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

GoldenFlow

Data transformation toolkit — standardize, reshape, and normalize messy data

55/100
Operational Score
Score Breakdown
Availability20/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
95.5%
P95 Latency
69.1ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 68ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 69ms, task completion: 0%
Improvement Tips
  • -Improve uptime (currently 95.5%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 16, 2026success68.2msPartial
May 13, 2026success69.1msPartial
May 13, 2026success64.9msPartial
May 12, 2026success64.3msPartial
May 11, 2026success65.2msPartial
May 9, 2026success64.6msPartial
May 7, 2026success65msPartial
May 7, 2026success63.1msPartial
May 7, 2026success63.6msPartial
May 6, 2026success63.9msPartial
Source Registries
mcp-registry
First Seen
Mar 29, 2026
Last Seen
May 17, 2026
Last Probed
May 16, 2026