Share of Model
REMOTEscrappycmo/share-of-modelTrack 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.
○ Remote (HTTP) Server
This server runs on the internet and communicates over HTTP. It does not have direct access to your local filesystem or environment variables.
Uptime
100%based on 10 checks
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Security Scan
Security scan pending — this server has not yet been analyzed.
Risk Surface
Risk surface analysis pending — tool annotation scanning is coming soon.
Publisher Verification
Not yet verified by the Official MCP Registry.
Endpoint
https://share-of-model--scrappycmo.run.toolsTools (4)
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.
generate_som_report
Complete Share of Model analysis in one call — probing, calculation, and a formatted markdown report with competitive position table.
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