visualize

visualize is a command for Claude Code from MattArtzAnthro/gephi-ai. It costs 0 tokens per session (460 once invoked), scanned A, original, Apache-2.0.

A command that turns an open Gephi graph into a finished visual map. Gephi is software for exploring networks of connected items, such as people, websites, or organizations.

In plain words
What is it for?
Use it to highlight hubs, show communities, style graph groups, check whether the data supports the chosen grouping, and export the map.
Why use it?
It handles layout, sizing, colors, visual checking, and export so the graph’s important connections and groups are easier to see.

Command for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the gephi-network-analysis plugin — 1 skill, 11 commands, 4 agents, 1 hook, 1 MCP server shipped together

Good fit Use it to highlight hubs, show communities, style graph groups, check whether the data supports the chosen grouping, and export the map.

Compare 6 commands from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add MattArtzAnthro/gephi-ai
Claude Code
/plugin install gephi-network-analysis

Made for: Claude Code.

Or install gephi-network-analysis, the plugin that ships this one along with the rest of its 1 skill, 11 commands, 4 agents, 1 hook, 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 visualize

README.md
[![agentmods](https://agentmods.dev/badge/commands/mattartzanthro/gephi-ai/visualize/github.svg)](https://agentmods.dev/commands/mattartzanthro/gephi-ai/visualize)
Your own site
<a href="https://agentmods.dev/commands/mattartzanthro/gephi-ai/visualize"><img src="https://agentmods.dev/badge/commands/mattartzanthro/gephi-ai/visualize/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 visualize

Your own site · 80×15
<a href="https://agentmods.dev/commands/mattartzanthro/gephi-ai/visualize"><img src="https://agentmods.dev/badge/commands/mattartzanthro/gephi-ai/visualize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 460 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 original 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 $0.00000 $0.00460
Opus 5.5 $0.00000 $0.00184
Sonnet 5.5 $0.00000 $0.00092
Haiku 4.5 $0.00000 $0.00046

Measured 19d ago against content hash b2542a030f7f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

visualize 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 19d 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.

plugins/claude-code/commands/visualize.md · 35 lines

What it actually says

Visualize

Take the graph currently open in Gephi to a genuinely good map: real structure visible, hubs prominent, communities unmistakable, edges informative but quiet, nothing invisible. This lays out and styles the graph in place; for export alone, use /export-map.

Rules this command must keep

  • Stability. Run gephi_community_stability before naming, captioning, or colouring by groups, and say how stable they are.
  • Caption and legend. Every export ships with a copy-ready caption (data, layout and settings, what size and colour encode, what the map does and does not show) and, when colour encodes groups, a legend (gephi_export_legend).

Steps

  1. Load the gephi skill first. Before any Gephi call, load the gephi-network-analysis:gephi skill. Its rules apply to every step below; this command repeats only the ones it is most likely to break.

  2. Dispatch the layout-iterator agent. It runs the whole run, visual check, inspect, and adjust loop in its own context, following ${CLAUDE_PLUGIN_ROOT}/skills/gephi/references/layout-guide.md, so the dozens of intermediate exports and diagnoses stay out of this conversation. Pass the partition column from $ARGUMENTS (if given) so the agent colors by it, after checking it is topologically real and stable. If $ARGUMENTS is empty, the agent picks the grouping (modularity_class, else the most category-like column, else computes communities).

  3. Relay the result. Show the export path, the legend path, and the caption, and relay any data-truth notes the agent surfaced (a fake grouping, missing structure, disconnected components, an active filter) and its short change log.

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. 19d ago Changed b2542a030f7f
  2. 21d ago Changed · +11 lines 38f29135acee
  3. 1mo ago First seen · 24 lines · 0 tokens per session scan A f7b34a2a4391

Subscribe to this mod's changes

visualize is a command published in the GitHub repository MattArtzAnthro/gephi-ai (25 stars, last pushed 6d ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 460 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.