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Share of Model vs AWS KB Retrieval
Side-by-side comparison of two Model Context Protocol servers. Pick the right one for Claude Desktop, Claude Code, or Cursor.
Share of Model
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
AWS KB Retrieval
Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
Comparison
| Feature | Share of Model | AWS KB Retrieval |
|---|---|---|
| Pricing | Free | Free |
| Installs | — | — |
| Rating | — | — |
| Verified | — | |
| Hosted | Hosted | — |
| Tools | — | — |
| Category | ai | ai |
| Author | scrappycmo | modelcontextprotocol |
| Repo | — | modelcontextprotocol/servers-archived |
When to pick Share of Model
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.
When to pick AWS KB Retrieval
Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
Looking for something else? Browse all MCPs or check trending this week.