A comprehensive monorepo consolidating AI agent development work from ricable, spectredve, and ruvnet repositories (June-December 2024), organized using the SPARC Framework methodology.
This repository unifies 160 projects into a cohesive AI agent development ecosystem, featuring:
- Claude-Flow: Leading agent orchestration platform for multi-agent swarms
- Agentic-Flow: Low-cost AI model switching for Claude Code/Agent SDK
- AgentDB: Reinforcement learning with swarm intelligence
- SPARC Framework: Structured methodology for AI-assisted development
- Ruvector: Distributed vector database with self-learning capabilities (150x faster search)
- Synaptic-Mesh: Self-evolving peer-to-peer neural fabric
- ARCADIA: AI-driven game engine with cognitive reasoning (Rust/WASM)
- Flow-Nexus: Competitive agentic platform with 70+ MCP tools
- QuDAG: Quantum-inspired DAG processing
- ruv-FANN/FANN: Memory-safe neural network libraries (Rust)
ultimate-ai-agent/
├── sources/ # All cloned repositories (160 projects)
│ ├── ricable/ # Personal projects (50 repos)
│ ├── ruvnet/ # ruvnet AI tools (105 repos)
│ └── spectredve/ # Organization projects (5 repos)
├── docs/
│ └── sparc-phases/ # SPARC methodology documentation
├── prompts/ # Multi-step phased prompts
├── architecture/ # System architecture diagrams
├── CLAUDE.md # Claude Code instructions
└── README.md
This project follows the SPARC Framework (Specification, Pseudocode, Architecture, Refinement, Completion):
| Phase | Description | Documentation |
|---|---|---|
| Specification | Requirements, objectives, user scenarios | docs/sparc-phases/01-specification.md |
| Pseudocode | High-level logic and flow outlines | docs/sparc-phases/02-pseudocode.md |
| Architecture | System design and component integration | docs/sparc-phases/03-architecture.md |
| Refinement | Optimization and feedback integration | docs/sparc-phases/04-refinement.md |
| Completion | Testing, deployment, monitoring | docs/sparc-phases/05-completion.md |
| Project | Description | Source |
|---|---|---|
| claude-flow | Multi-agent swarm orchestration with MCP | ruvnet |
| agentic-flow | Model switching for Claude Code/Agent SDK | ruvnet |
| flow-nexus | Competitive agentic platform on MCP | ruvnet |
| ruv-swarm | Swarm coordination tools | ruvnet |
| SAFLA | Self-Adaptive Federated Learning Architecture | ruvnet |
| Project | Description | Source |
|---|---|---|
| ruvector | Distributed vector DB with GNN learning | ruvnet/ricable |
| Synaptic-Mesh | P2P neural fabric with DAG substrate | ruvnet/spectredve |
| dspy.ts | Declarative self-learning JavaScript | ruvnet |
| FANN / ruv-FANN | Memory-safe neural network library (Rust) | spectredve/ruvnet |
| QuDAG | Quantum-inspired DAG processing | ruvnet |
| SynthLang | Synthetic language generation | ruvnet |
| Project | Description | Source |
|---|---|---|
| ARCADIA | AI-driven game engine (Rust/WASM) | ruvnet |
| swarm-world | Multi-agent simulation environment | ruvnet |
| genesis | Procedural generation system | ruvnet |
| Project | Description | Source |
|---|---|---|
| agentdb | RAN automation with reinforcement learning | ricable |
| skills | Documentation to Claude skills converter | ricable |
| nanochat | ChatGPT alternative ($100 budget) | spectredve/ricable |
| ultimate-ran | Ultimate RAN optimization | ricable |
| ericsson-ran-automation-agentdb | Ericsson RAN automation | ricable |
| Project | Description | Source |
|---|---|---|
| agentic-security | Security scanning and analysis | ruvnet |
| federated-mcp | Federated MCP server architecture | ruvnet |
| quantum-magnetic-navigation | Quantum navigation systems | ruvnet |
