GPUQuant AI Infrastructure
https://gpuquant.com/api/mcp ↗
Description
Search AI infrastructure, inspect facility evidence and explore sourced company relationships.
What our measurements say
GPUQuant AI Infrastructure is a remote MCP server published at gpuquant.com. It has been probed 6 times since 9/14/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 401 ms, placing it among the faster endpoints. It offers a narrow, focused set of 3 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 are descriptive and indicate their primary function.
- Parameters are well-defined with clear types and required/optional status.
- No tool overlap; distinct purposes for search, facility, and company retrieval.
Weaknesses
- Descriptions could explicitly clarify when each tool should be used (e.g., 'search_infrastructure' vs 'get_facility').
- No mention of error handling for invalid slugs or query parameters.
- Constraints like 'no arbitrary SQL' are noted, but failure scenarios are absent.
get_company— No explicit handling of invalid slugs or relationship categories.search_infrastructure— No clarification on error responses for invalid queries or 'kind' parameters.
Verdict
Event narrative
Sign up free to generateRaw observations
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 148ms → warm 146ms (penalty 2ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
search_infrastructureSearch published facility and company names, slugs, operators, localities, and country codes. Literal text search with bounded pagination; no arbitrary SQL or URL fetching.
querystringrequiredkindstringlimitintegeroffsetinteger
get_facilityRead one published facility by slug, including canonical URL, sourced facts, and actual verification date. At most 20 source links; no quotes, imagery, geometry, or market series.
slugstringrequired
get_companyRead a company and a page of published supplier, customer, ownership, investment, or facility relationships. Company verification dates are unknown. Each upstream relationship category is capped at 500.
slugstringrequiredrelationshipstringlimitintegeroffsetinteger
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Dual-era
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[](https://mcpmetrics.io/servers/com-gpuquant-infrastructure)<a href="https://mcpmetrics.io/servers/com-gpuquant-infrastructure"><img src="https://mcpmetrics.io/badge/com.gpuquant/infrastructure/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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