Leaderboard/AiPayGent — Claude AI Tools
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

AiPayGent — Claude AI Tools

djautomd-lab.github.io↗|v1.0.0
Finance

Claude-powered AI tools: research, write, code, analyze, translate, debate, pitch, score, and more.

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
238.9ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 404 in 199ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 238ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 2, 2026success199.9msPartial
Apr 2, 2026success239.4msPartial
Apr 2, 2026success135.6msPartial
Apr 2, 2026success156.8msPartial
Apr 2, 2026success155msPartial
Apr 2, 2026success216.9msPartial
Apr 2, 2026success145.8msPartial
Apr 2, 2026success148.9msPartial
Apr 2, 2026success201.5msPartial
Apr 2, 2026success74.9msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Apr 1, 2026
Last Probed
Apr 2, 2026