Leaderboard/Google Scholar Search Server
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Google Scholar Search Server

smithery.ai/mochow13/google-scholar-mcp↗

Provide academic paper search capabilities by querying Google Scholar through a standardized MCP interface. Enable real-time streaming of search results and support multi-session interactions for seamless integration with AI models. Enhance research workflows by delivering structured scholarly data on demand.

40/100
Operational Score
Score Breakdown
Availability20/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
98.8%
P95 Latency
500ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 141ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 500ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 98.8%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
Apr 2, 2026success141msPass
Apr 2, 2026success146.9msPass
Apr 2, 2026success134msPass
Apr 2, 2026success146.4msPass
Apr 2, 2026success123.2msPass
Apr 2, 2026success230.4msPass
Apr 2, 2026success141.5msPass
Apr 2, 2026success177.1msPass
Apr 2, 2026success185.4msPass
Apr 2, 2026success171.3msPass
Source Registries
smithery
First Seen
Mar 29, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 2, 2026