graphify

graphify is a skill for Claude Code, Codex from vsl8/ansible-mcp-server. It costs 76 tokens per session (9,370 once invoked), scanned B, original, no licence file.

A tool that turns code, documents, research papers, images, and videos into a lasting knowledge graph showing how information is connected.

In plain words
What is it for?
It is for exploring architecture, file relationships, project content, and other questions about material already processed into the graph.
Why use it?
It helps answer questions about a codebase or project by using relationships between files, concepts, and other content.

Skill for Claude CodeCodex

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.

agentmods
npx agentmods add skills/vsl8/ansible-mcp-server/graphify
Any agent
npx skills add vsl8/ansible-mcp-server --skill graphify
Clone the repo
git clone --depth 1 https://github.com/vsl8/ansible-mcp-server

Made for: Claude Code, Codex.

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 graphify

README.md
[![agentmods](https://agentmods.dev/badge/skills/vsl8/ansible-mcp-server/graphify.svg)](https://agentmods.dev/skills/vsl8/ansible-mcp-server/graphify)
Your own site
<a href="https://agentmods.dev/skills/vsl8/ansible-mcp-server/graphify"><img src="https://agentmods.dev/badge/skills/vsl8/ansible-mcp-server/graphify.svg" alt="Measured on agentmods" height="20"></a>
Per session 76 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 9,370 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 1 finding. Scan, not verified.
Origin unknown No closer match found 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 $0.00076 $0.09370
Opus 5 $0.00038 $0.04685
Sonnet 5 $0.00015 $0.01874
Haiku 4.5 $0.00008 $0.00937

Measured 4d ago against content hash ad8bb1e45a2e, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade B, and why

graphify scanned grade B with 1 finding 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 4d 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.

Unrestricted tool accessmediumExcessive agency

A wildcard tool grant or "run any command" leaves no least-privilege boundary at all.

If the user invoked `/graphify --help` or `/graphify -h` (with no other arguments), print the contents of the `## Usage` section above verbatim and stop. Do not run any commands, do not detect files, do not default the p
.copilot/skills/graphify/SKILL.md · 676 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

9 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. 4d ago First seen · 676 lines · 76 tokens per session scan B ad8bb1e45a2e

Subscribe to this mod's changes

graphify is a skill published in the GitHub repository vsl8/ansible-mcp-server (0 stars, last pushed 1mo ago), with no licence file. It adds 76 tokens to every session and 9,370 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it B with 1 finding (unrestricted tool access). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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