graph

graph is a skill for Claude Code from RobinNorberg/oh-my-copilot. It costs 19 tokens per session (1,343 once invoked), scanned A, a copy of graph, MIT.

A workflow runner for declarative directed graphs, where each step and its dependencies are described before execution.

In plain words
What is it for?
Use it for dependable build, test, approval, or deployment pipelines with explicit ordering and recoverable runs.
Why use it?
It makes multi-step work repeatable and can resume after interruption using a journal of what already ran.

Skill for Claude Code

Written for Claude Code: argument-hint in frontmatter.

Part of the oh-my-copilot plugin — 51 skills, 21 commands, 20 agents, 11 hooks, 1 MCP server shipped together

Good fit Use it for dependable build, test, approval, or deployment pipelines with explicit ordering and recoverable runs.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/robinnorberg/oh-my-copilot/graph
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add RobinNorberg/oh-my-copilot --skill graph
Clone the repo
git clone --depth 1 https://github.com/RobinNorberg/oh-my-copilot

Made for: Claude Code.

Or install oh-my-copilot, the plugin that ships this one along with the rest of its 51 skills, 21 commands, 20 agents, 11 hooks, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for graph

README.md
[![agentmods](https://agentmods.dev/badge/skills/robinnorberg/oh-my-copilot/graph/github.svg)](https://agentmods.dev/skills/robinnorberg/oh-my-copilot/graph)
Your own site
<a href="https://agentmods.dev/skills/robinnorberg/oh-my-copilot/graph"><img src="https://agentmods.dev/badge/skills/robinnorberg/oh-my-copilot/graph/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for graph

Your own site · 80×15
<a href="https://agentmods.dev/skills/robinnorberg/oh-my-copilot/graph"><img src="https://agentmods.dev/badge/skills/robinnorberg/oh-my-copilot/graph.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 19 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,343 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 95% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00019 $0.01343
Opus 5 $0.00010 $0.00672
Sonnet 5 $0.00004 $0.00269
Haiku 4.5 $0.00002 $0.00134

Measured 6d ago against content hash 25ff2bc31575, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

graph scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 6d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

95% identical to graph — 10 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/graph/SKILL.md · 116 lines

How it starts

The opening of the file, as written. The whole thing — 116 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Graph Skill

Run a deterministic orchestration graph from a declarative JSON descriptor. The runtime consumes the sealed-descriptor and pure-scheduler contracts in src/graph/* and executes through an independent OS process (omc graph run), so crash recovery (kill mid-run, rerun, resume from journal) works for real.

Usage

/oh-my-copilot:graph <descriptor.json>
/oh-my-copilot:graph "build then test then ask me before deploy"   (author the descriptor first)

The execution surface is always the CLI subcommand:

omc graph run <descriptor.json> [--runs-root <dir>]

Run it via the Bash tool for non-interactive graphs. Progress lines stream as [run], [node], [ok], [fail], [join], [done].

When To Use

  • Repeatable multi-step pipelines with explicit dependencies (DAG)
  • Work that must survive interruption: kill/restart resumes from journal
  • Auditable runs: OCC journal + projection snapshots under .omg/graph-runs/<run_id>/

When NOT to use: exploratory one-off work (use conversation or /team); anything needing adaptive re-planning mid-run (graphs are deterministic).

Workflow

  1. Descriptor given -> go to step 3.

  2. Pipeline described -> author the descriptor JSON (schema below), write it next to the project (suggest .omg/graphs/<name>.json) and show it to the user before running. run_id must be unique per logical pipeline; rerunning with the same run_id RESUMES, not restarts.

  3. Approval nodes: if the descriptor contains any "kind": "human-approval" node, do NOT run it through the Bash tool (stdin is not interactive there; EOF fails closed to denied). Tell the user to run interactively instead:

    ! omc graph run <file>
    

    The ! prefix runs it inside this session with live stdin so y/n works.

  4. Run and relay progress. Exit codes (normative): 0 succeeded | 1 terminal failed | 19 another writer owns this run (busy) 20 corrupt/tampered journal (fail-closed) | 21 descriptor drift on resume | 70 runtime crash (unmapped error)

  5. Resume: rerunning the same command after a crash replays committed transitions and continues. Completed nodes never re-execute.

Read the full file on GitHub · 116 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 6d ago First seen · 116 lines · 19 tokens per session scan A 25ff2bc31575

Subscribe to this mod's changes

graph is a skill published in the GitHub repository RobinNorberg/oh-my-copilot (5 stars, last pushed 3d ago), licensed MIT. It adds 19 tokens to every session and 1,343 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to graph, differing in 10 lines, and is treated as a copy.

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