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@mastra/agent-builder

This package is currently experimental and only meant to be used internally to Mastra at the moment, the APIs are subject to change in this period.

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@mastra/agent-builder

This package is currently experimental and only meant to be used internally to Mastra at the moment, the APIs are subject to change in this period.

A specialized AI agent for building production-ready Mastra applications, agents, tools, and workflows from natural language requirements.

Installation

npm install @mastra/agent-builder

Overview

@mastra/agent-builder is a meta-agent that helps developers create Mastra applications by:

  • Agent Generation: Create specialized AI agents from natural language descriptions
  • Tool Creation: Generate custom tools with proper schemas and validation
  • Workflow Building: Design and implement complex multi-step workflows
  • Project Management: Handle dependencies, configuration, and project structure
  • Code Validation: Ensure generated code follows best practices and passes linting

Key Features

  • Mastra Expert Knowledge: Deep understanding of Mastra patterns and conventions
  • Production-Ready Code: Generates complete, working implementations
  • Project Context Aware: Understands existing codebase structure and integrates seamlessly
  • Quality Assurance: Built-in validation and testing capabilities
  • MCP Integration: Leverages Model Context Protocol for enhanced tooling

Quick Start

import { AgentBuilder } from '@mastra/agent-builder';
import { openai } from '@ai-sdk/openai';

const builder = new AgentBuilder({
  model: openai('gpt-4'),
  summaryModel: openai('gpt-4'),
  projectPath: '/path/to/your/project',
});

// Generate an agent from natural language
const result = await builder.generate({ ... })

Configuration

The AgentBuilder requires a configuration object with:

  • model: The primary language model for code generation
  • summaryModel: A model for summarizing tool calls and results
  • projectPath: Path to your Mastra project
  • instructions: Optional additional instructions
  • tools: Optional additional tools to include

Advanced Usage

Custom Project Management

// Install packages
const result = await builder.generate('Install @mastra/workflows package with latest version');

// Validate generated code
const validation = await builder.generate('Validate the TypeScript types and linting for src/agents/my-agent.ts');

Server Management

// Start development server
const serverResult = await builder.generate('Start the development server on port 4200');

// Test API endpoints
const testResult = await builder.generate('Test the /health endpoint at http://localhost:4200');

Memory and Processing

The AgentBuilder includes specialized memory processors:

  • ToolSummaryProcessor: Caches and summarizes tool call results
  • WriteToDiskProcessor: Saves conversation history for debugging
  • TokenLimiter: Manages context window size

Best Practices

  • Provide Clear Requirements: The more specific your requirements, the better the generated code
  • Use Project Context: Let the agent explore your existing codebase structure
  • Validate Output: Always run the validation tools after code generation
  • Iterative Development: Start with simple agents and add complexity incrementally

License

Apache-2.0

Keywords

ai

FAQs

Package last updated on 05 Sep 2025

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U.S. Patent No. 12,346,443 & 12,314,394. Other pending.