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

TokenBurn-Optimizer

LLM query cost optimizer minimizing context waste.

52/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance12/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
1,592.8ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 1037ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1592ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1592ms, target <1000ms)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 30, 2026success1037.5msPartial
May 29, 2026success1592.8msPartial
May 29, 2026success1480.4msPartial
Source Registries
mcp-registry
First Seen
May 28, 2026
Last Seen
May 29, 2026
Last Probed
May 30, 2026
TokenBurn-Optimizer — Chiark Agent Quality Index