# About the data

> How to use the Sats for Bots listings dataset (listings.json): fields, license and update cadence.

Canonical: https://satsforbots.com/about-data/

## About the data
The full directory is published as a read-only JSON dataset at [https://satsforbots.com/listings.json](https://satsforbots.com/listings.json). It is a JSON array; each item has these fields:

- name: tool name
- url: official website or repo
- category: one of Clients, Directories, Frameworks & Skills, MCP Servers, Marketplaces, Paid AI APIs, Payment APIs, Protocols, SDKs, Seller Tools, Wallets & Nodes
- description: one-line summary
- slug: page id; the detail page is https://satsforbots.com/tool/<slug>/
- cslug: category page id

No authentication, no rate limits beyond GitHub Pages. Updated weekly; listings are Lightning-only and hand-verified. Free to use with attribution to satsforbots.com. Discovery: [api-catalog](https://satsforbots.com/.well-known/api-catalog), [llms.txt](https://satsforbots.com/llms.txt), [agent skills](https://satsforbots.com/.well-known/agent-skills/index.json).