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Agent skill

Graph

by romarayt in romarayt/raytsystem-public-os

Refresh the raytsystem code graph so it reflects every current file.

Apache-2.0Auto-check passed

Install Graph

skills CLI
$ npx skills add romarayt/raytsystem-public-os --skill graph -a claude-code

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

GitHub CLI
$ gh skill install romarayt/raytsystem-public-os graph --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/romarayt/raytsystem-public-os.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/graph .claude/skills/graph && 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
graph
GitHub stars
150
Token cost
~174 tokens
SKILL.md length
75 words
Files
1
Skills in repo
12
Repo updated
First seen
Licence
Apache-2.0

At a glance

Refresh the raytsystem code graph so it reflects every current file.

  • Works in 3 steps: Check freshness: uv run raytsystem graph… → Refresh: uv run raytsystem graph update… → Confirm state is current and report the…
  • Актуализируй граф
  • Calls uv
  • Update the graph

What it does

Graph is an agent skill from romarayt/raytsystem-public-os. Refresh the raytsystem code graph so it reflects every current file. Use for "graph", "обнови граф", "перестрой граф", "актуализируй граф", "update the graph".

Its SKILL.md is about 170 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

  • Актуализируй граф
  • Update the graph

Example prompts

  • “update the graph”
  • “/graph”

Workflow steps

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

  1. Check freshness: uv run raytsystem graph status --json.
  2. Refresh: uv run raytsystem graph update --json (incremental — handles changed and deleted files),
  3. Confirm state is current and report the node/edge/file counts.

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

Graph loads about 174 tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 75 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~174

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). 75 words, ~174 tokens.

Download SKILL.mdSave it as .claude/skills/graph/SKILL.md (or your agent's skills folder).
name
graph
description
Refresh the raytsystem code graph so it reflects every current file. Use for "graph", "обнови граф", "перестрой граф", "актуализируй граф", "update the graph".

Bring the raytsystem code graph up to date so it reflects every current file. It writes only the disposable .raytsystem/graph/ plane and never mutates canonical knowledge.

  1. Check freshness: uv run raytsystem graph status --json.
  2. Refresh: uv run raytsystem graph update --json (incremental — handles changed and deleted files), or uv run raytsystem graph rebuild --json for a full rebuild if the graph is missing.
  3. Confirm state is current and report the node/edge/file counts.

© 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/graph of romarayt/raytsystem-public-os.

Open the folder on GitHubat commit b5ac705

Compare with similar skills

Graph 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.

Graph compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Graph this skillromarayt/raytsystem-public-os150—~174Automated safety check: PassApache-2.0
Reflectalirezarezvani/claude-skills28k1 repos~2.4kAutomated safety check: PassMIT
Graphagenticnotetaking/arscontexta3.5k1 repos~4.9kAutomated safety check: NotesMIT
Bigquery Graphgoogle/adk-python22k—~4.8kAutomated safety check: PassApache-2.0
Code Review Graph Buildertirth8205/code-review-graph32k—~295Automated safety check: PassMIT
Mini Context Graphgithub/awesome-copilot40k1 repos~2kAutomated safety check: PassMIT

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More from romarayt/raytsystem-public-os

All 12 skills in this repo

  • Graph

    romarayt/raytsystem-public-os

    Refresh the raytsystem code graph so it reflects every current file, then confirm it is up to date.

    150 GitHub stars~527 tokensUpdated 6 days ago
    Auto-check passed

  • Start

    romarayt/raytsystem-public-os

    Get raytsystem running in a repository — install it if needed, then launch the interface.

    150 GitHub stars~676 tokensUpdated 6 days ago
    Auto-check passed

  • 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.

    150 GitHub stars~1.6k tokensUpdated 6 days ago
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  • 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.

    150 GitHub stars~686 tokensUpdated 6 days ago
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  • Raytsystem Lint

    romarayt/raytsystem-public-os

    Run deterministic integrity, provenance, projection, link, alias, operation, and secret checks over raytsystem.

    150 GitHub stars~468 tokensUpdated 6 days ago
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  • 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.

    150 GitHub stars~538 tokensUpdated 6 days ago
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Questions about Graph

What does Graph do?

Refresh the raytsystem code graph so it reflects every current file. Graph is an agent skill from romarayt/raytsystem-public-os. Refresh the raytsystem code graph so it reflects every current file.

When should I use Graph?

Graph fits situations like: Актуализируй граф; update the graph.

How do I install Graph in Claude Code?

Run `npx skills add romarayt/raytsystem-public-os --skill graph -a claude-code`. Or copy the skill folder (.agents/skills/graph in romarayt/raytsystem-public-os) into .claude/skills/graph in your project. Claude Code loads it when a task matches its description.

How do I install Graph in Codex?

Run `npx skills add romarayt/raytsystem-public-os --skill graph -a codex`. Or copy the skill folder (.agents/skills/graph in romarayt/raytsystem-public-os) into .agents/skills/graph in your project. Codex loads it when a task matches its description.

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

What does Graph need to run?

Going by SKILL.md and its folder, Graph needs the command-line tools its instructions call (uv).

Does Graph 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 Graph 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 Graph use?

Graph 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 Graph use?

About 174 tokens (SKILL.md is roughly 696 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 Graph?

Skills that share tags, products or a category with Graph: Reflect (alirezarezvani/claude-skills, 28k stars), Graph (agenticnotetaking/arscontexta, 3.5k stars), Bigquery Graph (google/adk-python, 22k stars) and Code Review Graph Builder (tirth8205/code-review-graph, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Graph?

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 1, 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.