MAKER Framework

Massively Decomposed Agentic Processes (MAD) - Break complex tasks into atomic steps with near-zero errors.

Based on the research paper: "Solving a Million-Step LLM Task with Zero Errors" (arXiv:2511.09030)

Installation

Step 1: Add the Marketplace

/plugin marketplace add forsonny/maker-framework

Step 2: Install the Plugin

/plugin install maker-framework@maker-framework

Step 3: Restart Claude Code

Restart to load the new plugin.

Usage

Automatic Mode

The MAKER orchestrator skill automatically activates when your request contains trigger words like: create, build, implement, add, develop, make, set up, configure, refactor, migrate.

Example:

Create a REST API endpoint for user authentication with JWT tokens

Manual Commands

# Execute MAKER pipeline on a task
/maker-framework:maker "Build a file upload component"

# Check pipeline status
/maker-framework:maker-status

# Resume from checkpoint
/maker-framework:maker-resume

# Manage pattern cache
/maker-framework:maker-cache list
/maker-framework:maker-cache clear
/maker-framework:maker-cache inspect <pattern-id>

Direct Agent Invocation

You can also request specific agents:

Use the maker-decomposition agent to break down this task

Components

10 Specialized Agents

Agent	Purpose
maker-decomposition	Breaks tasks into atomic steps
maker-decomposition-discriminator	Validates decomposition quality
maker-solver	Executes individual steps
maker-red-flag	Validates solver outputs
maker-solution-discriminator	Votes on critical steps
maker-reviewer	Final quality gate
maker-complexity-estimator	Assesses task complexity
maker-cache-manager	Manages decomposition patterns
maker-checkpoint-manager	Enables rollback/recovery
maker-parallel-coordinator	Optimizes parallel execution

4 Slash Commands

Command	Description
/maker-framework:maker	Execute full MAKER pipeline
/maker-framework:maker-status	Check pipeline status
/maker-framework:maker-resume	Resume from checkpoint
/maker-framework:maker-cache	Manage pattern cache

1 Orchestrator Skill

Auto-activates on complex development tasks and coordinates the full pipeline.

MCP Server

QA automation server for testing integration.

Hooks

• Post-tool validation for Write/Edit operations
• Automatic checkpointing on subagent completion

How It Works

1. Complexity Assessment: Analyzes task to determine decomposition granularity
2. Decomposition: Breaks task into atomic, independently executable steps
3. Validation: Ensures decomposition is complete and correct
4. Execution: Runs each step with automatic validation
5. Voting (Critical Steps): Multiple attempts compared for reliability
6. Review: Final quality gate ensures zero issues
7. Fix Loop: Addresses any issues and re-reviews until approved

Key Principles

• Maximal Agentic Decomposition (MAD): m=1, one atomic action per step
• Red-flagging: Discard responses >750 tokens or malformed
• Voting: First-to-ahead-by-k for critical steps
• Checkpointing: Enable recovery from failures
• Caching: Reuse successful patterns for similar tasks

Directory Structure

maker-framework-plugin/
  .claude-plugin/
    plugin.json           # Plugin manifest
    marketplace.json      # Marketplace catalog
  agents/                 # 10 specialized agents
  commands/               # 4 slash commands
  skills/
    maker-orchestrator/   # Auto-activating skill
  hooks/
    hooks.json            # Validation hooks
  scripts/                # Support scripts
  .mcp.json               # QA server config
  qa_server/              # Python MCP server
  cache/                  # Pattern cache
  docs/                   # Documentation

Requirements

• Claude Code CLI
• Python 3.8+ (for QA MCP server)

License

MIT