Model Context Protocol & AI Integration

Connect frontier LLMs (ChatGPT, Claude, Cursor) directly to your personalized Oslango learning vault

ChatGPT Integration

ChatGPT Custom GPT Setup Guide

Follow this 4-step tutorial to create a private ChatGPT Custom GPT that has direct access to your Oslango vocabulary vault, study plans, and daily tasks.

1

Generate Your Personal API Key

Navigate to Account Settings → Developer API Keys in Oslango and click Generate New Key. Copy the secret key (e.g. mlv_live_...).

2

Copy Oslango OpenAPI Schema URL

This endpoint dynamically serves the OpenAPI 3.1 specification for all Oslango tools:

https://api.oslango.app/mcp/openapi.json
3

Import Action into ChatGPT

1. In ChatGPT, click Explore GPTsCreate (or Edit your Custom GPT).

2. Go to the Configure tab → scroll down to Actions → Click Create new action.

3. Click Import from URL, paste https://api.oslango.app/mcp/openapi.json, and click Import.

4. Under Authentication, select API Key → choose Auth Type: Bearer → paste your Oslango Personal API Key.

4

Set Custom GPT Instructions

You are an intelligent language study coach connected directly to the user's Oslango learning vault.

Workflow Rules:
1. Whenever the user mentions studying, start by calling get_study_plan and get_streak_info to understand their target language, rank goals, and streak milestone.
2. Before adding new vocabulary, always call search_vault to check if the word or term already exists. If it exists, call add_word_definition to append the sense. Otherwise, call add_vocabulary_word.
3. Include accurate IPA phonetic pronunciation in target language for all new words.
4. When recommending routines, inspect get_tasks and update or create daily roadmap tasks.