https://app.askmarcel.app/api/mcp ↗
AskMarcel connects AI agents to manufacturer-sourced HVAC technical documentation. • 6 MCP tools: search, procedure, error codes, product sheets, PDF snapshots, diagnose • 126 brands, 905 models, 1,885+ error codes • Free Developer tier: 500 API calls/month • Responses cite manual page numbers — see HVAC-Bench for proof vs raw LLM
AskMarcel-MCP-HVAC is a remote MCP server published at app.askmarcel.app. It has been probed 29 times since 9/10/2026. It answered in 29 of them (100.0%), a near-uninterrupted record. Median response time is 460 ms, placing it among the faster endpoints. Its tool list could not be read; the server is closed to direct calls.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 06:40:42 | Unknown | 400 | 281 | 400 | 277 | — |
| 2026-09-13 04:35:29 | Unknown | 400 | 460 | 400 | 464 | — |
| 2026-09-13 01:33:33 | Unknown | 400 | 280 | 400 | 285 | — |
| 2026-09-12 23:31:36 | Unknown | 400 | 493 | 400 | 495 | — |
| 2026-09-12 21:29:15 | Unknown | 400 | 845 | 400 | 838 | — |
| 2026-09-12 19:27:29 | Unknown | 400 | 641 | 400 | 644 | — |
| 2026-09-12 17:24:09 | Unknown | 400 | 262 | 400 | 267 | — |
| 2026-09-12 15:21:42 | Unknown | 400 | 709 | 400 | 718 | — |
| 2026-09-12 13:29:16 | Unknown | 400 | 180 | 400 | 185 | — |
| 2026-09-12 11:39:06 | Unknown | 400 | 328 | 400 | 298 | — |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
Add this badge to your README — it updates automatically as measurements change.
[](https://mcpmetrics.io/servers/askmarcelapp-mcphvac)<a href="https://mcpmetrics.io/servers/askmarcelapp-mcphvac"><img src="https://mcpmetrics.io/badge/askmarcelapp/mcphvac/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.
Sign up free to seeThe catalog entries whose name and description are closest to this one, found with the same index the search box uses.
15 HVAC MCP tools: lookups, SKU provenance, guided PAC, Beta Harness sessions. 126 brands.
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