrator Agent Only (Apex-1 orchestrates all subagents)
orq install apex-1
# Install Master Orchestrator into Current Project (.agents/skills)
orq install apex-1 --project
```
## 📋 CLI Commands
```bash
# Agent Catalog
orq list # List all 30 agents and their specialties
# Agent Management
orq install <agent|all|apex-1> [--project] # Install all, apex-1, or specific agent
orq remove <agent> # Remove an agent
# Messaging & Notifications (Hermes)
orq notify "<message>" # Send desktop / system notification via Hermes
# Learning & Optimization
orq learn # Scan codebase & extract continuous learning patterns
orq coach # Run Token Coach audit & context health grade
orq expand [id] # Retrieve or list archived progressive disclosure outputs
orq compact-restore [session] # Generate post-compaction Context Intel Digest
orq theme [name] # List or switch visual themes (cyberpunk, dracula, nord)
# Memory & Dashboard
orq memory save "..." # Save a project memory
orq memory recall "..." # Search memories
orq tokens # Show token usage summary
orq dashboard # Open web dashboard
```
## 🔌 Model Context Protocol (MCP)
AgentForge includes native MCP support via the **`link`** agent and `mcp/mcp_config.json`:
- **GitHub MCP**: Pull requests, issue management, code tree search
- **Postgres MCP**: Schema inspection and parameterized database queries
- **Filesystem MCP**: Local storage navigation
- **Web Search MCP**: Real-time documentation search
```bash
cp mcp/mcp_config.json ~/.gemini/antigravity/mcp_config.json
```
## 🤝 Contributing
We welcome contributions! See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines on adding Agent Skills, MCP Servers, Themes, and Workflows.
## 📄 License
MIT License — see [LICENSE](LICENSE) for details.
MCP Config
Below is the configuration for this MCP Server. You can copy it directly to Cursor or other MCP clients.
mcp.json
Connection Info
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