Leaderboard/ai.smithery/sebastianall1977-gmail-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.smithery/sebastianall1977-gmail-mcp

github.com/sebastianall1977/gmail-mcp↗|v1.7.4
Communication

Manage Gmail end-to-end: search, read, send, draft, label, and organize threads. Automate workflow…

57/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance17/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
356.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 211ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 356ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success211msPartial
May 16, 2026success324.5msPartial
May 13, 2026success349.5msPartial
May 13, 2026success356.9msPartial
May 12, 2026success219.7msPartial
May 11, 2026success283msPartial
May 9, 2026success382.5msPartial
May 7, 2026success243.5msPartial
May 7, 2026success208.9msPartial
May 7, 2026success242.5msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026