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Getting Started

  • Installation
  • Running MassGen
  • Configuration

User Guide

  • Core Concepts
  • Skills for AI Coding Agents
  • Task Planning Mode
  • Backend Configuration
  • Web UI Guide
  • Tools and Capabilities
    • MCP Integration
    • Custom Tools
    • Background Tool Execution
    • Code Execution
    • Code-Based Tools
    • Skills System
    • Skills Lifecycle and Consolidation
  • File Operations
    • File Operations & Workspace Management
    • Project Integration & Context Paths
    • Protected Paths
    • Memory Filesystem Mode
  • Sessions & Memory
    • Interactive Multi-Turn Mode
    • Memory and Context Management
    • Orchestration Restart
    • Graceful Cancellation
  • Integration & Automation
    • HTTP Server (OpenAI-Compatible API)
    • Programmatic API Guide
    • LLM Agent Automation Guide
    • General Framework Interoperability
  • Advanced Features
    • Increasing Diversity in MassGen
    • Agent Communication
    • Hook Framework
    • Agent Task Planning
    • Subagents
    • Planning Mode
    • Change Documents
    • Multimodal Capabilities
    • Computer Use Tools
    • Terminal Evaluation
  • Validating Configurations
  • Logging & Debugging

Reference

  • Python API & LiteLLM
  • CLI Reference
  • YAML Configuration Reference
  • MCP Server Registry
  • Configuration Examples
  • Timeout Configuration
  • Supported Models & Backends
  • MassGen vs Other Multi-Agent Tools
    • MassGen vs CrewAI
    • MassGen vs LangGraph
    • MassGen vs AutoGen / AG2
  • Glossary

Examples

  • Case Studies
    • MassGen Case Study Template
    • MassGen v0.1.8: Automation Mode Enables Meta Self-Analysis
    • MassGen v0.1.5: Persistent Memory with Semantic Retrieval
    • MassGen v0.1.3: Downloading and Analyzing Existing MassGen Case Study Videos
    • MassGen v0.1.1: Custom Tools with GitHub Issue Market Analysis
    • MassGen v0.0.31: Universal Code Execution via MCP for Testing and Validation
    • MassGen v0.0.29: MCP Planning Mode for Safe Tool Coordination
    • MassGen v0.0.28: AG2 Framework Integration with External Agent Adapters
    • MassGen v0.0.25: Multi-Turn Filesystem Support with Persistent Context
    • MassGen v0.0.21-v0.0.22: Advanced Filesystem with User Context Path Support
    • MassGen v0.0.16: Unified Filesystem Support with MCP Integration
    • MassGen v0.0.15: Gemini MCP Notion Integration
    • MassGen v0.0.12-0.0.14: Enhanced Logging and Workspace Management
    • MassGen v0.0.4: Super Intelligence Approaches
    • MassGen v0.0.4: Comprehensive Algorithm Enumeration
    • MassGen v0.0.3: Berkeley Agentic AI Summit Summary
    • MassGen v0.0.3: AI News Synthesis - Cross-Verification and Content Aggregation Excellence
    • MassGen v0.0.3: Grok-4 HLE Benchmark Cost Analysis - Unanimous Expert Consensus
    • MassGen v0.0.3: Stockholm Travel Guide - Extended Intelligence Sharing and Comprehensive Convergence
    • MassGen v0.0.3: Collaborative Creative Writing
    • MassGen v0.0.3: IMO 2025 AI Winners
  • Basic Examples
  • Advanced Patterns
  • Available Example Configurations

Development

  • Contributing to MassGen
  • Writing Configuration Files
  • Architecture
  • MassGen Roadmap
  • Changelog
  • Developer API Documentation
    • Agents API
    • Orchestrator API
    • Backends API
    • Formatter API
    • Tool System API
    • MCP Tools API
    • Frontend API
    • Token Manager API
  • .rst

Backends API

Contents

  • Available Backends
    • ResponseBackend
    • ClaudeBackend
    • GeminiBackend
    • GrokBackend
    • LMStudioBackend
    • AzureOpenAIBackend
    • ClaudeCodeBackend
    • CodexBackend
  • Base Classes
    • LLMBackend
    • CustomToolAndMCPBackend
    • ChatCompletionsBackend

Backends API#

Available Backends#

ResponseBackend#

ClaudeBackend#

GeminiBackend#

GrokBackend#

LMStudioBackend#

AzureOpenAIBackend#

ClaudeCodeBackend#

CodexBackend#

Base Classes#

LLMBackend#

CustomToolAndMCPBackend#

ChatCompletionsBackend#

previous

Orchestrator API

next

Formatter API

Contents
  • Available Backends
    • ResponseBackend
    • ClaudeBackend
    • GeminiBackend
    • GrokBackend
    • LMStudioBackend
    • AzureOpenAIBackend
    • ClaudeCodeBackend
    • CodexBackend
  • Base Classes
    • LLMBackend
    • CustomToolAndMCPBackend
    • ChatCompletionsBackend

By MassGen Team

© Copyright 2026, MassGen Team.