implement-swarm

Automates task graph creation and execution with parallel workers and dependency tracking.

3|Updated Feb 2, 2026

Search Tags:#automation #workflow #TDD #swarm #task-management #parallel-execution

Ready to run

npx skills add https://github.com/Dethon/ai-dev-flow --skill implement-swarm

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: implement-swarm
Source: https://github.com/Dethon/ai-dev-flow/tree/main/skills/implement-swarm
Command: npx skills add https://github.com/Dethon/ai-dev-flow --skill implement-swarm

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill orchestrates the creation and execution of a task graph from the conversation context using parallel workers, enabling fast delivery while preserving dependency constraints.

Core Features & Use Cases

Parallel task orchestration: generate and manage a dynamic task graph from chat context, with explicit dependencies.
Worker-based execution: spawn up to a configurable number of workers that run tasks concurrently and report progress.
Use Case: When multiple fixes or enhancements are discussed in a chat, this Skill coordinates writing, testing, and integrating work items in parallel to meet deadlines.

Quick Start

/implement-swarm fix the auth bug we discussed /implement-swarm refactor the API handlers --workers 5 /implement-swarm update all the error messages --model haiku

Frequently Asked Questions about implement-swarm

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I run multiple interdependent tasks in parallel from a chat context?▼

Parallel task execution from a chat context is orchestrated by generating a dynamic task graph, spawning concurrent workers that track dependencies and progress while executing tasks simultaneously.

Can I configure the number of concurrent workers for parallel task execution?▼

Yes, you can configure the number of concurrent workers for parallel task execution by passing a configurable worker limit argument, allowing you to scale concurrency based on your available resources.

How does swarm-style parallel execution manage task dependencies?▼

Swarm-style parallel execution manages task dependencies by using TaskCreate, TaskUpdate, and TaskList APIs to track state, ensuring interdependent tasks are coordinated correctly while running concurrently.

What is the best way to coordinate writing, testing, and integrating multiple fixes simultaneously?▼

The best way to coordinate writing, testing, and integrating multiple fixes simultaneously is to use swarm-style execution, which orchestrates a task graph from the conversation context to execute work items concurrently while meeting deadlines.

Does parallel task orchestration work with Test-Driven Development workflows?▼

Parallel task orchestration supports Test-Driven Development workflows by coordinating the execution of testing and writing tasks concurrently, managing the interdependent steps required to validate code changes.

When should I not use swarm-style execution for task management?▼

You should not use swarm-style execution for task management when your tasks are strictly sequential with no potential for concurrency, as the overhead of generating a task graph and managing parallel workers provides no benefit.