Flow AI.

Agent templates · Search agent

AI citability scorer

Scores one page, block by block, on how likely AI assistants are to quote it. Then it rewrites the weakest passages so AI can cite them.

Free · reviewed by a person

Run it with Flow AI

Flow AI runs this agent on your site and Amber reviews the result, which reaches your inbox within two working days.

Amber uses your email only to send this result and reply about it. Privacy.

Open source · MIT

Install it yourself

Runs in Claude Code on your own machine.

npx skills add Amberlanqinyun/geo-seo-claude --skill geo-citability

Read the source on GitHub

How it runs

Step by step, then a person checks it.

  1. 01
    Read the pageIt fetches the page and separates the main content from navigation and footers.
  2. 02
    Split it into blocksEach heading and the passage under it becomes one block, the unit an AI system quotes.
  3. 03
    Score every blockAnswer quality 30%, self-containment 25%, readable structure 20%, evidence density 15%, original data 10%.
  4. 04
    Score the pageThe block scores combine into one citability score out of 100.
  5. 05
    Rewrite the weakestSpecific rewrites for the lowest-scoring blocks, written answer-first.
  6. 06
    A marketing engineer reviews itAmber checks the result on every Flow AI run before it reaches you.

In and out

What it needs, and what it returns.

What it needs

  • One public page address

What comes back

  • A citability score out of 100
  • The strongest blocks, and why they work
  • The weakest blocks, each with a rewrite
  • Quick reformatting wins
  • A score for every section

Keep the search agent running every month.

A template is one run. A sprint installs the agent on your business in a week, with documentation and a handover to your team. Then the Flow Engine runs it every month.

Work with me Install the search agent as a one-week AI-search sprint