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

Iteration Layer

iterationlayer.com↗|v1.0.0

Composable APIs for document extraction, image transformation, and document & sheet generation.

40/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance20/40
Key Metrics
Uptime 30d
88.2%
P95 Latency
592.3ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 561ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 592ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 88.2%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 30, 2026success561.7msPartial
Jun 27, 2026success592.3msPass
Jun 25, 2026success521.4msPass
Jun 24, 2026success576.5msPass
Jun 17, 2026success617.4msPass
Jun 16, 2026success538.5msPass
Jun 16, 2026success542.8msPass
Jun 15, 2026success581.2msPass
Jun 12, 2026success527.4msPass
Jun 11, 2026error0msFail
Source Registries
mcp-registry
First Seen
Mar 29, 2026
Last Seen
Jul 2, 2026
Last Probed
Jun 30, 2026