Monte Carlo
https://docs.getmontecarlo.com/mcp ↗
Description
Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.
What our measurements say
Monte Carlo is a remote MCP server published at docs.getmontecarlo.com. It has been probed 6 times since 9/10/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 995 ms, a delay an agent will notice. It offers a narrow, focused set of 6 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names like 'list-endpoints' and 'get-endpoint' clearly indicate their purpose.
- Descriptions explain result usage (e.g., passing to 'get-endpoint') for workflow clarity.
Weaknesses
- Tools 'search' and 'fetch' have vague descriptions without specifying documentation scope.
- No explicit parameter requirements or types in descriptions.
- No mention of error handling or constraints in any tool's documentation.
- Potential overlap between 'search' and 'search-endpoints' tools.
search— Description lacks specificity about documentation scopefetch— No clarification on ID source or content typesearch-endpoints— Could be confused with 'search' tool due to similar purpose
Verdict
Event narrative
Risk: medium
- 2026-09-10T21:16:35.016Z — Era 'auth-gated' olarak kaydedildi, complianceScore null · Sunucu güvenlikli eraya geçişte
- 2026-09-11T05:44:28.819Z — Era 'dual' olarak güncellendi, complianceScore 100'e yükseldi · Yüksek uyumluluk puanı ile çift eraya geçiş tamamlandı
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 221ms → warm 219ms (penalty 2ms)
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Server build: — → 3.5
- Supported versions: — → 2026-07-28
- Era changed: Auth-gated → Dual-era
- Added to watch — era: Auth-gated
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