Programmatic SEO skill

The skill file

---
name: programmatic-seo
description: Generate hundreds or thousands of high-quality, indexable pages from structured data without tripping thin-content filters.
owner: Moonrank SEO Agent
---

# Programmatic SEO

Programmatic SEO is one template multiplied by a dataset. Done well, it owns an
entire query pattern with a page for every variation. Done lazily, it ships a
thousand near-identical pages and gets the whole site's crawl budget and
reputation dragged down with them.

## When to use
- A query pattern repeats across many entities — cities, integrations, comparisons, use cases.
- You hold structured data competitors don't, and it never appears on a page.
- A past programmatic launch left thin pages that Google now refuses to index.

## Inputs
- **Required:** the dataset, and the query pattern the pages will target.
- **Optional:** search volume per variation, to set the cut line with data instead of hope.

What is the Programmatic SEO skill?

The Programmatic SEO skill is how Moonrank's SEO Agent turns a dataset into a page for every variation of a query pattern: validating demand, setting a hard cut line on data completeness, and rolling out in measured tranches instead of one risky launch.

It's written as a SKILL.md, a plain-language instruction format that people and AI agents can both follow. Read it to plan your own launch, use it to scope the build with your developers, or let the SEO Agent design the page spec and monitor the rollout.

Downloading the playbook is free with a Moonrank account. Watching indexation tranche by tranche and pruning the pages that don't earn their place is what the SEO Agent keeps doing after launch.

See it in action

From input to fix list

1. 1

   You provide the dataset and pattern

   The structured data you hold, and the query pattern the pages will target.

2. 2

   Moonrank validates demand and sets the cut line

   Search volume checked per variation; a page ships only when its data fills the template.

3. 3

   It specs pages built for uniqueness

   Sections, titles, descriptions, and schema generated from each row's own data.

4. 4

   It rolls out in tranches and watches

   Batches ship one at a time, gated on indexation and impressions before the next.

Everything it checks

When to reach for it

• Own a query pattern with a page for every variation worth having.
• Turn a proprietary dataset into indexable, defensible pages.
• Rescue a past programmatic launch that Google refuses to index.
• Decide how many of 2,000 possible pages actually deserve to exist.
• Launch at scale without betting the domain's reputation on one deploy.

Frequently asked questions