Leaderboard/ai.baselight/baselight
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.baselight/baselight

Query Baselight's public catalog of 70,000+ datasets — finance, demographics, sports, and more.

62/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance22/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
198.4ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 179ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 198ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 17, 2026success179.2msPartial
Jun 16, 2026success198.4msPartial
Jun 16, 2026success151.2msPartial
Jun 15, 2026success165.8msPartial
Jun 12, 2026success138.3msPartial
Jun 11, 2026success531.3msPartial
Jun 11, 2026success176.4msPartial
Jun 10, 2026success730.5msPartial
Jun 9, 2026success170.7msPartial
Jun 5, 2026success263msPartial
Source Registries
mcp-registry
First Seen
Apr 30, 2026
Last Seen
Jun 18, 2026
Last Probed
Jun 17, 2026