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

RAGMap MCP

Discover and recommend retriever MCP servers. Includes top picks and install config tools.

29/100
Operational Score
Score Breakdown
Availability10/30
Conformance10/30
Performance9/40
Key Metrics
Uptime 30d
92.3%
P95 Latency
1,194.3ms
Conformance
Fail
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 1194ms
Conformance
MCP initialize handshake + tools/list
MCP initialize handshake failed
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 1194ms, task completion: 0%
Improvement Tips
  • -Reduce response time (currently 1194ms, target <1000ms)
  • -Improve uptime (currently 92.3%, target 99%+)
  • -Fix MCP initialize handshake errors
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success1194.3msPartial
Jun 5, 2026success225.6msPartial
Jun 5, 2026success1023msPartial
Jun 4, 2026success726.4msPartial
Jun 3, 2026timeout0msFail
May 30, 2026success326.8msPartial
May 29, 2026success205.3msPartial
May 29, 2026success145msPartial
May 27, 2026success204.1msPartial
May 27, 2026success132.5msPartial
Source Registries
mcp-registry
First Seen
May 23, 2026
Last Seen
Jun 8, 2026
Last Probed
Jun 9, 2026