Agent skill

Ray

by imraywang in imraywang/rayskills

rayskills 工具箱的主入口与路由。当用户不确定该用哪个 ray- skill、只是丢来一个真实任务/处境,或明确要求把一篇内容从 idea、调研、写作一路送到公众号草稿箱、X Articles 草稿箱或口播视频稿时,用本 skill 读取上下文,判断最该做的一步或执行已确认的内容生产链。也用于一轮工作完成后决定下一步。触发:/ray 或 /ray 后接任何真实任务描述。用户无需记住具体…

Custom licenceAuto-check passed

Install Ray

skills CLI
$ npx skills add imraywang/rayskills --skill ray -a claude-code

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

GitHub CLI
$ gh skill install imraywang/rayskills ray --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/imraywang/rayskills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ray .claude/skills/ray && 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
ray
GitHub stars
160
Token cost
~962 tokens
SKILL.md length
217 words
Files
3 (incl. references)
Skills in repo
12
Repo updated
First seen
Licence
Custom licence

At a glance

rayskills 工具箱的主入口与路由。当用户不确定该用哪个 ray- skill、只是丢来一个真实任务/处境,或明确要求把一篇内容从 idea、调研、写作一路送到公众号草稿箱、X Articles 草稿箱或口播视频稿时,用本 skill 读取上下文,判断最该做的一步或执行已确认的内容生产链。也用于一轮工作完成后决定下一步。触发:/ray 或 /ray 后接任何真实任务描述。用户无需记住具体…

  • Works in 4 steps: 读当前对话已有的信息(处境、目标、材料、卡点)。 → 对照下面的路由表,判断意图落在哪条线、哪个 skill。 → 默认只选一个 skill,说明为什么是它,然后按那个 skill 的… → …
  • SKILL.md covers 怎么分发, 工作台任务队列, 平台动作先分级 and 路由表, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ray is an agent skill from imraywang/rayskills. rayskills 工具箱的主入口与路由。当用户不确定该用哪个 ray- skill、只是丢来一个真实任务/处境,或明确要求把一篇内容从 idea、调研、写作一路送到公众号草稿箱、X Articles 草稿箱或口播视频稿时,用本 skill 读取上下文,判断最该做的一步或执行已确认的内容生产链。也用于一轮工作完成后决定下一步。触发:/ray 或 /ray 后接任何真实任务描述。用户无需记住具体 skill 名;“推送到平台”“进入下一阶段”“走完整流程”都不构成公开发布授权,平台写入前按统一授权判定先做本地产物再确认。

Its SKILL.md is about 960 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `evals/evals.json` and `references/content-pipeline.md`).

It works with WeChat. The repository describes itself as: 面向 AI Builder 的实战 Skill 工具箱:10 个可执行、可验证、可恢复的工作流,/ray 路由 + 内容生产管线直达公众号与 X Articles 草稿箱,支持 Claude Code、Codex 与 WorkBuddy。

Example prompts

  • “进入下一阶段”
  • “Use the ray skill to rayskill 工具箱的主入口与路由。当用户不确定该用哪个 ray- skill、只是丢来一个真实任务/处境,或明确要求把一篇内容从 idea、调研、写作一路送到公众号草稿箱、X Articles 草稿箱或口播视频稿时,用本 skill…”
  • “/ray”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. 读当前对话已有的信息(处境、目标、材料、卡点)。
  2. 对照下面的路由表,判断意图落在哪条线、哪个 skill。
  3. 默认只选一个 skill,说明为什么是它,然后按那个 skill 的 SKILL.md 执行。若用户明确要求端到端内容生产,读取 content-pipeline.md,按阶段门控连续调用 ray-writer、ray-cover,再按目标平台调用 ray-wechat…
  4. 信息不足以判断时只问一个最关键的问题;正常的阶段交接、验证和可恢复重试不反复打断用户。

What it can do on your machine

Read from SKILL.md and the folder at commit 2ad2449. 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

Ray loads about 962 tokens when it runs, and up to ~3.7k if it reads all its reference files. Until then it costs about 67 tokens; SKILL.md has 217 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~67
When it runs · the whole SKILL.md, loaded when a task matches
~962
With references · SKILL.md plus every file in references/, read only if the agent opens them
~3.7k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 217 words (~962 tokens).

“rayskills 是一套在真实业务里锤炼出来的 builder 工具箱。用户不需要记住各个 skill 名——把真实处境交给 /ray,由它判断此刻最该做的一步,分发到对的成员 skill。”

— opening of SKILL.md by imraywang, Custom licence
name
ray

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in skills/ray of imraywang/rayskills.

  • SKILL.md
  • evals/evals.json
  • references/content-pipeline.md

Open the folder on GitHubat commit 2ad2449

Compare with similar skills

Ray 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.

Ray compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ray this skillimraywang/rayskills160—~962Automated safety check: PassCustom licence
Guizang Social Cardsop7418/guizang-social-card-skill7.4k1 repos~7.8kAutomated safety check: PassAGPL-3.0
Gzh Designisjiamu/gzh-design-skill3.9k1 repos~2.2kAutomated safety check: PassAGPL-3.0
Khazix WeChat Article WriterKKKKhazix/khazix-skills21k2 repos~2.9kAutomated safety check: PassMIT
WeChat Official Account PosterJimLiu/baoyu-skills26k2 repos~3.6kAutomated safety check: WarnMIT
Taro UI Guidejd-opensource/taro-ui4.7k—~1.3kAutomated safety check: PassMIT

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  • Collage B-Roll Video Maker

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  • Ray Cover

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Works with

Questions about Ray

What does Ray do?

rayskills 工具箱的主入口与路由。当用户不确定该用哪个 ray- skill、只是丢来一个真实任务/处境,或明确要求把一篇内容从 idea、调研、写作一路送到公众号草稿箱、X Articles 草稿箱或口播视频稿时,用本 skill 读取上下文,判断最该做的一步或执行已确认的内容生产链。也用于一轮工作完成后决定下一步。触发:/ray 或 /ray 后接任何真实任务描述。用户无需记住具体…. Ray is an agent skill from imraywang/rayskills.

How do I install Ray in Claude Code?

Run `npx skills add imraywang/rayskills --skill ray -a claude-code`. Or copy the skill folder (skills/ray in imraywang/rayskills) into .claude/skills/ray in your project. Claude Code loads it when a task matches its description.

How do I install Ray in Codex?

Run `npx skills add imraywang/rayskills --skill ray -a codex`. Or copy the skill folder (skills/ray in imraywang/rayskills) into .agents/skills/ray in your project. Codex loads it when a task matches its description.

Can I use Ray 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 imraywang/rayskills --skill ray -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ray, .gemini/skills/ray, .github/skills/ray and .opencode/skills/ray in your project.

What does Ray need to run?

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

Does Ray 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 Ray 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 Ray use?

Ray has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Ray use?

About 962 tokens (SKILL.md is roughly 3.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.8k tokens, read only when the agent opens those files.

What are the alternatives to Ray?

Skills that share tags, products or a category with Ray: Guizang Social Cards (op7418/guizang-social-card-skill, 7.4k stars), Gzh Design (isjiamu/gzh-design-skill, 3.9k stars), Khazix WeChat Article Writer (KKKKhazix/khazix-skills, 21k stars) and WeChat Official Account Poster (JimLiu/baoyu-skills, 26k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ray?

imraywang (a GitHub user) maintains it in imraywang/rayskills, which has 160 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on September 23, 2026.

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