Batch independent tool calls into a single request for parallel execution.
npx skills add https://github.com/MLShukai/vrcpilot --skill maximize-parallels
Please help me install this Agent Skill. Skill: maximize-parallels Source: https://github.com/MLShukai/vrcpilot/tree/main/.claude/skills/maximize-parallels Command: npx skills add https://github.com/MLShukai/vrcpilot --skill maximize-parallels
It reduces latency and cost when using an AI tool system by helping you safely combine multiple independent tool calls into a single message for parallel execution.
cwd side effects).Read operations across multiple files, independent Bash commands that do not interfere, multi-angle searches, and disjoint multi-agent startups.Read → Edit chains, multiple edits to the same file, cd-dependent shell sessions, and destructive git operations.Group all tool calls that do not depend on each other’s outputs or modify shared state into a single message so they execute in parallel.
High-intent search queries and answers about installing and using this skill.
Parallel tool calls enable concurrent execution of multiple independent operations. They reduce latency and cost by batching disjoint tasks—such as multiple file reads or independent bash commands—into a single request, provided no output dependencies exist between them.
Batching multiple file reads and searches is safe when each task's outputs are not required by others. You must enforce no output-to-input chaining, no concurrent writes to shared mutable resources, and no tool session side effects such as persistent cwd changes.
Parallelization is limited by sequential dependencies. Anti-patterns that must remain ordered include Read to Edit chains, multiple edits to the same file, cd-dependent shell sessions, and destructive git operations where outputs or shared state intersect.
No, multiple edits to the same file and Read to Edit chains are anti-patterns that must remain sequential. Workflow optimization only applies to disjoint tasks where concurrent writes to shared mutable resources do not occur.
Cd-dependent shell commands prevent safe parallel execution because they create tool session side effects through a persistent current working directory. Safe batching requires no concurrent writes to shared mutable state and no session side effects.
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