A runtime for executing repeatable multi-step workflows described as a directed graph, where each step and dependency is declared in advance. It records progress in a journal so an interrupted run can resume instead of starting over.

Use it for deterministic pipelines such as build-then-test, with steps that can run after their prerequisites and pause before later actions when required.

It makes dependencies and execution results auditable and allows long-running work to recover after a crash or restart. It is not intended for exploratory work or workflows that need adaptive replanning.

graph — Skill for Claude Code by naimkatiman

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 naimkatiman/continuous-improvement --skill graph

Clone the repo

git clone --depth 1 https://github.com/naimkatiman/continuous-improvement

Made for: Claude Code.

Or install oh-my-claudecode, the plugin that ships this one along with the rest of its 36 skills, 17 agents.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/graph/github.svg)](https://agentmods.dev/skills/naimkatiman/continuous-improvement/graph)

Your own site

<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/graph"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/graph"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/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 1,345 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 100% 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.

Model	Per session	Once invoked
Fable 5.1	$0.00019	$0.01345
Opus 5	$0.00010	$0.00673
Sonnet 5	$0.00004	$0.00269
Haiku 4.5	$0.00002	$0.00135

Measured 2d ago against content hash c0ebe6ddc524, 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 2d 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

100% identical to graph — 0 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.

third-party/oh-my-claudecode/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-claudecode:graph <descriptor.json>
/oh-my-claudecode: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 .omc/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

Descriptor given -> go to step 3.
Pipeline described -> author the descriptor JSON (schema below), write it next to the project (suggest .omc/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.
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.
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)
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.

2d ago First seen · 116 lines · 19 tokens per session scan A c0ebe6ddc524

Subscribe to this mod's changes

graph is a skill published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed 3d ago), licensed MIT. It adds 19 tokens to every session and 1,345 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to graph, differing in 0 lines, and is treated as a copy.

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