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
342.4ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 342ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 342ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jul 3, 2026success342.4msPass
Jun 30, 2026success108.1msPass
Jun 27, 2026success164.2msPass
Jun 25, 2026success181.6msPass
Jun 24, 2026success196.7msPass
Jun 17, 2026success1233msPass
Jun 16, 2026success334.8msPass
Jun 16, 2026success806.5msPass
Jun 15, 2026success195.4msPass
Jun 12, 2026success381.3msPass
Source Registries
mcp-registry
First Seen
Mar 25, 2026
Last Seen
Jul 5, 2026
Last Probed
Jul 3, 2026