Leaderboard/Northwestern University Libraries Digital Collections API
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Northwestern University Libraries Digital Collections API

Agent integration with the Northwestern University Libraries Digital Collections API

49/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance9/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,624.9ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 1328ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1624ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1624ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 5, 2026success1328.4msPartial
Jun 5, 2026success1467.1msPartial
Jun 4, 2026success1624.9msPartial
Jun 3, 2026success1382.7msPartial
May 30, 2026success228.3msPartial
May 29, 2026success1162.8msPartial
May 29, 2026success1373.7msPartial
May 27, 2026success1344.6msPartial
May 27, 2026success1218.2msPartial
May 27, 2026success1295.8msPartial
Source Registries
mcp-registry
First Seen
Apr 17, 2026
Last Seen
Jun 4, 2026
Last Probed
Jun 5, 2026