AI LedParser MCP Server

by florosonic Your server? Claim it

answering

AI LedParser is answering right now. Last checked moments ago. It exposes 2 tools.

LED selection by package, CCT and current: flux, lm/W, price per lumen from datasheet curves.

Uptime history 5 days of history

5 days agonow

100.0%

Uptime 24h

92 of 92 checks

Tools

read from the server

326 ms

Response time

average over 24h

open, no key

Access

streamable-http

What changed 3

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 5 November 2026. No other catalogue keeps this.

5 Nov 2 tools changed the parameters they ask for led_catalog_search, led_select

5 Nov a tool changed version

Nothing serious here today

Today is the operative word: we check AI LedParser every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 0 min ago.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add ledparser --transport http https://florosonic.win/api/mcp

Settings → Connectors → Add custom connector, then paste this address

https://florosonic.win/api/mcp

~/.codex/config.toml

[mcp_servers.ledparser]
url = "https://florosonic.win/api/mcp"

.cursor/mcp.json

{
  "mcpServers": {
    "ledparser": {
      "url": "https://florosonic.win/api/mcp"
    }
  }
}

.vscode/mcp.json

{
  "servers": {
    "ledparser": {
      "type": "http",
      "url": "https://florosonic.win/api/mcp"
    }
  }
}

Available tools 2

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

led

led_catalog_search

Прайс без расчёта: поиск по каталогу без тока, корпус и CCT обязательны, плюс маркировка, напряжение, CRI, количество, наличие и цена. Без availability — только склад и в пути; availability.source=all — все позиции без отсечения по количеству. Потока и лм/Вт в ответе нет — для них led_select с рабочим током. Результат показывай таблицей из поля table ответа — она та же, что на сайте. hidden_message передай человеку; заказ не обещай.

led_select

Расчётный подбор светодиодов по корпусу, CCT и рабочему току. Тока нет — вызови led_catalog_search (прайс без расчёта) или спроси ток. По умолчанию 5 позиций, максимум 10 — просят больше, вызывай с limit 10. Без availability — только склад и в пути; availability.source=all — все позиции. Без sort — дешевле всего за люмен; с thresholds.target_flux сортировка всегда flux-distance-asc, без него flux-distance-asc — отказ sort-invalid. Результат показывай таблицей из поля table ответа — она та же, что на сайте. hidden_message передай человеку; заказ не обещай.

Endpoints

URL	Transport	State	Latency	Checked
https://florosonic.win/api/mcp	streamable-http	answering	314 ms	0 min ago

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AI LedParser — questions

Answers built from our own checks of this server.

What can AI LedParser do?

It exposes 2 tools, read directly from the server on our last check. Among them: led_catalog_search, led_select. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →

Is AI LedParser working right now?

We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 326 ms. The bar chart above shows every period we have measured.

How do I connect AI LedParser?

Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.

Does AI LedParser need an API key?

No. AI LedParser completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 2 of them are readable on this page. This is what we observed, not what the docs claim.

How fast is AI LedParser?

It answers our handshake in 326 ms on average, which is faster than 43% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.