Leaderboard/PreFlyte — DeFi Financial Intelligence for AI Agents
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

PreFlyte — DeFi Financial Intelligence for AI Agents

DeFi financial intelligence for AI agents — returns oracle & market verification.

45/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance5/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,240.2ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 498ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1240ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1240ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Apr 14, 2026success498.6msPartial
Apr 14, 2026success465.3msPartial
Apr 14, 2026success457.4msPartial
Apr 14, 2026success387.7msPartial
Apr 14, 2026success381.4msPartial
Apr 14, 2026success400.6msPartial
Apr 14, 2026success1240.2msPartial
Apr 14, 2026success342.3msPartial
Apr 14, 2026success411.4msPartial
Apr 14, 2026success466.3msPartial
Source Registries
mcp-registry
First Seen
Apr 13, 2026
Last Seen
Apr 13, 2026
Last Probed
Apr 14, 2026
PreFlyte — DeFi Financial Intelligence for AI Agents — Chiark Agent Quality Index