What Context Needed
github/awesome-copilot
Ask Copilot what files it needs to see before answering a question
Get raytsystem running in a repository — install it if needed, then launch 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/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/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/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/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/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/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/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 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/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/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/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/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/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/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
- ~676 tokens
- SKILL.md length
- 274 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Get raytsystem running in a repository — install it if needed, then launch the interface.
- Works in 2 steps: Current project — install into the… → Another local directory — a path the…
- Start raytsystem
- SKILL.md covers Two modes, Step 0 — Is it already…, Install and Launch, plus 2 more sections
- Calls uv
What it does
Start is an agent skill from romarayt/raytsystem-public-os. Get raytsystem running in a repository — install it if needed, then launch the interface. Use for "start", "start raytsystem", "install raytsystem", "connect this project", "set up raytsystem here", "open the interface", "запусти", "старт", "подключить пространство", "установить raytsystem". Two modes — the current project, or another local directory you point at. Never overwrites user files; fully reversible.
Its SKILL.md is about 680 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
- Start raytsystem
- Install raytsystem
- Connect this project
- Set up raytsystem here
Example prompts
- “start raytsystem”
- “install raytsystem”
- “connect this project”
- “/start”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Current project — install into the repository the user has open (target = repo root).
- Another local directory — a path the user names (their Obsidian vault, notes folder, another
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 676 tokens when it runs. Until then it costs about 105 tokens; SKILL.md has 274 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). 274 words, ~676 tokens.
Download SKILL.mdSave it as
.claude/skills/start/SKILL.md (or your agent's skills folder).- name
- start
- description
- Get raytsystem running in a repository — install it if needed, then launch the interface. Use for "start", "start raytsystem", "install raytsystem", "connect this project", "set up raytsystem here", "open the interface", "запусти", "старт", "подключить пространство", "установить raytsystem". Two modes — the current project, or another local directory you point at. Never overwrites user files; fully reversible.
start — get raytsystem running here
The fastest way to go from a plain repository to a running raytsystem. It is safe: it previews
first, only creates new files (never overwrites the user's), and is reversible with uninstall.
Nothing is sent over the network. Talk to the user in their language and in plain terms.
Two modes
- Current project — install into the repository the user has open (target = repo root).
- Another local directory — a path the user names (their Obsidian vault, notes folder, another repo). Ask for the absolute path.
Step 0 — Is it already installed?
uv run raytsystem doctor --root <TARGET_PATH> --jsonIf config_exists is true (raytsystem is already here), skip to Launch. Otherwise Install.
Install
- Preview (writes nothing). Read the JSON; explain what was detected, which files will be
created, which are merged vs left untouched, the source roots, and the fingerprint.
bash uv run raytsystem bootstrap --target <TARGET_PATH> --dry-run --json - Confirm. Show the summary and stop. Wait for an explicit yes.
- Apply with the fingerprint from step 1:
bash uv run raytsystem bootstrap --target <TARGET_PATH> --apply --confirm <FINGERPRINT> --json
Never run --apply without a fresh fingerprint. README.md is kept verbatim; AGENTS.md gets an
appended RAYTSYSTEM:BEGIN/END block; the user's source data is indexed in place, never moved.
Launch
uv run raytsystem start --root <TARGET_PATH>This opens the loopback-only interface (http://127.0.0.1:8765). raytsystem start is the short alias
for raytsystem ui. Then point the user at their first commands: raytsystem status, raytsystem task list,
raytsystem query, and the graph skill to refresh the graph.
Uninstall (reverse it)
uv run raytsystem uninstall --target <TARGET_PATH> --jsonRemoves only what raytsystem created and strips the appended block; user and source data are untouched.
Never do
- Never overwrite, delete, or "clean up" the user's files.
- Never push, publish, upload, or send anything externally.
- Never promote a real corpus; ingest stays proposal-only until separately approved.
© 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 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 | — | ~676 | 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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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.
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.
Raytsystem Research
romarayt/raytsystem-public-os
Perform bounded source research for raytsystem and return provenance-rich evidence proposals without canonical writes.
Questions about Start
What does Start do?
Get raytsystem running in a repository — install it if needed, then launch the interface. Start is an agent skill from romarayt/raytsystem-public-os. Get raytsystem running in a repository — install it if needed, then launch the interface.
When should I use Start?
Start fits situations like: start raytsystem; install raytsystem; connect this project; set up raytsystem here.
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 (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 (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 676 tokens (SKILL.md is roughly 2.7k 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.