A codebase and content analysis tool that turns code, documents, papers, images, or videos into a stored knowledge graph. It can answer questions about project structure and relationships.

Use it to explore architecture, file relationships, project content, or other supported material, especially when a graphify-out folder is available.

It helps you trace how files and other content connect without manually searching through each item.

graphify — Skill for Claude Code and Codex by toggle-workspace

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 toggle-workspace/toggle-mcp --skill graphify

Clone the repo

git clone --depth 1 https://github.com/toggle-workspace/toggle-mcp

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/toggle-workspace/toggle-mcp/graphify/github.svg)](https://agentmods.dev/skills/toggle-workspace/toggle-mcp/graphify)

Your own site

<a href="https://agentmods.dev/skills/toggle-workspace/toggle-mcp/graphify"><img src="https://agentmods.dev/badge/skills/toggle-workspace/toggle-mcp/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/toggle-workspace/toggle-mcp/graphify"><img src="https://agentmods.dev/badge/skills/toggle-workspace/toggle-mcp/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 9,604 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.

Model	Per session	Once invoked
Fable 5.1	$0.00076	$0.09604
Opus 5.5	$0.00030	$0.03842
Sonnet 5.5	$0.00015	$0.01921
Haiku 4.5	$0.00008	$0.00960

Measured 2mo ago against content hash 80b5d225e555, 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

content/.agents/skills/graphify/SKILL.md · 678 lines

The source is not reproduced here

No licence file

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.

2mo ago First seen · 678 lines · 76 tokens per session scan B 80b5d225e555

Subscribe to this mod's changes

graphify is a skill published in the GitHub repository toggle-workspace/toggle-mcp (1 stars, last pushed 2d ago), with no licence file. It adds 76 tokens to every session and 9,604 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.

Debugging

graphify next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
graphifytoggle-workspace/toggle-mcp	Skill	1	2d ago	none	B	76	Claude Code, Codex
systematic-debuggingopen-metadata/OpenMetadata	Skill	16k	today	Apache-2.0	A	37	Claude Code
log-error-digestzebbern/claude-code-guide	Skill	4.7k	yesterday	MIT	A	71	Claude Code, Codex
cwv-optimizeradobe/skills	Skill	320	today	Apache-2.0	A	112	Claude Code
ci-fixersipyourdrink-ltd/bernstein	Skill	1.2k	yesterday	Apache-2.0	A	15	Claude Code, Codex
incident-response-incident-responsermyndharis/antigravity-skills	Skill	2.0k	24d ago	MIT	A	36	Claude Code
diagnosing-missing-recordingsPostHog/posthog	Skill	41k	today	none	A	76	Claude Code, Codex

graphify

Getting it into your agent

Wrote this? Show the measurements

What it costs to keep this loaded

Grade B, and why

Unrestricted tool accessmediumExcessive agency

The source is not reproduced here

No licence file

What ships with it

What this file has done since we first saw it

graphify compared with skills from other repositories