Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.
AI & Agentsv1.1.1streamable-httpmcp.getmontecarlo.com
| Criterion | Points | Observed |
|---|---|---|
| reachability | 18 / 25 | HTTP 401 in 401ms — auth required; WWW-Authenticate present: "Bearer error="invalid_token", error_description="Authentication required", resource_metadata="https://mcp.getmontecarlo." |
| protocol | 0 / 15 | handshake not reachable behind auth — unverified |
| tooling | 0 / 0 | auth-gated — tooling unverifiable, excluded from score (grade marked provisional) |
| latency | 10 / 10 | initialize round-trip 401ms |
| provenance | 5 / 15 | description present; no repository URL; version 1.1.1; namespace io.github.monte-carlo-data does NOT match remote host (expected *.monte-carlo-data.github.io) |
Score 51/100 · latency 401ms · — tools · protocol access: auth-wellbehaved ⓘ
Security, data integrity, citation quality, and advertised claims are measured separately from protocol uptime. Missing evidence is marked unverified, never converted into a pass.
No deterministic trust observations published yet. This means unaudited—not safe, unsafe, accurate, or inaccurate.
Machine-readable receipt: /api/trust/io.github.monte-carlo-data/mcp.json
Live operational-grade badge, re-probed continuously — not a security or data-quality certification. Put it in your README and link to the complete receipt:
[](https://mcpqueen.com/s/io.github.monte-carlo-data/mcp)
Think the grade is wrong? Fix the finding the evidence shows, then the next probe cycle picks it up automatically (full cycle ≈ 3 days) — or open a dispute via the MCP endpoint.
Email alerts when the grade changes or the endpoint stops answering. Double-opt-in, one-click unwatch, free while in beta.
| When (UTC) | Grade | Score | Latency |
|---|---|---|---|
| 2026-07-14 07:00 | D | 51 | 401ms |