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Share of Model vs llm-analysis-assistant
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
llm-analysis-assistant
A very streamlined mcp client that supports calling and monitoring stdio/sse/streamableHttp, and can also view request responses through the /logs page. It also
Comparison
| Feature | Share of Model | llm-analysis-assistant |
|---|---|---|
| Pricing | Free | Free |
| Installs | — | — |
| Rating | — | — |
| Verified | — | |
| Hosted | Hosted | — |
| Tools | — | — |
| Category | ai | ai |
| Author | scrappycmo | xuzexin-hz |
| Repo | — | xuzexin-hz/llm-analysis-assistant |
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 llm-analysis-assistant
A very streamlined mcp client that supports calling and monitoring stdio/sse/streamableHttp, and can also view request responses through the /logs page. It also supports monitoring and simulation of ollama/openai interface.
Looking for something else? Browse all MCPs or check trending this week.