A list of thirty selectors and a graph of thirty selectors contain identical information, and only one of them lets you see that two clusters share a node. That is the entire justification: humans do not detect shared elements across rows, and detect them instantly in a layout. The beginner mistake is treating the graph as an output — a picture drawn at the end for the report. It is the case's working memory, built from the first pivot, and the report is generated from it.
Graph The Network is a community-contributed Claude Code skill in the tools-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/graph-the-network/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when an investigation has outgrown a list and needs a graph, or when asked how a set of people, companies and domains connect. Applies to fraud-ring and shell-network detection, AML and sanctions-evasion analysis, and complex corporate-structure work.
The Graph The Network Claude Code skill is built for developers, power users, and teams automating repetitive workflows and improving developer experience. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/graph-the-network curl -L https://claudskills.com/skills/graph-the-network/SKILL.md \ -o ~/.claude/skills/graph-the-network/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/graph-the-network/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/graph-the-network/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\graph-the-network\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
SKILL.md from the source repository to ~/.claude/skills/graph-the-network/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Graph The Network is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Dev Tools category. Learn more at /learn/what-is-a-claude-skill/.If you reference this skill in a blog post, paper, or documentation, you can cite it as:
@misc{graph-the-network-2026,
author = {UseOSINT},
title = {Graph The Network [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/graph-the-network/}
}Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.
The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.
Browse all Dev Tools skills in the ClaudSkills registry, or explore these other picks from the same category:
Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore
SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.