citation-gap

Analyse any public webpage for GEO/AEO opportunities, compare it with up to six competitors, and identify citation gaps that may cause AI assistants to favour…

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What it can do

  • Audit Page: Audit a single page's on-page GEO signals and return a structured score and summary.
  • Generate Fixes: Return prioritised on-page GEO fixes for a single page.
  • Compare Competitors

What data it sees

Do you need an account

No: the server works without sign-in

Analyse any public webpage for GEO/AEO opportunities, compare it with up to six competitors, and identify citation gaps that may cause AI assistants to favour competing content. Citation Gap prioritises actionable improvements across content quality, authority, entity clarity and on-page signals, then generates a shareable report.

How to connect

How to connect citation-gap to Claude

The server address to paste into Claude settings:

https://citation-gap--johnlawson-dev.run.tools

  1. Open Claude (claude.ai or the desktop app).
  2. Go to Settings → Connectors.
  3. Click Add custom connector.
  4. Paste the server address copied below into Remote MCP server URL and click Add.
  5. In a chat, click + → Connectors and switch the new connector on.

Custom connectors are available on Free, Pro, Max, Team and Enterprise plans (Free is limited to one). On Team and Enterprise an organization Owner adds the connector first under Organization settings → Connectors.

Authorization

After you click Add, a sign-in window for the service opens. Sign in with your own account and approve access. Claude never sees your password.

How to connect citation-gap to ChatGPT

The server address to paste into ChatGPT settings:

https://citation-gap--johnlawson-dev.run.tools

  1. Open ChatGPT in a browser (chatgpt.com). A Plus, Pro, Business, Enterprise or Edu plan is required.
  2. Turn on developer mode once: Settings → Apps → Advanced settings → Developer mode.
  3. Open Settings → Connectors and click Create.
  4. Fill in the form: Name (anything), Description (one line about what the service does), MCP server URL (copy it below).
  5. Under Authentication choose OAuth if the service requires sign-in, otherwise None. Click Create.
  6. In a new chat open + → Apps/Connectors and enable the connector.

OpenAI has renamed this section before (Connectors → Apps/Plugins). If the label differs, search settings for "developer mode". On Business/Enterprise workspaces an admin must allow custom connectors first.

Authorization

On first use ChatGPT opens the service's sign-in window. Sign in and approve access.

How to connect citation-gap to Cursor

The server address to paste into Cursor settings:

https://citation-gap--johnlawson-dev.run.tools

Fastest: click Open in Cursor below and confirm the prompt.

Manually:

  1. In Cursor open Settings → Cursor Settings → MCP and click Add new global MCP server.
  2. Paste the JSON copied below into ~/.cursor/mcp.json (per project: .cursor/mcp.json in the repo root).
  3. Save the file. The server appears in the MCP list; authorize it there if asked.

Authorization

If the service needs sign-in, an authorize button appears next to the server in the MCP list.

Server tool list (5)

Raw names from tools/list. Only developers need these.

audit_pageAudit a single page's on-page GEO signals and return a structured score and summary.
generate_fixesReturn prioritised on-page GEO fixes for a single page.
compare_competitors
full_reportProduce the complete GEO report for a page against the competitor pages supplied, and return a shareable link to it. Called twice for the 'full' and 'infogain' focuses: the first call returns the competitor material and page context, and the second call renders the report once `concepts` and `fixes` are supplied. The 'technical', 'aeo' and 'schema' focuses render in a single call.
generate_reportBuild a styled, printable on-page GEO report for a single page.