explore-network

explore-network is a skill for Claude Code, Codex from MattArtzAnthro/gephi-ai. It costs 48 tokens per session (718 once invoked), scanned A, original, Apache-2.0.

A workflow for exploring a network that is already open in Gephi, a desktop tool for displaying connected data. It profiles the network, analyzes it according to the user’s goal, arranges and styles it, and presents an overview.

In plain words
What is it for?
Use it to inspect an existing Gephi project, understand its nodes and connections, find possible structural issues, and create an initial visual overview.
Why use it?
It provides a guided first look without requiring another import and stops early if no usable network is open.

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/mattartzanthro/gephi-ai/explore-network
Any agent
npx skills add MattArtzAnthro/gephi-ai --skill explore-network
Clone the repo
git clone --depth 1 https://github.com/MattArtzAnthro/gephi-ai

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 explore-network

README.md
[![agentmods](https://agentmods.dev/badge/skills/mattartzanthro/gephi-ai/explore-network.svg)](https://agentmods.dev/skills/mattartzanthro/gephi-ai/explore-network)
Your own site
<a href="https://agentmods.dev/skills/mattartzanthro/gephi-ai/explore-network"><img src="https://agentmods.dev/badge/skills/mattartzanthro/gephi-ai/explore-network.svg" alt="Measured on agentmods" height="20"></a>
Per session 48 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 718 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
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 $0.00048 $0.00718
Opus 5 $0.00024 $0.00359
Sonnet 5 $0.00010 $0.00144
Haiku 4.5 $0.00005 $0.00072

Measured 5d ago against content hash bbdda67a1cb5, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

explore-network 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 5d 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/gephi-network-analysis/skills/explore-network/SKILL.md · 58 lines

How it starts

The opening of the file, as written. The whole thing — 58 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Explore

Run the initial exploration on the graph in the current Gephi workspace. This is the import-and-explore workflow without the import step: open the file in Gephi first (File > Open, or a Data Laboratory import), then run this. No file path is needed.

Tell the user what you're doing at each step — narrate briefly before each tool call.

Steps

  1. Health check: Call gephi_health_check. If it fails, tell the user to start Gephi and stop.

  2. Confirm there is a graph: Call gephi_get_project_info. If there is no project or the graph is empty, say so and suggest opening a file in Gephi or using the import-and-explore skill with a path; stop.

  3. The intake question (skip if they already told you): in one friendly question, ask what the nodes and connections are and what they hope to learn. Their answer sets the vocabulary for everything you present, and their expectations become hypotheses to test rather than assumptions.

  4. Profile: Call gephi_profile_graph (one call, the full quantitative picture). Give a short plain-language first reading that combines their description with the numbers, then ask the two or three questions the profile raises (its flags are candidates: isolates, fragmentation, hub dominance).

  5. Let the intake + profile guide what follows — do not run a fixed recipe:

    • Isolates or fragmentation: ask before removing anything (their "data problem" may be their finding).
    • Their stated interest picks the metric (brokers/gatekeepers -> betweenness; influence/reach -> degree or PageRank; roles -> the similarity layout).
    • If they named an attribute they expect to organize the network, test it against the partition baseline before coloring by it; prefer detected communities when their attribute fails, and say so plainly.
    • Size and density pick the layout per the layout guide's purpose table.
    • Caption clusters in their vocabulary, not in cluster numbers.

Read the full file on GitHub · 58 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.

  1. 5d ago First seen · 58 lines · 48 tokens per session scan A bbdda67a1cb5

Subscribe to this mod's changes

explore-network is a skill published in the GitHub repository MattArtzAnthro/gephi-ai (21 stars, last pushed 4d ago), licensed Apache-2.0. It adds 48 tokens to every session and 718 once invoked, about $0.0002 per session on Opus 5. 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.