| Quantum-Virtual-Machine | Quantum computing simulation | ruvnet |
See prompts/ for structured prompts following SPARC methodology:
- Discovery Phase - Codebase analysis and requirements gathering
- Design Phase - Architecture and component planning
- Implementation Phase - Iterative development with AI assistance
- Validation Phase - Testing and quality assurance
- Deployment Phase - Production readiness and monitoring
# Clone this repository
git clone https://github.com/ricable/ultimate-ai-agent.git
cd ultimate-ai-agent
# Explore a specific project
cd sources/ruvnet/claude-flow
npm install
# Use SPARC CLI for AI-assisted development
npx claude-flow sparc --help
# Add MCP servers for agent orchestration
claude mcp add claude-flow npx claude-flow@alpha mcp start
claude mcp add ruv-swarm npx ruv-swarm mcp start
claude mcp add flow-nexus npx flow-nexus@latest mcp start| Package | Version | Description |
|---|---|---|
claude-flow |
2.7.47 | Agent orchestration platform |
agentic-flow |
1.10.2 | Model switching for Claude SDK |
ruvector |
0.1.33 | Distributed vector database |
@ruvector/core |
0.1.17 | Core vector operations |
@ruvector/gnn |
0.1.22 | Graph neural network integration |
neural-trader |
2.6.3 | Neural trading system |
dspy.ts |
2.1.1 | Declarative self-learning JS |
agentdb |
1.6.1 | Agent database with RL |
agentic-robotics |
0.2.4 | Robotics framework |
| Crate | Version | Description |
|---|---|---|
ruvector-core |
0.1.22 | Core vector operations |
ruvector-wasm |
0.1.22 | WASM bindings |
ruvector-node |
0.1.22 | Node.js bindings |
temporal-compare |
0.5.0 | Temporal comparison |
- Languages: TypeScript, Python, Rust, JavaScript
- AI/ML: Claude API, OpenAI, MLX, PyTorch
- Infrastructure: MCP Protocol, Supabase, Fly.io
- Tools: SPARC CLI, Claude Code, Aider
Core: agentdb, ruvector, claude-flow, skills, llm-council, vibe, worldvector, nanochat, Skill_Seekers, claude-scientific-skills, Agentic-local, Ruvector-elex-rag, ruvector-slef-learning
Recent: ultimate-ran, ericsson-ran-automation-agentdb, improved-octo-enigma, vibe-test*, hackathon-tv5, exo, claude-web, claude-code-marketplace, Archon, code-mesh, Synaptic-Mesh, integrated-claude-flow, ruv-FANN, ran-opt, distributed-ai-mlx-exo, opencode, claude-squad, daa, PRPs-agentic-eng, mcp-crawl4ai-rag, and more
- claude-flow - Multi-agent swarm orchestration with MCP protocol
- agentic-flow - LLM provider switching for Claude Code/Agent SDK
- flow-nexus - Competitive agentic platform with 70+ MCP tools
- sparc - SPARC methodology CLI tooling
- sparc-ide - SPARC integrated development environment
- roomodes - Roo Code modes and configurations
- Roo-Code-Docs - Roo Code documentation
- ruvector - Distributed vector database with GNN learning (150x faster search)
- dspy.ts - Declarative self-learning TypeScript/JavaScript
- Synaptic-Mesh - Self-evolving P2P neural fabric with DAG substrate
- ARCADIA - AI-driven game engine with cognitive reasoning (Rust/WASM)
- QuDAG - Quantum-inspired DAG processing
- ruv-FANN - Memory-safe neural network library (Rust)
- SAFLA - Self-Adaptive Federated Learning Architecture
- SynthLang - Synthetic language generation
- omnipotent - Advanced AI capabilities framework
- onnx-agent - ONNX model agent integration
- llamastack - LLaMA model stack utilities
- strawberry-phi - Phi model implementations
- agentic-artifacts - AI artifact generation
- agentic-dashboard - Agent monitoring dashboard
- agentic-devops - DevOps automation agents
- agentic-difusion - Diffusion model agents
- agentic-employment - Employment/HR automation
- agentic-flows - Workflow automation
