Leaderboard/io.github.mapbox/mcp-devkit-server
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.mapbox/mcp-devkit-server

Cloud & Infrastructure

Provides AI assistants with direct access to Mapbox developer APIs and documentation.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
320.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 161ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 320ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success161.3msPass
May 16, 2026success320.1msPass
May 13, 2026success118.6msPass
May 13, 2026success133.2msPass
May 12, 2026success116.7msPass
May 11, 2026success141.8msPass
May 9, 2026success172.4msPass
May 7, 2026success504.1msPass
May 7, 2026success176.5msPass
May 7, 2026success169.5msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026