Is structured data supported in batch results?

Absolutely. The skill includes best practices for consistent prompting and structured JSON outputs to allow for automated parsing and error handling of batch results.

How much can I save using the API Batch method?

The API Batch method provides a significant 50% discount on both input and output token costs compared to standard real-time API pricing.

When should I use API Batch versus Agent Swarms?

Use Agent Swarms for 5-20 items when you need results immediately. Use API Batch for 100+ items when cost savings (50% off) are a higher priority than immediate speed, as results can take up to 24 hours.

Can Claude Code handle tasks with sequential dependencies?

Yes, for items that depend on each other, the skill utilizes sequential conversation loops to ensure each step is completed and validated before moving to the next.

Batch Processing

Name: Batch Processing
Author: willsigmon

bywillsigmon

•

Productivity & Workflow

Optimizes large-scale task execution through agent swarms, API batch processing, and intelligent loops to maximize efficiency and reduce costs.

The Batch Processing skill for Claude Code empowers developers to handle high-volume tasks—such as reviewing dozens of files or processing hundreds of documents—without linear increases in time or token costs. It provides a strategic framework for selecting the optimal execution method based on scale: utilizing agent swarms for rapid parallel processing of 5-20 items, the Anthropic API Batch for 50% cost savings on massive datasets, or sequential loops for tasks with complex dependencies. This skill ensures your AI-driven workflows are scalable, cost-effective, and highly structured.

Key Features

017 GitHub stars

02Sequential Workflow Management for dependent item processing

03Structured JSON Output patterns for automated result parsing

04Comprehensive Decision Tree for choosing optimal processing methods

05Agent Swarm Parallelization for rapid multi-file processing

06API Batch Integration for 50% cost reduction on high-volume tasks

Use Cases

01Performing comprehensive bug reviews across large, multi-module codebases simultaneously.

02Executing multi-step refactoring sequences where each change depends on the previous output.

03Processing hundreds of documentation files or logs using the cost-optimized API Batch.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add willsigmon/sigstack batch-processing

For use in Claude.ai and ChatGPT

Download Skill