Leaderboard/ai.smithery/ref-tools-ref-tools-mcp
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

ai.smithery/ref-tools-ref-tools-mcp

github.com/ref-tools/ref-tools-mcp↗|v3.0.0
Developer Tools

Provide your AI coding tools with token-efficient access to up-to-date technical documentation for…

50/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance10/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
313.1ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 147ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 313ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 18, 2026success147.8msPass
May 16, 2026success97msPass
May 13, 2026success104msPass
May 13, 2026success107.8msPass
May 12, 2026success124.1msPass
May 11, 2026success313.1msPass
May 9, 2026success24.9msPass
May 7, 2026success134.7msPass
May 7, 2026success191.6msPass
May 7, 2026success141.5msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
May 17, 2026
Last Probed
May 18, 2026