Leaderboard/io.github.Vist233/firstdata
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.Vist233/firstdata

github.com/MLT-OSS/FirstData↗|v0.1.0
Data & Analytics

Hosted MCP server for finding authoritative primary data sources and official portals.

29/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance9/40
Key Metrics
Uptime 30d
92.9%
P95 Latency
2,296ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 2296ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 2296ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 2296ms, target <1000ms)
  • -Improve uptime (currently 92.9%, target 99%+)
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success2296msPass
Jun 30, 2026success1345.4msPass
Jun 27, 2026timeout0msFail
Jun 25, 2026success1473.2msPass
Jun 24, 2026success2982.4msPass
Jun 17, 2026success8391.6msPass
Jun 16, 2026success1462.2msPass
Jun 16, 2026success1602.9msPass
Jun 15, 2026success1686.6msPass
Jun 12, 2026success1323.8msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026