AUTOMOTO MCP Gateway
Description
Production-ready MCP Gateway for automotive market data powered by Dremio. Connect Claude, Cursor, GitHub Copilot or any MCP-compatible client to execute SQL queries on Ukrainian automotive datasets — vehicle catalogs, pricing analytics, VIN decoding. Built with FastAPI, Dremio, PostgreSQL, Redis.
What our measurements say
AUTOMOTO MCP Gateway is a remote MCP server published at mcp.automoto.ai. It has been probed 38 times since 9/10/2026. It answered in 38 of them (100.0%), a near-uninterrupted record. Median response time is 452 ms, placing it among the faster endpoints. Its tool list could not be read; the server is closed to direct calls. It answers direct calls with an authentication wall.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Agent readability score
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-14 00:19:26 | Auth-gated | 401 | 552 | 401 | 557 | — |
| 2026-09-13 22:17:36 | Auth-gated | 401 | 335 | 401 | 339 | — |
| 2026-09-13 21:01:02 | Auth-gated | 401 | 531 | 401 | 536 | — |
| 2026-09-13 18:57:30 | Auth-gated | 401 | 787 | 401 | 798 | — |
| 2026-09-13 16:52:42 | Auth-gated | 401 | 455 | 401 | 441 | — |
| 2026-09-13 14:49:35 | Auth-gated | 401 | 452 | 401 | 447 | — |
| 2026-09-13 12:47:19 | Auth-gated | 401 | 322 | 401 | 340 | — |
| 2026-09-13 10:45:14 | Auth-gated | 401 | 568 | 401 | 585 | — |
| 2026-09-13 08:43:04 | Auth-gated | 401 | 475 | 401 | 450 | — |
| 2026-09-13 06:40:42 | Auth-gated | 401 | 536 | 401 | 537 | — |
Availability history
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Era history
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
Response time history
The two probe legs separately: modern server/discover and legacy initialize.
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Auth-gated
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[](https://mcpmetrics.io/servers/automoto-mcp-gateway-automoto-mcp-gateway)<a href="https://mcpmetrics.io/servers/automoto-mcp-gateway-automoto-mcp-gateway"><img src="https://mcpmetrics.io/badge/automoto-mcp-gateway/automoto-mcp-gateway/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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