Data Montgomery

https://gateway.pipeworx.io/data-montgomery/mcp ↗

Montgomery County, MD open data (Socrata) — crime, 311, permits by name + SoQL.

LegacyLegacy ⚠Version: 0.1.0First probe: 2026-09-04 15:47:51Last probe: 2026-09-05 11:49:41

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100%

responded in 9 of 9 probes

p50 response

45 ms

slowest 1509 ms

Supported versions

2025-03-26

as declared by server/discover + initialize

Capabilities

prompts, resources, tools

Schema score

100

34 tools

Schema compliance

tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.

100/100

Excellent34 tools

tools/list schema valid
inputSchema is valid JSON Schema
Smoke test not run this round
Cold-start: cold 1202ms → warm 42ms (penalty 1160ms)

Era history

Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.

Era distribution

Legacy100%

Legacy05.09 11:49

04.09 15:47Measurements: 905.09 11:49

Response time history

The two probe legs separately: modern server/discover and legacy initialize.

server/discoverinitialize

Event log

Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.

23 hours agoAdded to watch — era: Legacy

Agent readability score

Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.

Agent readability score

Reasoning, findings and advice are available to signed-in users.

Strengths

Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.

Raw observations

You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.

Raw observations

Run	Era	Modern	ms	Legacy	ms	Versions
2026-09-05 11:49:41	Legacy	200	42	200	40	2025-03-26
2026-09-05 09:54:33	Legacy	200	44	200	37	2025-03-26
2026-09-05 07:54:58	Legacy	200	45	200	535	2025-03-26
2026-09-05 05:55:22	Legacy	200	41	200	39	2025-03-26
2026-09-05 03:47:53	Legacy	200	1509	200	291	2025-03-26
2026-09-04 23:36:46	Legacy	200	46	200	387	2025-03-26
2026-09-04 20:14:42	Legacy	200	48	200	39	2025-03-26
2026-09-04 18:05:15	Legacy	200	45	200	44	2025-03-26
2026-09-04 15:47:51	Legacy	200	46	200	46	2025-03-26