VoltAgent Multi-Agent System

A production-ready TypeScript framework for building intelligent, orchestrated AI agent ecosystems.

VoltAgent is an advanced open-source framework that enables developers to create sophisticated multi-agent AI systems with ease. Our implementation showcases a complete ecosystem of specialized agents working in harmony, featuring advanced reasoning capabilities, persistent memory, and comprehensive tool integration.

🚀 System Overview

• 🧠 Supervisor Agent: Central orchestrator with advanced delegation and workflow management.
• 🔬 10 Specialized Agents: Domain experts for data analysis, development, content creation, and more.
• 💾 Thread-Aware Memory: Persistent, context-aware memory across all conversations.
• 🛠️ Rich Tool Ecosystem: 25+ tools including browser automation, Git operations, and MCP integration.
• 📊 Structured Generation: Zod-validated schemas for reliable, type-safe outputs.

✨ Key Features

🏗️ Architecture

• VoltAgent Core: Enterprise-grade TypeScript framework with full type safety.
• Google Gemini Integration: Primary LLM provider with advanced reasoning capabilities.
• Memory Architecture: Thread-aware, persistent memory with vector search capabilities.
• Tool Composition: Modular tool system with dynamic composition and validation.

🤖 Agent Ecosystem

• Supervisor Agent: Intelligent delegation and multi-agent workflow orchestration.
• Specialized Agents: Browser, Developer, Data Analysis, Content Creation, Research, System Admin, File Manager, Documentation, and more.
• Unified Prompt & Capabilities: All agents use a dynamic, capability-driven prompt and config schema.

🧩 Dynamic Toolkit Awareness

• Auto-Synced Capabilities: The supervisor agent’s capabilities are always generated from the real toolset—no manual config needed.
• Context & Memory Integration: The toolkit is always available in the agent’s config, LLM prompt/context, and memory options for all subagents and consumers.
• Zero Drift: Add or remove tools and the system instantly reflects the change everywhere (config, prompt, memory, UI).

Usage Example

const toolkit = supervisorAgent.memoryOptions.toolkitCapabilities;
// or, from config:
const toolkit = supervisorConfig.capabilities;

This ensures your UI, subagents, and orchestration logic are always in sync with the real tools available.

🔄 Multi-Agent Workflows

• Intelligent Delegation: Context-aware agent selection and task routing.
• Parallel Processing: Concurrent agent execution for complex workflows.
• Memory Sharing: Cross-agent context and knowledge persistence.
• Error Recovery: Robust error handling and workflow continuation.

🧰 Technology Stack

• Node.js 18+: Runtime environment
• TypeScript 5.x: Type safety and modern development
• Zod: Schema validation and type-safe outputs
• Google Gemini: Advanced LLM for reasoning and generation
• Playwright: Browser automation and web scraping
• LibSQL/Turso: Distributed, persistent memory storage
• VoltAgent Core: Multi-agent orchestration framework

🖥️ VoltAgent Console: Real-Time Agent Visualization & Debugging

Visualize, debug, and understand your AI agent workflows in real-time with the VoltAgent Console.

The VoltAgent Console is a modern, web-based UI for observing, debugging, and optimizing your multi-agent system. It provides a live, interactive visualization of agent workflows, tool usage, and memory—making it easy to develop, test, and operate complex AI systems with confidence.

🌟 Key Features

• Real-Time Visualization:
  Instantly see your agents’ execution graphs, including all function calls, tool invocations, and message flows as they happen.
• Step-by-Step Debugging:
  Inspect every step in the agent’s reasoning, including LLM prompts, tool inputs/outputs, and memory state.
• Timeline & Trace:
  View a chronological timeline of all agent actions, with the ability to drill down into any event for full context.
• Multi-Agent Awareness:
  See how the supervisor and all subagents interact, delegate, and collaborate on tasks.
• Secure Local Debugging:
  All data remains on your machine during local development—no cloud upload unless you enable production telemetry.
• Production Telemetry (Optional):
  With VoltAgentExporter, send traces and logs to the VoltAgent cloud for persistent monitoring, audit, and analytics.

