Leaderboard/ai.smithery/Aman-Amith-Shastry-scientific_computation_mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.smithery/Aman-Amith-Shastry-scientific_computation_mcp

github.com/Aman-Amith-Shastry/scientific_computation_mcp↗|v1.13.1
Developer Tools

This MCP server enables users to perform scientific computations regarding linear algebra and vect…

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
466.4ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 466ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 466ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success466.4msPartial
Jun 30, 2026success186.5msPartial
Jun 27, 2026success175.7msPartial
Jun 25, 2026success179.1msPartial
Jun 24, 2026success163msPartial
Jun 17, 2026success319msPartial
Jun 16, 2026success912.5msPartial
Jun 16, 2026success824.3msPartial
Jun 15, 2026success228.8msPartial
Jun 12, 2026success387.8msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026