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

io.github.mapbox/mcp-docs-server

github.com/mapbox/mcp-docs-server↗|v0.1.2
Cloud & Infrastructure

AI access to Mapbox docs, API references, style specs, and guides. No token required.

54/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance14/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
271.1ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 271ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 271ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success271.1msPartial
Jun 30, 2026success143.7msPartial
Jun 27, 2026success93.7msPartial
Jun 25, 2026success124.8msPartial
Jun 24, 2026success128.7msPartial
Jun 17, 2026success61.7msPartial
Jun 16, 2026success71.2msPartial
Jun 16, 2026success132msPartial
Jun 15, 2026success52.2msPartial
Jun 12, 2026success82.4msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026