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LingQ Progress MCP for ChatGPT

A tiny read-only MCP server that lets ChatGPT inspect your LingQ progress without receiving your LingQ password.

What it exposes

  • list_languages — active LingQ languages and the data LingQ returns for them (including known-word totals when available).

  • inspect_progress_capabilities — asks LingQ which progress intervals/metrics are currently available.

  • get_progress_summary — aggregate progress for a period.

  • get_progress_chart — time-series data for a specific metric and period.

The server only performs HTTP GET requests to LingQ.

Related MCP server: bunpro-mcp

1. Requirements

  • Node.js 18 or newer

  • A LingQ account

  • Your LingQ API key

Get your LingQ API key while logged in:

https://www.lingq.com/en/accounts/apikey/

Do not send the key to anyone. Keep it in the local .env file.

2. Configure

Open a terminal in this folder and run:

npm install

Copy .env.example to .env.

Windows PowerShell:

Copy-Item .env.example .env
notepad .env

Put your key after LINGQ_API_KEY= and save.

3. Run locally

npm start

You should see:

LingQ Progress MCP listening on http://localhost:8787/mcp

Opening http://localhost:8787/ in a browser should show a simple health message.

In a second terminal:

npx @modelcontextprotocol/inspector@latest

Choose Streamable HTTP and connect to:

http://localhost:8787/mcp

Call list_languages first. If it returns your LingQ languages, the key and LingQ API are working.

5. Make it reachable by ChatGPT

For a quick local test, expose port 8787 through an HTTPS tunnel such as ngrok:

ngrok http 8787

It will give you an HTTPS address. Add /mcp to the end, for example:

https://example.ngrok.app/mcp

In ChatGPT, enable Developer mode, create/add a custom plugin/MCP connection, and paste that HTTPS /mcp URL.

Then you can ask things like:

  • "Como tá meu russo no LingQ essa semana?"

  • "Quantas palavras conhecidas eu tenho em russo e japonês?"

  • "Compara meu progresso dos últimos 7 e 30 dias."

  • "Quanto tempo eu ouvi neste mês?"

  • "Mostra quais dias eu mais li esta semana."

Security notes

  • The LingQ API key stays on the computer/server running this project.

  • The MCP responses never intentionally include the API key.

  • All LingQ calls in this project are GET requests only.

  • Do not commit .env to Git; it is already included in .gitignore.

LingQ API caveat

LingQ's public API documentation is incomplete/outdated. The project therefore includes inspect_progress_capabilities, which asks the live LingQ progress endpoint what it currently supports instead of assuming every metric name forever.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

No tool schema history has been recorded yet.

Maintenance

ActivityMaintained
ResponsivenessNo issues

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