Leaderboard/com.redpanda/docs-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

com.redpanda/docs-mcp

github.com/redpanda-data/docs-site↗|v1.0.0
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77/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance37/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
153.6ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 153ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 153ms, task completion: 100%
Improvement Tips
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success153.6msPartial
Jun 30, 2026success118.8msPartial
Jun 27, 2026success115msPartial
Jun 25, 2026success81.7msPartial
Jun 24, 2026success90.2msPartial
Jun 17, 2026success1031.4msPartial
Jun 16, 2026success980.4msPartial
Jun 16, 2026success962.8msPartial
Jun 15, 2026success153.6msPartial
Jun 12, 2026success932msPartial
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026