What Context Needed
github/awesome-copilot
Ask Copilot what files it needs to see before answering a question
Get raytsystem running here — install it if needed, then open the interface.
Apache-2.0Auto-check passed
Install Start
$ npx skills add romarayt/raytsystem-public-os --skill start -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install romarayt/raytsystem-public-os start --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/start .claude/skills/start && rm -rf skills-srcUse ~/.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/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .claude/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/startType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add romarayt/raytsystem-public-os --skill start -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install romarayt/raytsystem-public-os start --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/start .agents/skills/start && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .agents/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add romarayt/raytsystem-public-os --skill start -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install romarayt/raytsystem-public-os start --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/start .cursor/skills/start && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .cursor/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/romarayt/raytsystem-public-os.git --path .agents/skills/start--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add romarayt/raytsystem-public-os --skill start -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install romarayt/raytsystem-public-os start --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/start .gemini/skills/start && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .gemini/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install romarayt/raytsystem-public-os startInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add romarayt/raytsystem-public-os --skill start -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/start .github/skills/start && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .github/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add romarayt/raytsystem-public-os --skill start -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install romarayt/raytsystem-public-os start --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/romarayt/raytsystem-public-os.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/start .opencode/skills/start && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "start" agent skill from https://github.com/romarayt/raytsystem-public-os/tree/main/.agents/skills/start into .opencode/skills/start/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "start", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
start- GitHub stars
- 150
- Token cost
- ~316 tokens
- SKILL.md length
- 156 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Get raytsystem running here — install it if needed, then open the interface.
- Works in 3 steps: Check if raytsystem is already installed… → Install it (two modes — the current… → Launch the interface: uv run raytsystem…
- Install raytsystem
- Calls uv
- Подключить пространство
What it does
Start is an agent skill from romarayt/raytsystem-public-os. Get raytsystem running here — install it if needed, then open the interface. Use for "start", "старт", "запусти", "install raytsystem", "подключить пространство", "открой интерфейс".
Its SKILL.md is about 320 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Local-first agent workspace for knowledge, tasks, documents and verifiable workflows · Локальная агентная система для знаний, задач и проверяемых процессов · t.me/romarayt. The licence is Apache-2.0.
When your agent uses it
- Install raytsystem
- Подключить пространство
- Открой интерфейс
Example prompts
- “install raytsystem”
- “/start”
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Check if raytsystem is already installed here: uv run raytsystem doctor --root . --json. If
- Install it (two modes — the current project, or another local path the user names)
- Launch the interface: uv run raytsystem start --root . — loopback-only at http://127.0.0.1:8765.
What it can do on your machine
Read from SKILL.md and the folder at commit b5ac705. 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
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Start loads about 316 tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 156 words of instructions outside code blocks.
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 romarayt/raytsystem-public-os at commit b5ac705, republished under its Apache-2.0 licence (© romarayt). 156 words, ~316 tokens.
Download SKILL.mdSave it as
.claude/skills/start/SKILL.md (or your agent's skills folder).- name
- start
- description
- Get raytsystem running here — install it if needed, then open the interface. Use for "start", "старт", "запусти", "install raytsystem", "подключить пространство", "открой интерфейс".
Get raytsystem running in this repository (or the path given as an argument). Talk to the user in their language. It is safe and reversible: never overwrite the user's files; nothing is sent externally.
- Check if raytsystem is already installed here:
uv run raytsystem doctor --root . --json. Ifconfig_existsis true, skip to step 3. - Install it (two modes — the current project, or another local path the user names):
- Preview (writes nothing):
uv run raytsystem bootstrap --target . --dry-run --json - Explain what will be created, which files stay untouched, and the source roots; ask the user to
confirm; then apply with the returned fingerprint:
uv run raytsystem bootstrap --target . --apply --confirm <FINGERPRINT> --json
- Preview (writes nothing):
- Launch the interface:
uv run raytsystem start --root .— loopback-only at http://127.0.0.1:8765. It is a foreground server that takes a few seconds to bind; stop it with Ctrl+C.
Never push, publish, upload, or promote a real corpus without a separate hash-bound approval.
© romarayt, 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
Just SKILL.md in .agents/skills/start of romarayt/raytsystem-public-os.
