Your SEO data, in the assistant you already use.

The SEOQuantum MCP server works with Claude Desktop, Claude Code, Codex and Cursor. Ask where you work: the answer draws on your Search Console data and Albert's analyses.

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Which pages grew the most this month?

Claude

SEOQuantumseoquantum_list_opportunitiesSearch Console · last 28 days

{
  "summary": { "at_risk": 23, "maintenance": 64, "total": 87 },
  "opportunities": [
    { "url": "…/film-thermique-anti-froid-avis-…",
      "overall_score": 83.58,
      "gsc": { "period_days": 28, "period_end": "2026-10-17",
               "clicks": 75, "clicks_prev": 33,
               "impressions": 816, "impressions_prev": 466,
               "position": 8.1, "position_prev": 11.9 } },
    { "url": "…/seuil-porte-dentree-renovation-…",
      "gsc": { "clicks": 5, "clicks_prev": 0,
               "position": 14.8, "position_prev": 27.6 } }
  ]
}

Out of 87 tracked pages, two are clearly up on the previous 28 days:

1.The anti-cold window film page: 75 clicks versus 33, impressions up from 466 to 816. Its average position moves from 11.9 to 8.1.
2.The front door threshold renovation page: from position 27.6 to 14.8, with its first 5 clicks. The demand is there, and the page is getting closer to the top results.

The window film page already scores 84/100: internal links are among the suggested fixes. Shall we strengthen it while it climbs?

See this page in the Performance panel →

Where the data comes from

What the server reads

Google Search Console

clicks, impressions, position, potential per page

Google results

top 10, People Also Ask, related searches

Your pages

live or draft content, H1, meta

Albert's analyses

SEO score, semantic field, GEO citability

MCP SERVER

13 tools · 4 prompts

→ seoquantum_list_opportunities

npx -y @seoquantum/mcp

Where you work

Claude Code
Claude Desktop
Codex
Cursor

Sound familiar

You paste CSV exports into your assistant, with no idea what it does with them.
Yet another tool to open for a simple question.

With SEOQuantum

1
Connect your workspace
One command opens your browser: you sign in, choose your workspace, and a dedicated key is saved on your computer. Then add the server to your assistant.
2
Ask your question
“Which pages grew the most this month?” The assistant calls the SEOQuantum tools it needs.
3
An answer grounded in your data
The tools provide your data and its context (source, period). Ask your assistant to cite its sources.

Connect my assistant

Run the login command first: your browser opens, you choose your workspace and a dedicated key is saved on your computer. Then add SEOQuantum to your assistant.

Choose your assistant.

Connect Claude Desktop.

Open Claude › Settings… › Developer › Edit Config.
Add the seoquantum entry under mcpServers, keeping your other servers.
Fully quit Claude Desktop, then restart it.

Setup documented by SEOQuantum.

Read the SEOQuantum MCP guide Client's official documentation

1 · Connect your workspace

terminal

npx @seoquantum/mcp login

2 · Add SEOQuantum

claude_desktop_config.json

{
  "mcpServers": {
    "seoquantum": {
      "command": "npx",
      "args": ["-y", "@seoquantum/mcp"]
    }
  }
}

Several workspaces? Add the profile printed by login:

"args": ["-y", "@seoquantum/mcp", "--profile", "<name>"]

A real answer

75 vs 33

MCP data for a 28-day period: Est Habitat's window-film article records 75 clicks versus 33, and 816 impressions versus 466 in the previous period.

Questions

Do I need to be a developer?

No. You need to be able to run an npx command (Node.js installed) and an assistant that supports local MCP servers: Claude Desktop, Claude Code, Codex or Cursor. The rest is copied from the setup shown.

Can the server change anything?

It can run an analysis, create a brief (which uses one page of your plan), score a version your assistant proposes and analyze its citability. It publishes nothing to your CMS and gives no access to your knowledge base.

What about ChatGPT?

The ChatGPT Desktop setup is not yet verified end to end; we will document it once it is.

Where does my data go?

The server runs on your computer and passes your data to the assistant you use, under that assistant's own terms. Only query data you are willing to share with it.

Go further

Ask your assistant your first SEO question.

Install the MCP server, sign in, and query your real data.

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