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

AskNeedl

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59/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance19/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
184.8ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 406 in 142ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 184ms, task completion: 0%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success142msPartial
May 16, 2026success63.2msPartial
May 13, 2026success104.5msPartial
May 13, 2026success184.8msPartial
May 12, 2026success82.2msPartial
May 11, 2026success136.1msPartial
May 9, 2026success126.5msPartial
May 7, 2026success212.8msPartial
May 7, 2026success3033.5msPartial
May 7, 2026success238.1msPartial
Source Registries
mcp-registry
First Seen
Apr 7, 2026
Last Seen
May 18, 2026
Last Probed
May 18, 2026