Agent skill

Rl Run

by LegoX in LegoX/Lego-RL

One-to-one Codex counterpart for Claude /rl:run. An agent skill from LegoX/Lego-RL.

Apache-2.0Auto-check passed

Install Rl Run

skills CLI
$ npx skills add LegoX/Lego-RL --skill rl-run -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install LegoX/Lego-RL rl-run --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/LegoX/Lego-RL.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/rl-run .claude/skills/rl-run && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
rl-run
GitHub stars
113
Token cost
~366 tokens
SKILL.md length
148 words
Files
2
Skills in repo
11
Repo updated
First seen
Licence
Apache-2.0

At a glance

One-to-one Codex counterpart for Claude /rl:run. An agent skill from LegoX/Lego-RL.

  • The user asks to launch
  • SKILL.md covers Invocation Mapping and Codex Notes
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Kick off training/eval/infer

What it does

Rl Run is an agent skill from LegoX/Lego-RL. One-to-one Codex counterpart for Claude /rl:run. Preflight and launch a Lego-RL train, eval, or infer run only after blocking checks pass, resolved parameters are shown, and the user explicitly confirms. Use when the user asks to launch, run, start, kick off training/eval/infer, get a config running, or asks /rl:run config.

Its SKILL.md is about 370 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).

The repository describes itself as: Lego-RL: Harness-Native Reinforcement Learning for Coding Agents. The licence is Apache-2.0.

When your agent uses it

  • The user asks to launch
  • Kick off training/eval/infer
  • Get a config running
  • Asks /rl:run config

Example prompts

  • “/rl-run”

What it can do on your machine

Read from SKILL.md and the folder at commit 0731c95. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Rl Run loads about 366 tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 148 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~84
When it runs · the whole SKILL.md, loaded when a task matches
~366

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from LegoX/Lego-RL at commit 0731c95, republished under its Apache-2.0 licence (© LegoX). 148 words, ~366 tokens.

Download SKILL.mdSave it as .claude/skills/rl-run/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
rl-run
description
One-to-one Codex counterpart for Claude `/rl:run`. Preflight and launch a Lego-RL train, eval, or infer run only after blocking checks pass, resolved parameters are shown, and the user explicitly confirms. Use when the user asks to launch, run, start, kick off training/eval/infer, get a config running, or asks `/rl:run config`.

RL Run

Use this skill as the Codex entrypoint corresponding to Claude /rl:run.

Before taking task actions, read the canonical workflow in .claude/plugins/rl-plugin/skills/run/SKILL.md completely and follow it as the source of truth. That workflow depends on the /rl:check behavior; if needed, also read .claude/plugins/rl-plugin/skills/check/SKILL.md.

Invocation Mapping

  • Claude: /rl:run config
  • Codex: $rl-run or natural language such as "launch this config", "run harbor training", "start the eval", "kick off training", or "get this config running".

Codex Notes

Find the Lego-RL repo root first. It must contain scripts/train/train.sh, scripts/eval/eval.sh, scripts/infer/infer.sh, and the .claude plugin path above.

Never launch without an explicit yes in the current conversation. Default to background launch when the user approves. For multi-node runs, print the per-node command; do not SSH to other nodes.

Do not force past a blocking preflight, kill a live run, edit configs to make a launch pass, delete logs/checkpoints, or mutate the cluster.

© LegoX, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in .agents/skills/rl-run of LegoX/Lego-RL.

  • SKILL.md
  • agents/openai.yaml

Open the folder on GitHubat commit 0731c95

Compare with similar skills

Rl Run next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Rl Run compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Rl Run this skillLegoX/Lego-RL113—~366Automated safety check: PassApache-2.0
Shipping and Launch Checklistaddyosmani/agent-skills104k1 repos~2.8kAutomated safety check: PassMIT
Launch Readiness Auditoraaron-he-zhu/aaron-marketing-skills2.9k—~2kAutomated safety check: PassApache-2.0
Launch Strategyalirezarezvani/claude-skills28k—~1.4kAutomated safety check: PassMIT
HTML Ppt Product Launchnexu-io/open-design100k—~1.3kAutomated safety check: PassApache-2.0
Product Launch Videoheygen-com/hyperframes60k3 repos~8.5kAutomated safety check: NotesApache-2.0

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All 11 skills in this repo
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  • Check

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  • Run

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    Preflight and launch a Lego-RL run (train, eval or infer). An agent skill from LegoX/Lego-RL.

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  • Status

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    Diagnose a Lego-RL run that is already in flight (or just finished): which run is alive, how far it has got, and whether its numbers are healthy.

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  • K8s Sandbox Install

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Questions about Rl Run

What does Rl Run do?

One-to-one Codex counterpart for Claude /rl:run. An agent skill from LegoX/Lego-RL. Rl Run is an agent skill from LegoX/Lego-RL. One-to-one Codex counterpart for Claude /rl:run.

When should I use Rl Run?

Rl Run fits situations like: the user asks to launch; kick off training/eval/infer; get a config running; asks /rl:run config.

How do I install Rl Run in Claude Code?

Run `npx skills add LegoX/Lego-RL --skill rl-run -a claude-code`. Or copy the skill folder (.agents/skills/rl-run in LegoX/Lego-RL) into .claude/skills/rl-run in your project. Claude Code loads it when a task matches its description.

How do I install Rl Run in Codex?

Run `npx skills add LegoX/Lego-RL --skill rl-run -a codex`. Or copy the skill folder (.agents/skills/rl-run in LegoX/Lego-RL) into .agents/skills/rl-run in your project. Codex loads it when a task matches its description.

Can I use Rl Run in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add LegoX/Lego-RL --skill rl-run -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rl-run, .gemini/skills/rl-run, .github/skills/rl-run and .opencode/skills/rl-run in your project.

What does Rl Run need to run?

SKILL.md names no scripts, command-line tools or credentials: Rl Run is instructions for the agent only.

Does Rl Run access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Rl Run safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Rl Run use?

Rl Run is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Rl Run use?

About 366 tokens (SKILL.md is roughly 1.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Rl Run?

Skills that share tags, products or a category with Rl Run: Shipping and Launch Checklist (addyosmani/agent-skills, 104k stars), Launch Readiness Auditor (aaron-he-zhu/aaron-marketing-skills, 2.9k stars), Launch Strategy (alirezarezvani/claude-skills, 28k stars) and HTML Ppt Product Launch (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Rl Run?

LegoX (a GitHub organization) maintains it in LegoX/Lego-RL, which has 113 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 8, 2026.

Source: LegoX/Lego-RL on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.