Open the folder on GitHubat commit b5ac705
Compare with similar skills
Start 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Start this skillromarayt/raytsystem-public-os | 150 | — | ~316 | Automated safety check: Pass | Apache-2.0 | |
| What Context Neededgithub/awesome-copilot | 40k | 1 repos | ~219 | Automated safety check: Pass | MIT | |
| Chatexport Need Minersickn33/agentic-awesome-skills | 47k | 1 repos | ~3.2k | Automated safety check: Pass | MIT | |
| You Might Not Need A Callbacksimstudioai/sim | 30k | — | ~904 | Automated safety check: Pass | Apache-2.0 | |
| You Might Not Need A Commentsimstudioai/sim | 30k | — | ~947 | Automated safety check: Pass | Apache-2.0 | |
| You Might Not Need A Memosimstudioai/sim | 30k | — | ~657 | Automated safety check: Pass | Apache-2.0 |
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- Official
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You Might Not Need A Callback
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Analyze and fix useCallback anti-patterns in your code. An agent skill from simstudioai/sim.
You Might Not Need A Comment
simstudioai/sim
Analyze and fix redundant or self-explanatory inline comments — remove noise, promote genuine documentation to TSDoc
You Might Not Need A Memo
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Analyze and fix useMemo/React.memo anti-patterns in your code
You Might Not Need State
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Analyze and fix unnecessary useState, derived state, and server-state-in-local-state anti-patterns
More from romarayt/raytsystem-public-os
All 12 skills in this repoGraph
romarayt/raytsystem-public-os
Refresh the raytsystem code graph so it reflects every current file, then confirm it is up to date.
Start
romarayt/raytsystem-public-os
Get raytsystem running in a repository — install it if needed, then launch the interface.
Raytsystem Watch
romarayt/raytsystem-public-os
Inspect video, audio, or supplied transcripts through raytsystem Tool Hub and return evidence-bound speech, visual, OCR, action, transition, and timeline findings.
Raytsystem Ingest
romarayt/raytsystem-public-os
Capture, normalize, propose, validate, and safely promote workspace-local Markdown, text, JSON/JSONL, CSV/TSV, images, or text-bearing PDFs into raytsystem.
Raytsystem Lint
romarayt/raytsystem-public-os
Run deterministic integrity, provenance, projection, link, alias, operation, and secret checks over raytsystem.
Raytsystem Query
romarayt/raytsystem-public-os
Answer questions from the active raytsystem generation using local FTS5 retrieval, canonical record rehydration, verified source spans, and explicit gaps.
Questions about Start
What does Start do?
Get raytsystem running here — install it if needed, then open the interface. Start is an agent skill from romarayt/raytsystem-public-os. Get raytsystem running here — install it if needed, then open the interface.
When should I use Start?
Start fits situations like: install raytsystem; Подключить пространство; Открой интерфейс.
How do I install Start in Claude Code?
Run `npx skills add romarayt/raytsystem-public-os --skill start -a claude-code`. Or copy the skill folder (.agents/skills/start in romarayt/raytsystem-public-os) into .claude/skills/start in your project. Claude Code loads it when a task matches its description.
How do I install Start in Codex?
Run `npx skills add romarayt/raytsystem-public-os --skill start -a codex`. Or copy the skill folder (.agents/skills/start in romarayt/raytsystem-public-os) into .agents/skills/start in your project. Codex loads it when a task matches its description.
Can I use Start 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 romarayt/raytsystem-public-os --skill start -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/start, .gemini/skills/start, .github/skills/start and .opencode/skills/start in your project.
What does Start need to run?
Going by SKILL.md and its folder, Start needs the command-line tools its instructions call (uv).
Does Start access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Start 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 Start use?
Start 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 Start use?
About 316 tokens (SKILL.md is roughly 1.3k 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 Start?
Skills that share tags, products or a category with Start: What Context Needed (github/awesome-copilot, 40k stars), Chatexport Need Miner (sickn33/agentic-awesome-skills, 47k stars), You Might Not Need A Callback (simstudioai/sim, 30k stars) and You Might Not Need A Comment (simstudioai/sim, 30k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Start?
romarayt (a GitHub user) maintains it in romarayt/raytsystem-public-os, which has 150 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 7, 2026.
Source: romarayt/raytsystem-public-os on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.