Leaderboard/Share of Model
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

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.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
327.4ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 293ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 327ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Apr 14, 2026success293.8msPass
Apr 14, 2026success235.6msPass
Apr 14, 2026success303.3msPass
Apr 14, 2026success241.3msPass
Apr 14, 2026success235.7msPass
Apr 14, 2026success235.8msPass
Apr 14, 2026success231.1msPass
Apr 14, 2026success223.2msPass
Apr 14, 2026success231.4msPass
Apr 14, 2026success265.7msPass
Source Registries
smithery
First Seen
Apr 13, 2026
Last Seen
Apr 13, 2026
Last Probed
Apr 14, 2026
Share of Model — Chiark Agent Quality Index