ansible-mcp-server: Skill for Claude Code

.copilot/skills/graphify/SKILL.md

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

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

This is vsl8/ansible-mcp-server's own configuration. It tells Claude Code and Codex how to work on ansible-mcp-server itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ansible-mcp-server configures →

Reuse

Borrowing it

Nothing to install: this file belongs to vsl8/ansible-mcp-server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/vsl8/ansible-mcp-server/main/.copilot/skills/graphify/SKILL.md
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/github.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/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 graphify

Your own site · 80×15
<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="Reviewed on agentmods" width="80" 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. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00076 $0.09370
Opus 5.5 $0.00030 $0.03748
Sonnet 5.5 $0.00015 $0.01874
Haiku 4.5 $0.00008 $0.00937

Measured 2mo ago against content hash ad8bb1e45a2e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, 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 2mo 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. 2mo 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 3mo ago), with no licence file. It adds 76 tokens to every session and 9,370 once invoked, about $0.0003 per session on Opus 5.5. 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.

Related

graphify compared with skills from other repositories

graphify next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
graphifyvsl8/ansible-mcp-serverSkill03mo agononeB76Claude Code, Codex
knowledge-ingestopenclaw/openclawSkill394kyesterdayMITA80Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0Skill68k2d agoApache-2.0A217Claude Code, Codex
forgetasgeirtj/system_prompts_leaksSkill71k2d agoCC0-1.0A74Claude Code, Codex
Cortexdanielmiessler/LifeOSSkill20kyesterdayMITA184Claude Code
memoryopensquilla/opensquillaSkill7.1k6d agoApache-2.0A44Claude Code, Codex
ha-data-storesshiwenwen/hope-agentSkill1.9kyesterdayMITA115Claude Code, Codex