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

Data & Analytics

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

49/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance9/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
3,397.7ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 1331ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 3397ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 3397ms, target <1000ms)
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success1331.3msPass
May 16, 2026success3397.7msPass
May 13, 2026success1258.3msPass
May 13, 2026success1243.5msPass
May 12, 2026success2106.3msPass
May 11, 2026success1453.6msPass
May 9, 2026success2165.8msPass
May 7, 2026success1768.6msPass
May 7, 2026success1214.6msPass
May 7, 2026success1838.1msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026