Leaderboard/io.github.mikerawsonnz/llm-observability-orchestration
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

io.github.mikerawsonnz/llm-observability-orchestration

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith

92/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance32/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
269.4ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 405 in 181ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 269ms, task completion: 100%
Tools
1 tool verified via live probe
verified 4d ago
Server: langchain-core-langsmith-openai-8c02f9Version: 0.1.6Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
Jul 14, 2026success181.1msPass
Jul 12, 2026success269.4msPass
Jul 8, 2026success273.1msPass
Jul 8, 2026success113.2msPass
Jul 3, 2026success121.5msPass
Jun 30, 2026success120.6msPass
Jun 27, 2026success111.6msPass
Jun 25, 2026success122.6msPass
Jun 24, 2026success117.8msPass
Jun 17, 2026success116.7msPass
Source Registries
mcp-registry
First Seen
Jun 2, 2026
Last Seen
Jul 17, 2026
Last Probed
Jul 14, 2026