How to build an AI tutor

AItooling never signs up for you and never asks for your passwords or keys. You create each account yourself on the tool's own website, and only your ticks are saved here.

Sign in and save this plan to keep your progress in your account.

1. 1Create your accounts

   • Create your Flowise account

     Sign up or install it, then make a new project for this agent.
   • Create your Gemini account

     Sign up, create an API key and set a monthly spending limit before anything else.
   • Create your Mem0 account

     Sign up and create a new database or index just for this agent.
   • Create your Pinecone account

     Sign up and create a new database or index just for this agent.
   • Create your Tavily account

     Sign up and connect only the apps this agent needs, with read-only access where you can.
   • Create your Khanmigo account

     Sign up and connect only the apps this agent needs, with read-only access where you can.
   • Create your NotebookLM account

     Sign up and connect only the apps this agent needs, with read-only access where you can.
   • Create your Speechify account

     Sign up and connect only the apps this agent needs, with read-only access where you can.
   • Create your Langfuse account

     Sign up and turn on logging so you can review what the agent does.

2. 2Build it in this order

   • Set up Flowise and connect it to Gemini.
   • Write the agent's instructions: its job, tone, and what it must never do.
   • Load your documents through Built-in knowledge base into Pinecone.
   • Add Mem0 so the agent remembers people across conversations.
   • Connect the tools one at a time and test each: Web search, Tutoring method, Study notes from sources, Read aloud.
   • Add guardrails: filter sensitive data and only allow listed tool actions.
   • Hook up how it starts: chat interface.
   • Turn on Langfuse and review real conversations weekly.
   • Set age-appropriate rules and test it with real learners and teachers.
   • Try 20 real tasks yourself before letting others use it.

3. 3Launch your agent

   • Get your agent's code

     Copy the ready-made code for this agent. It hides secrets and personal data before the AI model sees them.

     Open the code for this agent
   • Store your keys safely

     Put each key in a password manager or your hosting's secret settings. Never paste keys or passwords into AItooling or a chat.

   • Run your agent and check its first answers

     Start small, read every answer yourself, and only then let other people use it.