amanning3390amanning3390Communityยท1 Agent Skills Included

deepswarm

Parallel batch API processing with auto-tuned workers

Runs large batch API tasks in parallel across multiple workers with automatic calibration of worker count and stagger timing. Eliminates rate-limit failures, wasted API credits, and manual tuning when processing thousands of calls. Supports tiered model routing to cut costs by 60-70% and includes checkpointing plus JSON repair for reliable, crash-safe output.
npx skills add amanning3390/deepswarm --all -g -y

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Frequently Asked Questions

FAQPage Schema
How to install DeepSwarm?โ–ผ

Run `npx skills add amanning3390/deepswarm --all -g -y` in your terminal to install the skill globally.

What does DeepSwarm do?โ–ผ

It splits any batch API task, such as generation, translation, or summarization, across parallel workers and automatically picks the optimal worker count and stagger delay to avoid rate limits.

How does DeepSwarm reduce API costs?โ–ผ

It uses tiered delegation where a frontier model plans the work while a cheaper model executes the thousands of worker calls, typically saving 60-70% on token costs.

Can DeepSwarm handle multi-turn tasks?โ–ผ

Yes. Set multi_turn to true in your task config and each worker will loop through conversation turns, including tool calls, until the task completes.

Do I need coding experience to use DeepSwarm?โ–ผ

Minimal. You define your task in a simple YAML file and run three provided scripts for seeding, launching, and filtering results.

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