deepswarm
CommunitySeamlessly orchestrate parallel AI workers for batch tasks.
Authoramanning3390
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill enables automated, high-success-rate parallel execution of long-running and multi-turn batch AI tasks for efficient processing at scale.
Core Features & Use Cases
- Parallel Batch Orchestration: Launches multiple AI worker instances to handle large datasets or complex multi-turn workflows.
- Auto-Optimization & Tiered Delegation: Calculates optimal worker count and stagger delays based on API rate limits, supporting tiered model routing for cost and performance efficiency.
- Use Case: Automate the generation of reasoning traces or translations for thousands of prompts while maintaining high success and low error rates.
Quick Start
Define your task in task.yaml, specify your seeds, then invoke the swarm.py script to auto-optimally run the process.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: deepswarm Download link: https://github.com/amanning3390/deepswarm/archive/main.zip#deepswarm Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.