---
title: "NetworkX - Air Market"
description: "You have data that is really a web of connections - people, cells, roads, citations - and a table is the wrong shape for it. This builds that data into a graph in Python and then answers questions ab…"
canonical: "https://airmarket.ai/app/networkx"
---

[Air Market](/) / [Data & Analytics](/category/data) / NetworkX

Skill by [K-Dense](/@k-dense-ai)

# NetworkX

Make sense of things that are connected to other things

## What this does

You have data that is really a web of connections - people, cells, roads, citations - and a table is the wrong shape for it. This builds that data into a graph in Python and then answers questions about it: what is closest, what is most central, which parts clump together. It also reads and writes graph files and draws the network. Reach for it when the connections are the point.

### Top 3 things it does for you

- Build a graph from your data
- Find shortest paths and central nodes
- Spot communities in a network

## Information

**NetworkX at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [K-Dense](/@k-dense-ai) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.1 |
| Size | 59 KB |
| Licence | MIT |
| Repository | [k-dense-ai/scientific-agent-skills](https://github.com/k-dense-ai/scientific-agent-skills/tree/c8c5f9dc5640d0bd173e32d6192172443c31db4b/skills/networkx) |
| GitHub stars | 34,239 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of NetworkX and flagged nothing. AIR's verdict: **safe**.

**What NetworkX's check was run against**

|  |  |
| --- | --- |
| Commit | c8c5f9dc5640d0bd173e32d6192172443c31db4b |
| Content hash | 24a70e7e6cf0984eeaf69dd8227c0816cfd90d1be93f3a61dd1c2fe611776954 |
| Files read | [Browse the files at this exact commit](https://github.com/k-dense-ai/scientific-agent-skills/blob/c8c5f9dc5640d0bd173e32d6192172443c31db4b/skills/networkx/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for NetworkX](/security/networkx)

## About NetworkX

This creates, analyzes and visualizes complex networks and graphs in Python with NetworkX. Use it when you are working with network or graph data structures, or computing graph algorithms such as shortest paths, centrality and clustering.

It also covers detecting communities, generating synthetic networks including random, scale-free and small-world ones, reading and writing graph file formats, and drawing network topologies.

Common applications include social, biological, transportation and citation networks.

## What's inside

- SKILL.md - instructions
- references/algorithms.md - reference
- references/generators.md - reference
- references/graph-basics.md - reference
- references/io.md - reference
- references/visualization.md - reference

## Questions

### Is NetworkX safe to install?

AIR scanned this exact version of NetworkX and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit c8c5f9dc5640, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/networkx.

### How do I install NetworkX?

Open https://airmarket.ai/app/networkx on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/k-dense-ai/scientific-agent-skills/tree/c8c5f9dc5640d0bd173e32d6192172443c31db4b/skills/networkx. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by K-Dense](/@k-dense-ai)

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Canonical URL: <https://airmarket.ai/app/networkx>