task-parallelization
CommunitySpeed up batch work with safe parallelism
Software Engineering#automation#concurrency#parallelization#task#batch-processing#task-agent#prompt-template
Authornsheaps
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Large batch and repetitive operations are slow and error-prone when executed sequentially; this Skill identifies opportunities to run independent units concurrently and prescribes safe concurrency levels to improve throughput without increasing failure risks.
Core Features & Use Cases
- Guided Parallelization Levels: Clear five-level guidance from full sequential execution to aggressive parallelism with example task counts and when to apply each level.
- Task Assessment Framework: Step-by-step method to break work into discrete units, evaluate independence, resource conflicts, and failure impact before choosing concurrency.
- Execution Patterns & Templates: Batch grouping strategies, retry and failure handling procedures, and a reusable per-task prompt template for standalone Task agent calls.
- Use Cases: Research and read-only analysis across many sources, bulk file edits that are independent, parallel code reviews, test execution across modules, and moderate-risk refactors with cautious batching.
Quick Start
Use the task-parallelization skill to break 12 independent file-edit tasks into three parallel batches at a suggested Level 2 concurrency.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 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: task-parallelization Download link: https://github.com/nsheaps/ai-mktpl/archive/main.zip#task-parallelization Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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