- agentic-gradio - Gradio UI for agents
- agentic-music - Music generation agents
- agentic-preview - Preview and demo system
- agentic-robotics - Robotics framework
- agentic-scraper - Web scraping agents
- agentic-search - Search automation
- agentic-security - Security scanning and analysis
- agentic-voice - Voice interaction agents
- agenticsjs - JavaScript agent utilities
- agentXNG - Next-gen agent framework
- agileagents - Agile methodology agents
- federated-mcp - Federated MCP server architecture
- vsc-remote-mcp - VS Code remote MCP integration
- dynamo-mcp - DynamoDB MCP server
- open-claude-code - Open-source Claude Code implementation
- ruv-code - Code utilities and tools
- rUv-dev - Development utilities
- ruv-engineer - Engineering automation
- ruv.io - ruv.io platform
- musicai - AI music generation
- vibecast - Vibecast platform
- tribe-knowledgegraph - Knowledge graph system
- swarm-world - Multi-agent simulation environment
- genesis - Procedural generation system
- alienator - AI game/simulation
- dreamfactory - Dream/creative generation
- hacker-league - Hacker league platform
- tariffic - Tariff calculation system
- inflight - In-flight services
- nova - Nova platform
- voicebot - Voice bot system
- phone-agent - Phone automation agent
- image-agent - Image processing agent
- quantum-magnetic-navigation - Quantum navigation systems
- Quantum-Virtual-Machine - Quantum computing simulation
- quantum_cryptocurrency - Quantum-safe cryptocurrency
- sublinear-time-solver - Sublinear algorithm implementations
- ai-browse - AI-powered browsing
- auto-browser - Browser automation
- infinity-ui - Infinite UI components
- drupal - Drupal integrations
- drupaljs - Drupal JavaScript utilities
- demo-proxy-app - Demo proxy application
- phoenix - Phoenix framework utilities
- vibing - Vibing platform
- contextual-retrevial - Contextual retrieval system
- swirl-search - Swirl search integration
- local-logic - Local logic processing
- hft - High-frequency trading utilities
- AiCodeCalc - AI code calculator
- reflective-engineer - Reflective engineering tools
- Electo1 - Election system v1
- electo1-js - Election system JavaScript
- FACT - Fact-checking system
- Agent-Name-Service - Agent naming service
- agentics-meetup - Meetup organization tools
- anthropic-quickstarts - Anthropic API quickstarts
- chatgpt-dev-mode - ChatGPT development mode
- claude-test - Claude testing utilities
- code-mesh - Code mesh networking
- codespaces-jupyter - GitHub Codespaces Jupyter
- codex-one - Codex integration
- daa - DAA utilities
- deco - Decoration/styling tools
- fireflies-webook - Fireflies webhook integration
- GenAI-Superstream - GenAI streaming
- gpts - GPT configurations
- hello_world_agent - Hello world agent example
- midstream - Midstream processing
- open-agentics - Open agentic framework
- runme - Run automation
- ruvnet - ruvnet core utilities
- supabase-authentication - Supabase auth integration
- symbolic-scribe - Symbolic writing tools
- test-react-lib - React testing library
- ultrasonic - Ultrasonic utilities
- wifi-densepose - WiFi pose estimation
- yyz-agentics-june - YYZ agentics meetup June
- aido - AI-DO automation
- aihl - AI hockey league
- nanochat, Synaptic-Mesh, claude-fann, FANN, dotfiles
This is a unified codebase for AI agent development. Structure follows SPARC methodology for systematic improvements.
Individual projects retain their original licenses. See each project directory for specific licensing terms.
Generated using SPARC Framework methodology - December 2024 160 repositories consolidated from ricable, spectredve, and ruvnet (June-December 2024)