🚀 Getting Started

1. Enable Observability:
   Ensure your VoltAgent app is started with observability enabled (default in this repo). You’ll see output like:

   VOLTAGENT SERVER STARTED SUCCESSFULLY
   ✓ HTTP Server: http://localhost:3141
   Developer Console: https://console.voltagent.dev
   

2. Open the Console:
   Go to https://console.voltagent.dev/ in your browser.

3. Connect to Localhost:
   The console will auto-connect to your local agent server (http://localhost:3141). You can change the URL in settings if needed.

4. Sign In (Optional):
   Use GitHub or Google to sign in for cloud features, or use local mode for private debugging.

🧑‍💻 UI Walkthrough

• Login Screen:
  Authenticate with GitHub or Google for cloud projects, or continue in local mode.
• Agent List View:
  See all active and recent agent sessions.
• Execution Graph:
  Visual, node-based flow of agent actions, tool calls, and subagent delegations.
• Timeline Panel:
  Chronological list of all events, with status indicators and filtering.
• Step Inspector:
  Click any node or event to see full details: prompts, tool parameters, outputs, logs, and memory snapshots.
• Connection Status:
  Live feedback on your connection to the local agent server.

🔒 Data Privacy

• Local Debugging:
  All execution data stays on your machine when using the console with localhost.
• Production Telemetry:
  To enable persistent, cloud-based monitoring, configure the VoltAgentExporter with your project keys. See Production Tracing with VoltAgentExporter.

📈 Why Use the Console?

• Accelerate Development:
  Instantly see what your agents are doing, catch bugs, and optimize workflows.
• Enterprise Observability:
  Monitor, audit, and analyze agent behavior in production with full traceability.
• Collaboration:
  Share traces and debug sessions with your team for faster troubleshooting.

📚 Learn More

• VoltAgent Console Documentation
• Production Tracing & Telemetry

🚦 Future Scope & Roadmap

Gantt-Style Timeline (2025)

gantt
    title VoltAgent Multi-Agent System Roadmap (2025)
    dateFormat  YYYY-MM-DD
    section Core Platform
    Supervisor Agent           :done,    sup1, 2025-05-01,2025-05-15
    Specialized Agents         :done,    agt1, 2025-05-10,2025-05-25
    Tool Ecosystem             :done,    tool1,2025-05-10,2025-05-28
    Thread-Aware Memory        :done,    mem1, 2025-05-15,2025-05-28
    Dynamic Toolkit Awareness  :done,    dyn1, 2025-05-28,2025-05-30
    section Advanced Features
    Workflow Tracing           :active,  wf1,  2025-06-01,2025-06-10
    UI Toolkit/Inspector       :         ui1,  2025-06-05,2025-06-20
    OpenAPI/Swagger Export     :         api1, 2025-06-10,2025-06-15
    Agent Self-Reflection      :         refl1,2025-06-15,2025-06-25
    Deployment Automation      :         dep1, 2025-06-20,2025-06-30
    section Deployment
    Staging Deployment         :         stag1,2025-06-25,2025-06-28
    Production Release         :         prod1,2025-06-29,2025-07-01

Planned Features

• Workflow Tracing: Visualize and debug multi-agent workflows.
• UI Toolkit/Inspector: Web UI for agent/tool inspection and orchestration.
• OpenAPI/Swagger Export: Auto-generate API docs from Zod schemas.
• Agent Self-Reflection: Agents can reason about their own capabilities and history.
• Deployment Automation: CI/CD for seamless updates and scaling.
• Staging & Production Releases: Robust deployment pipeline.

🚀 Quick Start

Prerequisites

# Node.js 18+ required
node --version

# Install dependencies with npm
npm install

Basic Usage

import { supervisorAgent } from './src/index.js';

const result = await supervisorAgent.generateText(
  "Analyze the React codebase in this repository and suggest improvements",
  { userId: 'user-123', conversationId: 'analysis-session' }
);

console.log(result.text);

📈 Performance & Scalability

• Concurrent Processing: Multi-agent parallel execution.
• Memory Optimization: Efficient vector search and context retrieval.
• Type Safety: Full TypeScript compliance with Zod validation.
• Error Resilience: Comprehensive error handling and recovery.
• Monitoring: Built-in telemetry and performance tracking.

