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Frontshelf

Crawls your live site for SEO problems and hands each one to a coding agent to fix, then rechecks the live pages.

Actively maintained

DataMonitoring
frontshelf.io ↗
Open frontshelf.ioAlternativesSet it up for my teamIs Frontshelf yours? Claim the card →
At a glanceswept Oct 27, 2026

not read yet

Use

For
Website teams who want a coding agent to find and fix SEO problems on their live site
Activity
Actively maintainedsite updated 2 weeks ago
Runs as
APICLI
Used for
  • check every page of a live site for SEO problems
  • have a coding agent open pull requests that fix issues
  • confirm each fix by rechecking the live pages
Worth knowingcomputed from what we read · each with its source
Your datawhat they publish, each line with its page · read Oct 27, 2026

“When an agent run does not use your Google data, Meta may use its prompts and outputs to train its models.”

privacy policy ↗

These are Frontshelf's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.

How a program reaches itfound, not claimed · read Oct 27, 2026
  • MCP serverio.frontshelf/frontshelfverified in the MCP registry
  • Stateanswers, requires sign-inchecked 2026-10-27
  • Address to connectfrontshelf.io/mcp

MCP server details →

This card as JSON, for your agent →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Alternatives in Databy use, among tools still maintained

Figure and bar: visits/mo, estimate · year: online since

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beta

Three tools from the Atlas for the job you describe, each with what fits and what does not.

From people who use itnot part of the reading

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Questions this page answers
  • What is Frontshelf?

    Crawls your live site for SEO problems and hands each one to a coding agent to fix, then rechecks the live pages. It is listed in the Atlas under Data.

  • Who is Frontshelf for?

    Website teams who want a coding agent to find and fix SEO problems on their live site

  • Do people use Frontshelf?

    Little sign of use.

  • Is Frontshelf still maintained?

    Actively maintained: site updated 2 weeks ago.

  • Does Frontshelf train AI on your data?

    Its privacy policy speaks for its AI providers rather than for Frontshelf itself (2026-10-27): “When an agent run does not use your Google data, Meta may use its prompts and outputs to train its models.”

  • What are alternatives to Frontshelf?

    In Data, by use: Firecrawl, Diffbot, VisualSitemaps, Spider.cloud, Salience, DeepSEOAnalysis.

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk