Share of Model

Track how often AI models mention and recommend your brand.

CommunityOnlineNo sign-inGlobalFreeRead-only

What it can do

  • Probe Ai Models: Send category/intent queries to AI models and measure brand visibility. Returns raw probe data including mention rate, position, and context for each model/query pair.
  • Calculate Share Of Model: Calculate Share of Model metrics from probe responses. Pure computation — no API calls. Returns overall share, per-model breakdown, per-query breakdown, and quality metrics.
  • Compare Competitors: Head-to-head Share of Model comparison across multiple brands. Probes all brands in one pass and returns a ranked leaderboard by mention rate.

What data it sees

Do you need an account

No: the server works without sign-in

Track how often AI models mention and recommend your brand. Probe GPT-4o, Claude, Gemini, and Perplexity to measure your Share of Model - mention rate, position quality, and competitive ranking. Essential for any brand in the era where AI agents influence purchasing decisions.

4 tools:

  • generate_som_report - full analysis in one call
  • probe_ai_models - raw probe data across models
  • compare_competitors - head-to-head leaderboard
  • calculate_share_of_model - pure metrics from probe data

BYOK - bring your own API keys. Only pay for what you probe.

How to connect

How to connect Share of Model to Claude

The server address to paste into Claude settings:

https://share-of-model--scrappycmo.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 Share of Model to ChatGPT

The server address to paste into ChatGPT settings:

https://share-of-model--scrappycmo.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 Share of Model to Cursor

The server address to paste into Cursor settings:

https://share-of-model--scrappycmo.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 (4)

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

probe_ai_modelsSend category/intent queries to AI models and measure brand visibility. Returns raw probe data including mention rate, position, and context for each model/query pair.
calculate_share_of_modelCalculate Share of Model metrics from probe responses. Pure computation — no API calls. Returns overall share, per-model breakdown, per-query breakdown, and quality metrics.
compare_competitorsHead-to-head Share of Model comparison across multiple brands. Probes all brands in one pass and returns a ranked leaderboard by mention rate.
generate_som_reportComplete Share of Model analysis in one call — probing, calculation, and a formatted markdown report with competitive position table.