
KW Commercial Kitchen Equipment MCP server
Which MCP servers are KW Commercial Kitchen Equipment's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.
read 2026-10-19
- Registry nameau.com.kwcommercial.www/equipment-finderverified in the MCP registry
The registry name sits under kwcommercial.com.au. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.
- Stateanswerschecked 2026-10-19
- Tools2
- Server calls itselfKW Commercial Kitchen Equipment Finder
- Server version1.0.0
- Protocol version2025-06-18
On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 276 ms.
- Its tools do none of the product's use cases we checked: Plan a commercial kitchen layout to scale; Compare and buy commercial fridges, ovens and ice makers.
Once connected
- Parameters are untyped or undescribed in 1 of 2 tools: check arguments before calling.
Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.
- INITE MCP score70 of 100answers 100 · does the job 0 · definitions 92 · context 100 · connects 100
- What an agent can do with it0 of 2 use cases
- Answered100% of days17 of 17 daily checks
- Median first answer575 ms
- Space in an agent's context≈ 554 tokensthe definitions of all its tools (2), which an agent carries on every turn
- Tool definitionsA · 92 of 100
- Typed results0 of 2 toolsdeclared outputSchema: results come typed, read once
- Parameters without a description: in 1 of 2
What an agent can do with it
- not sure · Choose equipment by venue type, such as a cafe or bakery
- cannot · Plan a commercial kitchen layout to scale
- cannot · Compare and buy commercial fridges, ovens and ice makers
Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?
Worth a look
None of the five warning signs in these definitions.
A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →
search_productsSearch KW's current public catalogue by keyword, brand or exact model/SKU, with existing category, ex-GST price, website In Stock, sort and supported width filters. Returns at most 8 results, no pagination. Main prices include GST; ex-GST…
get_productRead one exact product_id or canonical slug from search_products. Returns existing public specifications, warranty, current AUD prices including and excluding GST, website supply status and KW product link. Missing/discontinued/hidden…
How to connect
Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:
{
"mcpServers": {
"equipment-finder": {
"type": "http",
"url": "https://www.kwcommercial.com.au/api/mcp"
}
}
}Add it
Claude Code, in a terminal
claude mcp add --transport http kwcommercial https://www.kwcommercial.com.au/api/mcpclaude.ai, ChatGPT and other clients: add https://www.kwcommercial.com.au/api/mcp as a custom connector in the settings.
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
Before we count this visit
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