Arne Kellmann Consulting
Description
Read consulting services and search public architecture consulting documents in English or German.
What our measurements say
Arne Kellmann Consulting is a remote MCP server published at arnekellmann.de. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 711 ms, a delay an agent will notice. It offers a narrow, focused set of 3 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tools are focused on specific tasks (listing services, reading documents, searching docs).
- Parameters are mostly clear (e.g., 'path' is required for read_document).
Weaknesses
- Tool names are generic (e.g., 'list_services' could be more descriptive).
- Descriptions do not explicitly state when to use each tool.
- No mention of error handling or constraints in tool descriptions.
list_services— Name does not clarify if it lists services, pricing, or contact info.read_document— Description lacks context for when to use path-based document access.search_docs— No explanation of how to interpret search results or handle no matches.
Verdict
Event narrative
Risk: low
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 39ms → warm 38ms (penalty 1ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
list_servicesRead published consulting services, pricing policy and contact URL. Use to assess engagement fit; does not book or send anything.
languagestring
read_documentRead a published site markdown document by path, such as /index.md, /pricing.md or /auth.md.
pathstringrequired
search_docsSearch published site documentation using keywords. Returns source URLs and excerpts; no generated advice.
querystringrequiredlanguagestring
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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