Skip to content
HUIYAO LASER logo

HUIYAO LASER MCP server

Which servers in the official MCP registry are HUIYAO LASER's own, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-21

← Back to HUIYAO LASER

Whose server it is
  • Registry namecom.huiyaolaser.www/capacity-calculatorverified in the MCP registry

The registry name sits under huiyaolaser.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-21
  • Stateanswerschecked 2026-10-21
  • Tools1
  • Server calls itselfhuiyao-battery-line-capacity-calculator
  • Server version1.0.1
  • Protocol version2025-06-18

On 2026-10-21 the server answered initialize and tools/list without a sign-in. First answer in 173 ms.

Should an agent connect itSkip it
  • Its tools do none of the product's use cases we checked: weld battery modules and packs with a laser welding machine; assemble cylindrical cells into modules and packs; sort pouch cells by voltage, capacity and internal resistance.
  • Checked on 2 of the 7 days it takes to judge reliability.

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.

Measured dailydaily checks: 2, the first on 2026-10-21
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 2 so far
  • What an agent can do with it0 of 3 use cases
  • Answeredmeasuring2 of the 7 daily checks it takes to print a share
  • Median first answer234 ms
  • Space in an agent's context≈ 377 tokensthe definitions of all its tools (1), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results1 of 1 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • cannot · weld battery modules and packs with a laser welding machine
  • cannot · assemble cylindrical cells into modules and packs
  • cannot · sort pouch cells by voltage, capacity and internal resistance

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 (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). 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 →

Tools it offers1 tools · read 2026-10-21
  • calculate_battery_line_capacity

    Estimate theoretical and OEE-adjusted annual battery-cell and energy output from line throughput, schedule, OEE, nominal cell voltage, and nominal cell capacity. Use for early production-line sizing and scenario checks; results are…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "capacity-calculator": {
      "type": "http",
      "url": "https://huiyao-capacity-calculator-mcp.hy-208.workers.dev/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http huiyaolaser https://huiyao-capacity-calculator-mcp.hy-208.workers.dev/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://huiyao-capacity-calculator-mcp.hy-208.workers.dev/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.