What agents are included in the MAP pipeline?

The pipeline orchestrates eight specialized agents: TaskDecomposer, Actor, Monitor, Evaluator, Predictor, Reflector, Curator, and Documentation-Reviewer.

What is the recommended default MAP workflow?

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

When should I use the /map-fast workflow?

Only use /map-fast for throwaway code, experiments, or quick prototypes where you do not need the system to learn from the task or perform impact analysis.

How does the MAP Framework reduce token costs?

It uses optimization strategies like conditional predictors (running only when risks are detected) and batched learning (running reflectors once at the end) to save 30-50% in tokens.

MAP Workflow Optimizer

Name: MAP Workflow Optimizer
Author: azalio

byazalio

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Productivity & Workflow

Guides developers in selecting and implementing the most efficient MAP framework workflow based on task complexity and token constraints.

The MAP Workflows Guide is a specialized skill for Claude Code designed to optimize how developers interact with the Modular Agent Pipeline (MAP) Framework. It provides a decision-making framework for selecting between five distinct workflows—Fast, Efficient, Feature, Debug, and Refactor—allowing teams to balance token consumption against rigorous quality gates and automated learning. By orchestrating eight specialized agents like the TaskDecomposer and Evaluator, this skill ensures that everything from throwaway prototypes to critical security infrastructure is handled with the appropriate level of validation and persistent pattern storage.

Key Features

01Multi-Agent Orchestration: Detailed guidance on coordinating TaskDecomposer, Actor, Monitor, and Evaluator agents.

026 GitHub stars

03Token Optimization Strategies: Save up to 60% in token costs using conditional predictors and batched learning workflows.

04Persistent Learning: Facilitates automated pattern extraction to build and maintain a shared codebase playbook.

05Workflow Decision Matrix: Compare token costs (40% to 100%) and quality gates across five specialized modes.

06Impact Analysis: Automated dependency tracking and risk assessment for complex refactors and security-critical tasks.

Use Cases

01Executing high-risk security refactors with maximum agent validation and impact prediction.

02Determining the most cost-effective workflow for standard production feature development.

03Debugging complex system failures with focused root-cause analysis and automated test verification.

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