🔧 Configuration

Environment Variables

GOOGLE_GENERATIVE_AI_API_KEY=your_gemini_api_key
DATABASE_URL=your_database_url
VOLTAGENT_PUBLIC_KEY=your_voltagent_public_key
VOLTAGENT_SECRET_KEY=your_voltagent_secret_key

Database Setup

The system uses LibSQL/Turso for persistent memory storage.

🚀 Deployment

• Staging: Deploy to a staging environment for integration and QA.
• Production: Use CI/CD to deploy to production. Ensure all environment variables and database connections are set.
• Monitoring: Use built-in telemetry and logs for health and performance.
• Scaling: Horizontally scale agents and memory as needed for workload.

📦 Project Structure Graph

graph TD

    5055["User<br>External Actor"]
    subgraph 5043["External Systems"]
        5052["AI APIs<br>Google GenAI, etc."]
        5053["Data Source APIs<br>GitHub, Web Search, Exa, etc."]
        5054["Tool Platform APIs<br>Composio, etc."]
    end
    subgraph 5044["Voltmachines Agent Framework<br>Node.js/TypeScript"]
        5045["Main Application<br>TypeScript"]
        5046["AI Agents<br>TypeScript"]
        5047["Agent Memory &amp; Retrieval<br>TypeScript"]
        5048["Supervisor &amp; System Tools<br>TypeScript"]
        5049["Browser Automation Tools<br>TypeScript"]
        5050["External Data &amp; Tool Connectors<br>TypeScript"]
        5051["Core Agent Support Tools<br>TypeScript"]
        %% Edges at this level (grouped by source)
        5045["Main Application<br>TypeScript"] -->|orchestrates| 5046["AI Agents<br>TypeScript"]
        5045["Main Application<br>TypeScript"] -->|configures/uses| 5047["Agent Memory &amp; Retrieval<br>TypeScript"]
        5045["Main Application<br>TypeScript"] -->|uses| 5048["Supervisor &amp; System Tools<br>TypeScript"]
        5045["Main Application<br>TypeScript"] -->|uses| 5050["External Data &amp; Tool Connectors<br>TypeScript"]
        5045["Main Application<br>TypeScript"] -->|uses| 5051["Core Agent Support Tools<br>TypeScript"]
        5047["Agent Memory &amp; Retrieval<br>TypeScript"] -->|uses registry of| 5046["AI Agents<br>TypeScript"]
        5048["Supervisor &amp; System Tools<br>TypeScript"] -->|inspects/uses registry of| 5046["AI Agents<br>TypeScript"]
        5048["Supervisor &amp; System Tools<br>TypeScript"] -->|manages/uses| 5047["Agent Memory &amp; Retrieval<br>TypeScript"]
        5051["Core Agent Support Tools<br>TypeScript"] -->|delegates to| 5046["AI Agents<br>TypeScript"]
        5046["AI Agents<br>TypeScript"] -->|persist/retrieve state| 5047["Agent Memory &amp; Retrieval<br>TypeScript"]
        5046["AI Agents<br>TypeScript"] -->|execute using| 5049["Browser Automation Tools<br>TypeScript"]
        5046["AI Agents<br>TypeScript"] -->|execute using| 5050["External Data &amp; Tool Connectors<br>TypeScript"]
        5046["AI Agents<br>TypeScript"] -->|execute using| 5051["Core Agent Support Tools<br>TypeScript"]
    end
    %% Edges at this level (grouped by source)
    5055["User<br>External Actor"] -->|initiates tasks| 5045["Main Application<br>TypeScript"]
    5046["AI Agents<br>TypeScript"] -->|calls| 5052["AI APIs<br>Google GenAI, etc."]
    5050["External Data &amp; Tool Connectors<br>TypeScript"] -->|accesses| 5053["Data Source APIs<br>GitHub, Web Search, Exa, etc."]
    5050["External Data &amp; Tool Connectors<br>TypeScript"] -->|integrates with| 5054["Tool Platform APIs<br>Composio, etc."]

🤝 Contributing

We welcome contributions! See TASKS.md for areas where you can help.

📚 Documentation

• Project Overview: Detailed architecture and technical specifications.
• Development Tasks: Roadmap and contribution opportunities.
• Changelog: Version history and recent improvements.
• VoltAgent Docs: Official framework documentation.

🙏 Acknowledgments

Built with:

• VoltAgent
• Google Gemini
• Playwright
• Zod
• LibSQL/Turso

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