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

Paper Lantern

paperlantern.ai/code↗|v0.2.2

Research intelligence for AI coding agents. 2M+ CS papers with evidence and tradeoffs.

65/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance25/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
166ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 403 in 163ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 166ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success163.8msPass
Jun 5, 2026success126.5msPass
Jun 5, 2026success166msPass
Jun 4, 2026success158.7msPass
Jun 3, 2026success143.4msPass
May 30, 2026success164msPass
May 29, 2026success133.9msPass
May 29, 2026success97.9msPass
May 27, 2026success132.5msPass
May 27, 2026success127.4msPass
Source Registries
mcp-registry
First Seen
Apr 21, 2026
Last Seen
Jun 9, 2026
Last Probed
Jun 9, 2026