What is the difference between /map-feature and /map-efficient?

/map-feature runs impact analysis and learning after every subtask for maximum safety, whereas /map-efficient batches these steps at the end to save 30-40% in token costs.

Which workflow should I use by default?

The /map-efficient workflow is recommended for 80% of tasks, as it provides the best balance of quality and token efficiency while preserving full learning capabilities.

Can I use /map-fast for production code?

No, /map-fast is designed for throwaway prototypes and experiments. it skips impact analysis and learning, making it unsuitable for code that needs to be maintained.

How does the MAP learning system work?

Reflector and Curator agents analyze successful implementations to extract reusable patterns and update a 'playbook' that Claude uses to improve future task performance.

What is the MAP Framework in Claude Code?

It is a multi-agent orchestration system that uses specialized agents like Actors, Monitors, and Predictors to ensure high-quality, validated code generation through specific workflows.

MAP Workflow Guide

Name: MAP Workflow Guide
Author: azalio

byazalio

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Productivity & Workflow

Optimizes development processes by selecting the most efficient MAP framework workflow based on task complexity and token budget.

The MAP Workflow Guide provides a comprehensive decision framework for Claude Code, enabling developers to choose between five specialized MAP (Monitor-Actor-Predictor) workflows. It balances token consumption with output quality and long-term learning, offering tailored paths for quick prototypes, standard production features, high-risk infrastructure changes, debugging, and code refactoring. By orchestrating eight specialized agents, it ensures that every task—from a simple script to critical security logic—is handled with the appropriate level of validation and pattern retention.

Key Features

01Multi-agent orchestration including TaskDecomposer, Actor, and Monitor

026 GitHub stars

03Five specialized workflow modes ranging from /map-fast to /map-feature

04Token cost optimization strategies saving up to 60% per task

05Conditional impact analysis for identifying risks and breaking changes

06Integrated learning systems for pattern extraction and playbook updates

Use Cases

01Implementing high-security infrastructure with maximum validation and impact analysis

02Selecting a token-efficient workflow for routine production feature development

03Executing focused debugging sessions that analyze root causes and prevent regressions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add azalio/map-framework map-workflows-guide

For use in Claude.ai and ChatGPT

Download Skill