4SEEN·AI

4seen MCP server

Give any MCP-capable agent — Claude, Cursor, or your own — 4seen's AI-visibility engine as callable tools. The server runs on your machine as a single Python file and talks to our API with your key. Nothing to host.

Install

Download 4seen_mcp.py
pip install mcp httpx (Python 3.10+)
Set FOURSEEN_API_KEY — Pro accounts: request a key from the dashboard agent or upgrade to Pro
Add to your agent (Claude Desktop / claude mcp add):

{
  "mcpServers": {
    "4seen": {
      "command": "python",
      "args": ["/path/to/4seen_mcp.py"],
      "env": { "FOURSEEN_API_KEY": "YOUR_KEY" }
    }
  }
}

The 13 tools

simulate_audience	Persona-by-persona reactions, score, flags and suggested edits for a draft
improve_post	Rewrite a draft to fix the problems a simulation found
suggest_angles	Predict the strongest angles and opening hooks before drafting
check_community_risk	Reddit/HN flame and removal risk, likely top comment, verdict
check_citability	AEO: would an AI assistant cite this? Per-query, with fixes
check_voice	Does this sound like a specific person or brand? Fidelity + rewrite
critique_creative	Structured critique of creative work against its goal
audit_site	Retrieval audit: can AI engines actually read your site?
query_gaps	Which buyer questions you lose today, and to whom
score_content	Score a page or draft on the citation decision
rewrite_grounded	Fact-guarded rewrite — refuses to invent claims
verify_panel	Re-run the jury on an edit to prove it moved the decision
share_result	Publish a branded, shareable results page

API status: /v1/health · unauthenticated calls return 401 with a contract-shaped error, so you can verify wiring before you have a key.