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Async and parallel computing in R with mirai v1.0.0

Use this resource to run R code asynchronously or in parallel without missing dependencies

New

  • 476 downloads
  • 205 likes
  • 236 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install r-async-parallel-evaluation

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent passes each object and function to the daemon, through .args or the environment, namespace-qualifies package functions and picks the right call form. It also helps move from future or parallel to mirai. You get parallel code that does not fail on a missing dependency.

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Updated November 2, 2026

Card for the “Async and parallel computing in R with mirai” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: explicit dependency passing, .args and ... forms
  • SKILL.md: common mistakes and namespace-qualified package functions

Good fit for

  • A slow loop over files must run in parallel
  • A mirai job fails because a variable does not exist on the daemon

Not for

    Tags

    • R
    • mirai
    • parallelism
    • async

    About

    You say

    “Parallelize this computation over each file with mirai_map and pass the data explicitly.”

    Card for the “Async and parallel computing in R with mirai” skill

    Skill published by posit-dev under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to run R code asynchronously or in parallel without missing dependencies
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.4 KB
    • SKILL.md12.3 KB

    Origin and licence

    Listed unmodified

    Author
    posit-dev
    Source
    github.com/posit-dev/skills/tree/d614ac4fc7f8862bba5e041ab6237113e02aa86a/r-lib/r-mirai
    Licence
    MIT

    Notice

    « r-mirai » (posit-dev, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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